[2026-02-11T20:15:03.828615] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2026-02-11T20:15:04.005452] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2026-02-11T20:15:04.178009] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2026-02-11T20:15:04.350279] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2026-02-11T20:15:04.350621] [WARN ] [STATE     ] State set to: WAITING
[2026-02-11T20:15:04.350693] [INFO ] [STATE     ] Checking TDM service status...
[2026-02-11T20:15:04.421312] [WARN ] [tdm-status] Service 'tdm' is not running.
[2026-02-11T20:15:04.425209] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2026-02-11), and is a dependency of this service.
[2026-02-11T20:15:04.459786] [WARN ] [sig-status] Service 'sig' is not running.
[2026-02-11T20:15:04.494870] [WARN ] [sap-status] Service 'sap' is not running.
[2026-02-11T20:15:04.532095] [WARN ] [exp-status] Service 'exp' is not running.
[2026-02-11T20:15:04.532370] [WARN ] [STATE     ] State set to: RUNNING
[2026-02-11T20:15:04.532434] [INFO ] [CACHE     ] Starting cache update
[2026-02-11T20:15:04.532475] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2026-02-11T20:15:04.536205] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2026-02-11T20:15:04.536488] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2026-02-11T20:15:04.536552] [INFO ] [CACHE     ] Cache update completed successfully
[2026-02-11T20:15:04.536651] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2026-02-11T20:15:04.536699] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2026-02-11T20:15:04.616927] [DEBUG] [REMOTE    ] Fetched 3412 unique symbols from directory listing.
[2026-02-11T20:15:04.628105] [INFO ] [sig       ] Skipping 3412 symbols with existing configuration
[2026-02-11T20:15:04.628264] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2026-02-11T20:15:04.630010] [INFO ] [sig       ] Generating forecasts for all active symbols
[2026-02-11T20:15:04.630072] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2026-02-11T20:15:04.746682] [DEBUG] [REMOTE    ] Fetched 3412 unique symbols from directory listing.
[2026-02-11T20:15:04.750692] [INFO ] [sig       ] Found 3412 active symbols to forecast
[2026-02-11T20:15:04.753535] [INFO ] [sig       ] [1/3412] Forecasting A...
[2026-02-11T20:15:04.753615] [INFO ] [sig       ] Generating forecast for: A
[2026-02-11T20:15:04.753655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2026-02-11T20:15:04.772486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2026-02-11T20:15:04.772945] [INFO ] [FORECASTER] Starting predict_future for A
[2026-02-11T20:15:04.773958] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2026-02-11T20:15:04.774012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:04.774045] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:04.774074] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:04.774137] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:04.833775] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:04.834808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:04.834917] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:04.834954] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:04.964646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:04.964804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:04.964847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:04.964894] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:04.969518] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=49.09%)
[2026-02-11T20:15:04.969859] [INFO ] [FORECASTER] Completed predict_future for A
[2026-02-11T20:15:04.970013] [INFO ] [sig       ] A: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:05.117046] [INFO ] [LOCAL     ] Saved forecast: A	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/A.txt
[2026-02-11T20:15:05.117196] [INFO ] [sig       ] [1/3412] Completed A in 0.4s | 2.75 sym/s | Total: 0.4s | ETA: 20.7m
[2026-02-11T20:15:05.117238] [INFO ] [sig       ] [2/3412] Forecasting AAL...
[2026-02-11T20:15:05.117271] [INFO ] [sig       ] Generating forecast for: AAL
[2026-02-11T20:15:05.117303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2026-02-11T20:15:05.129749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2026-02-11T20:15:05.130069] [INFO ] [FORECASTER] Starting predict_future for AAL
[2026-02-11T20:15:05.130938] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2026-02-11T20:15:05.130991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:05.131027] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:05.131061] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:05.131133] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:05.192052] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:05.192998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:05.193114] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:05.193163] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:05.318290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:05.318448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:05.318490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:05.318520] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:05.322162] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: UP (p=60.11%)
[2026-02-11T20:15:05.322469] [INFO ] [FORECASTER] Completed predict_future for AAL
[2026-02-11T20:15:05.322633] [INFO ] [sig       ] AAL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:05.466921] [INFO ] [LOCAL     ] Saved forecast: AAL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AAL.txt
[2026-02-11T20:15:05.467090] [INFO ] [sig       ] [2/3412] Completed AAL in 0.3s | 2.80 sym/s | Total: 0.7s | ETA: 20.3m
[2026-02-11T20:15:05.467132] [INFO ] [sig       ] [3/3412] Forecasting AAOI...
[2026-02-11T20:15:05.467162] [INFO ] [sig       ] Generating forecast for: AAOI
[2026-02-11T20:15:05.467192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2026-02-11T20:15:05.480288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2026-02-11T20:15:05.480732] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2026-02-11T20:15:05.481683] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2026-02-11T20:15:05.481738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:05.481770] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:05.481797] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:05.481854] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:05.543200] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:05.544119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:05.544261] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:05.544310] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:05.687306] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:05.687586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:05.687647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:05.687687] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:05.693012] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2026-02-11T20:15:05.693380] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2026-02-11T20:15:05.693555] [INFO ] [sig       ] AAOI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:05.838942] [INFO ] [LOCAL     ] Saved forecast: AAOI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AAOI.txt
[2026-02-11T20:15:05.839123] [INFO ] [sig       ] [3/3412] Completed AAOI in 0.4s | 2.76 sym/s | Total: 1.1s | ETA: 20.6m
[2026-02-11T20:15:05.839176] [INFO ] [sig       ] [4/3412] Forecasting AAON...
[2026-02-11T20:15:05.839215] [INFO ] [sig       ] Generating forecast for: AAON
[2026-02-11T20:15:05.839248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2026-02-11T20:15:05.851344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2026-02-11T20:15:05.851652] [INFO ] [FORECASTER] Starting predict_future for AAON
[2026-02-11T20:15:05.852494] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2026-02-11T20:15:05.852548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:05.852601] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:05.852632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:05.852692] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:05.913350] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:05.914069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:05.914154] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:05.914188] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:06.037385] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:06.037589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:06.037637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:06.037671] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:06.041490] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2026-02-11T20:15:06.041820] [INFO ] [FORECASTER] Completed predict_future for AAON
[2026-02-11T20:15:06.041967] [INFO ] [sig       ] AAON: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:06.184608] [INFO ] [LOCAL     ] Saved forecast: AAON	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AAON.txt
[2026-02-11T20:15:06.184754] [INFO ] [sig       ] [4/3412] Completed AAON in 0.3s | 2.79 sym/s | Total: 1.4s | ETA: 20.3m
[2026-02-11T20:15:06.184795] [INFO ] [sig       ] [5/3412] Forecasting AAP...
[2026-02-11T20:15:06.184826] [INFO ] [sig       ] Generating forecast for: AAP
[2026-02-11T20:15:06.184857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2026-02-11T20:15:06.196885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2026-02-11T20:15:06.197217] [INFO ] [FORECASTER] Starting predict_future for AAP
[2026-02-11T20:15:06.198109] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2026-02-11T20:15:06.198161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:06.198192] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:06.198218] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:06.198283] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:06.256200] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:06.257005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:06.257091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:06.257124] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:06.377802] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:06.377960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:06.378001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:06.378030] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:06.381537] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=49.51%)
[2026-02-11T20:15:06.381843] [INFO ] [FORECASTER] Completed predict_future for AAP
[2026-02-11T20:15:06.381984] [INFO ] [sig       ] AAP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:06.521368] [INFO ] [LOCAL     ] Saved forecast: AAP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AAP.txt
[2026-02-11T20:15:06.521530] [INFO ] [sig       ] [5/3412] Completed AAP in 0.3s | 2.83 sym/s | Total: 1.8s | ETA: 20.1m
[2026-02-11T20:15:06.521588] [INFO ] [sig       ] [6/3412] Forecasting AAPB...
[2026-02-11T20:15:06.521623] [INFO ] [sig       ] Generating forecast for: AAPB
[2026-02-11T20:15:06.521653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2026-02-11T20:15:06.535195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2026-02-11T20:15:06.535493] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2026-02-11T20:15:06.536319] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2026-02-11T20:15:06.536371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:06.536403] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:06.536430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:06.536488] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:06.594819] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:06.595664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:06.595749] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:06.595781] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:06.715680] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:06.715838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:06.715882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:06.715913] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:06.719604] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: UP (p=77.90%)
[2026-02-11T20:15:06.719897] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2026-02-11T20:15:06.720055] [INFO ] [sig       ] AAPB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:06.864636] [INFO ] [LOCAL     ] Saved forecast: AAPB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AAPB.txt
[2026-02-11T20:15:06.864822] [INFO ] [sig       ] [6/3412] Completed AAPB in 0.3s | 2.84 sym/s | Total: 2.1s | ETA: 20.0m
[2026-02-11T20:15:06.864866] [INFO ] [sig       ] [7/3412] Forecasting AAPD...
[2026-02-11T20:15:06.864896] [INFO ] [sig       ] Generating forecast for: AAPD
[2026-02-11T20:15:06.864927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2026-02-11T20:15:06.878589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2026-02-11T20:15:06.878920] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2026-02-11T20:15:06.879977] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2026-02-11T20:15:06.880042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:06.880076] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:06.880105] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:06.880174] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:06.942236] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:06.943312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:06.943407] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:06.943444] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:07.070088] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:07.070247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:07.070290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:07.070320] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:07.074066] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: DOWN (p=12.74%)
[2026-02-11T20:15:07.074390] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2026-02-11T20:15:07.074534] [INFO ] [sig       ] AAPD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:07.220868] [INFO ] [LOCAL     ] Saved forecast: AAPD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AAPD.txt
[2026-02-11T20:15:07.221028] [INFO ] [sig       ] [7/3412] Completed AAPD in 0.4s | 2.84 sym/s | Total: 2.5s | ETA: 20.0m
[2026-02-11T20:15:07.221071] [INFO ] [sig       ] [8/3412] Forecasting AAPL...
[2026-02-11T20:15:07.221104] [INFO ] [sig       ] Generating forecast for: AAPL
[2026-02-11T20:15:07.221138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2026-02-11T20:15:07.234317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2026-02-11T20:15:07.234765] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2026-02-11T20:15:07.235661] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2026-02-11T20:15:07.235716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:07.235749] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:07.235778] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:07.235837] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:07.299017] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:07.299971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:07.300063] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:07.300097] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:07.429492] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:07.429668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:07.429713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:07.429745] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:07.433444] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: DOWN (p=14.18%)
[2026-02-11T20:15:07.433761] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2026-02-11T20:15:07.433901] [INFO ] [sig       ] AAPL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:07.579368] [INFO ] [LOCAL     ] Saved forecast: AAPL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AAPL.txt
[2026-02-11T20:15:07.579513] [INFO ] [sig       ] [8/3412] Completed AAPL in 0.4s | 2.83 sym/s | Total: 2.8s | ETA: 20.0m
[2026-02-11T20:15:07.579552] [INFO ] [sig       ] [9/3412] Forecasting AAXJ...
[2026-02-11T20:15:07.579605] [INFO ] [sig       ] Generating forecast for: AAXJ
[2026-02-11T20:15:07.579639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2026-02-11T20:15:07.591487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2026-02-11T20:15:07.591827] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2026-02-11T20:15:07.592726] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2026-02-11T20:15:07.592781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:07.592814] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:07.592840] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:07.592898] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:07.653460] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:07.654239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:07.654324] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:07.654356] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:07.782692] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:07.782850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:07.782893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:07.782923] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:07.786677] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: DOWN (p=24.64%)
[2026-02-11T20:15:07.787001] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2026-02-11T20:15:07.787151] [INFO ] [sig       ] AAXJ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:07.932452] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AAXJ.txt
[2026-02-11T20:15:07.932625] [INFO ] [sig       ] [9/3412] Completed AAXJ in 0.4s | 2.83 sym/s | Total: 3.2s | ETA: 20.0m
[2026-02-11T20:15:07.932685] [INFO ] [sig       ] [10/3412] Forecasting AB...
[2026-02-11T20:15:07.932731] [INFO ] [sig       ] Generating forecast for: AB
[2026-02-11T20:15:07.932765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2026-02-11T20:15:07.945305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2026-02-11T20:15:07.945672] [INFO ] [FORECASTER] Starting predict_future for AB
[2026-02-11T20:15:07.946511] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2026-02-11T20:15:07.946564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:07.946647] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:07.946676] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:07.946735] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:08.009747] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:08.010728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:08.010824] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:08.010860] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:08.141962] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:08.142124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:08.142167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:08.142198] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:08.146114] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=44.70%)
[2026-02-11T20:15:08.146456] [INFO ] [FORECASTER] Completed predict_future for AB
[2026-02-11T20:15:08.146637] [INFO ] [sig       ] AB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:08.296734] [INFO ] [LOCAL     ] Saved forecast: AB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AB.txt
[2026-02-11T20:15:08.296897] [INFO ] [sig       ] [10/3412] Completed AB in 0.4s | 2.82 sym/s | Total: 3.5s | ETA: 20.1m
[2026-02-11T20:15:08.296942] [INFO ] [sig       ] [11/3412] Forecasting ABCB...
[2026-02-11T20:15:08.296973] [INFO ] [sig       ] Generating forecast for: ABCB
[2026-02-11T20:15:08.297004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2026-02-11T20:15:08.309952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2026-02-11T20:15:08.310385] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2026-02-11T20:15:08.311280] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2026-02-11T20:15:08.311336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:08.311369] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:08.311397] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:08.311456] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:08.374745] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:08.375962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:08.376065] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:08.376100] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:08.505011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:08.505180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:08.505232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:08.505266] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:08.508887] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2026-02-11T20:15:08.509228] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2026-02-11T20:15:08.509377] [INFO ] [sig       ] ABCB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:08.650427] [INFO ] [LOCAL     ] Saved forecast: ABCB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ABCB.txt
[2026-02-11T20:15:08.650600] [INFO ] [sig       ] [11/3412] Completed ABCB in 0.4s | 2.82 sym/s | Total: 3.9s | ETA: 20.1m
[2026-02-11T20:15:08.650645] [INFO ] [sig       ] [12/3412] Forecasting ABCL...
[2026-02-11T20:15:08.650675] [INFO ] [sig       ] Generating forecast for: ABCL
[2026-02-11T20:15:08.650705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2026-02-11T20:15:08.663164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2026-02-11T20:15:08.663596] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2026-02-11T20:15:08.664504] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2026-02-11T20:15:08.664559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:08.664615] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:08.664644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:08.664702] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:08.730028] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:08.731008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:08.731101] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:08.731134] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:08.860784] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:08.860947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:08.860991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:08.861021] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:08.864860] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: DOWN (p=29.43%)
[2026-02-11T20:15:08.865198] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2026-02-11T20:15:08.865345] [INFO ] [sig       ] ABCL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:09.012812] [INFO ] [LOCAL     ] Saved forecast: ABCL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ABCL.txt
[2026-02-11T20:15:09.012976] [INFO ] [sig       ] [12/3412] Completed ABCL in 0.4s | 2.82 sym/s | Total: 4.3s | ETA: 20.1m
[2026-02-11T20:15:09.013018] [INFO ] [sig       ] [13/3412] Forecasting ABEO...
[2026-02-11T20:15:09.013047] [INFO ] [sig       ] Generating forecast for: ABEO
[2026-02-11T20:15:09.013078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2026-02-11T20:15:09.024746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2026-02-11T20:15:09.025155] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2026-02-11T20:15:09.026162] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2026-02-11T20:15:09.026216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:09.026248] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:09.026274] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:09.026518] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:09.088626] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:09.089530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:09.089656] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:09.089691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:09.211391] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:09.211559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:09.211623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:09.211690] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:09.215463] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2026-02-11T20:15:09.215830] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2026-02-11T20:15:09.216005] [INFO ] [sig       ] ABEO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:09.363310] [INFO ] [LOCAL     ] Saved forecast: ABEO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ABEO.txt
[2026-02-11T20:15:09.363481] [INFO ] [sig       ] [13/3412] Completed ABEO in 0.4s | 2.82 sym/s | Total: 4.6s | ETA: 20.1m
[2026-02-11T20:15:09.363525] [INFO ] [sig       ] [14/3412] Forecasting ABG...
[2026-02-11T20:15:09.363556] [INFO ] [sig       ] Generating forecast for: ABG
[2026-02-11T20:15:09.363610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2026-02-11T20:15:09.375564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2026-02-11T20:15:09.376007] [INFO ] [FORECASTER] Starting predict_future for ABG
[2026-02-11T20:15:09.376885] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2026-02-11T20:15:09.376940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:09.376972] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:09.376999] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:09.377056] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:09.436311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:09.437271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:09.437368] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:09.437401] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:09.562816] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:09.563030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:09.563074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:09.563105] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:09.566661] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=24.15%)
[2026-02-11T20:15:09.566947] [INFO ] [FORECASTER] Completed predict_future for ABG
[2026-02-11T20:15:09.567086] [INFO ] [sig       ] ABG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:09.707954] [INFO ] [LOCAL     ] Saved forecast: ABG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ABG.txt
[2026-02-11T20:15:09.708076] [INFO ] [sig       ] [14/3412] Completed ABG in 0.3s | 2.83 sym/s | Total: 5.0s | ETA: 20.0m
[2026-02-11T20:15:09.708114] [INFO ] [sig       ] [15/3412] Forecasting ABM...
[2026-02-11T20:15:09.708142] [INFO ] [sig       ] Generating forecast for: ABM
[2026-02-11T20:15:09.708170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2026-02-11T20:15:09.726152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2026-02-11T20:15:09.726726] [INFO ] [FORECASTER] Starting predict_future for ABM
[2026-02-11T20:15:09.728192] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2026-02-11T20:15:09.728267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:09.728318] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:09.728357] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:09.728441] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:09.808538] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:09.809721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:09.809828] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:09.809864] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:09.936923] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:09.937089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:09.937131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:09.937164] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:09.941166] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=77.21%)
[2026-02-11T20:15:09.941727] [INFO ] [FORECASTER] Completed predict_future for ABM
[2026-02-11T20:15:09.941887] [INFO ] [sig       ] ABM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:10.089505] [INFO ] [LOCAL     ] Saved forecast: ABM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ABM.txt
[2026-02-11T20:15:10.089683] [INFO ] [sig       ] [15/3412] Completed ABM in 0.4s | 2.81 sym/s | Total: 5.3s | ETA: 20.1m
[2026-02-11T20:15:10.089727] [INFO ] [sig       ] [16/3412] Forecasting ABNB...
[2026-02-11T20:15:10.089758] [INFO ] [sig       ] Generating forecast for: ABNB
[2026-02-11T20:15:10.089789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2026-02-11T20:15:10.102201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2026-02-11T20:15:10.102633] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2026-02-11T20:15:10.103487] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2026-02-11T20:15:10.103541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:10.103589] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:10.103620] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:10.103677] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:10.162184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:10.163190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:10.163283] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:10.163316] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:10.287044] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:10.287219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:10.287262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:10.287290] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:10.290957] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2026-02-11T20:15:10.291264] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2026-02-11T20:15:10.291404] [INFO ] [sig       ] ABNB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:10.438687] [INFO ] [LOCAL     ] Saved forecast: ABNB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ABNB.txt
[2026-02-11T20:15:10.438856] [INFO ] [sig       ] [16/3412] Completed ABNB in 0.3s | 2.81 sym/s | Total: 5.7s | ETA: 20.1m
[2026-02-11T20:15:10.438899] [INFO ] [sig       ] [17/3412] Forecasting ABOS...
[2026-02-11T20:15:10.438928] [INFO ] [sig       ] Generating forecast for: ABOS
[2026-02-11T20:15:10.438958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2026-02-11T20:15:10.450415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2026-02-11T20:15:10.450785] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2026-02-11T20:15:10.451635] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2026-02-11T20:15:10.451688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:10.451719] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:10.451745] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:10.451802] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:10.509894] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:10.510844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:10.510934] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:10.510967] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:10.635078] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:10.635247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:10.635296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:10.635333] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:10.638911] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=15.86%)
[2026-02-11T20:15:10.639404] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2026-02-11T20:15:10.639545] [INFO ] [sig       ] ABOS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:10.792415] [INFO ] [LOCAL     ] Saved forecast: ABOS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ABOS.txt
[2026-02-11T20:15:10.792628] [INFO ] [sig       ] [17/3412] Completed ABOS in 0.4s | 2.81 sym/s | Total: 6.0s | ETA: 20.1m
[2026-02-11T20:15:10.792679] [INFO ] [sig       ] [18/3412] Forecasting ABSI...
[2026-02-11T20:15:10.792712] [INFO ] [sig       ] Generating forecast for: ABSI
[2026-02-11T20:15:10.792744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2026-02-11T20:15:10.806860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2026-02-11T20:15:10.807349] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2026-02-11T20:15:10.808672] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2026-02-11T20:15:10.808747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:10.808809] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:10.808853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:10.808918] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:10.890759] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:10.891727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:10.891823] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:10.891872] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:11.026037] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:11.026200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:11.026243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:11.026271] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:11.030206] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: UP (p=85.79%)
[2026-02-11T20:15:11.030509] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2026-02-11T20:15:11.030670] [INFO ] [sig       ] ABSI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:11.177631] [INFO ] [LOCAL     ] Saved forecast: ABSI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ABSI.txt
[2026-02-11T20:15:11.177809] [INFO ] [sig       ] [18/3412] Completed ABSI in 0.4s | 2.80 sym/s | Total: 6.4s | ETA: 20.2m
[2026-02-11T20:15:11.177855] [INFO ] [sig       ] [19/3412] Forecasting ABUS...
[2026-02-11T20:15:11.177885] [INFO ] [sig       ] Generating forecast for: ABUS
[2026-02-11T20:15:11.177916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2026-02-11T20:15:11.189609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2026-02-11T20:15:11.190016] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2026-02-11T20:15:11.190993] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2026-02-11T20:15:11.191047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:11.191080] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:11.191108] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:11.191166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:11.249776] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:11.250736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:11.250826] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:11.250858] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:11.367957] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:11.368128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:11.368169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:11.368199] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:11.372105] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=9.66%)
[2026-02-11T20:15:11.372407] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2026-02-11T20:15:11.372550] [INFO ] [sig       ] ABUS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:11.523050] [INFO ] [LOCAL     ] Saved forecast: ABUS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ABUS.txt
[2026-02-11T20:15:11.523213] [INFO ] [sig       ] [19/3412] Completed ABUS in 0.3s | 2.81 sym/s | Total: 6.8s | ETA: 20.1m
[2026-02-11T20:15:11.523253] [INFO ] [sig       ] [20/3412] Forecasting ABVC...
[2026-02-11T20:15:11.523285] [INFO ] [sig       ] Generating forecast for: ABVC
[2026-02-11T20:15:11.523314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2026-02-11T20:15:11.537170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2026-02-11T20:15:11.537627] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2026-02-11T20:15:11.538479] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2026-02-11T20:15:11.538534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:11.538567] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:11.538618] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:11.538677] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:11.600034] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:11.600947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:11.601075] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:11.601109] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:11.723216] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:11.723389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:11.723431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:11.723461] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:11.727086] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: DOWN (p=26.00%)
[2026-02-11T20:15:11.727641] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2026-02-11T20:15:11.727794] [INFO ] [sig       ] ABVC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:11.873011] [INFO ] [LOCAL     ] Saved forecast: ABVC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ABVC.txt
[2026-02-11T20:15:11.873181] [INFO ] [sig       ] [20/3412] Completed ABVC in 0.3s | 2.81 sym/s | Total: 7.1s | ETA: 20.1m
[2026-02-11T20:15:11.873222] [INFO ] [sig       ] [21/3412] Forecasting ABVE...
[2026-02-11T20:15:11.873251] [INFO ] [sig       ] Generating forecast for: ABVE
[2026-02-11T20:15:11.873281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2026-02-11T20:15:11.884763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2026-02-11T20:15:11.885186] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2026-02-11T20:15:11.886100] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2026-02-11T20:15:11.886155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:11.886188] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:11.886219] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:11.886278] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:11.945900] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:11.946842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:11.946930] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:11.946963] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:12.064615] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:12.064769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:12.064810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:12.064841] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:12.068351] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: UP (p=84.96%)
[2026-02-11T20:15:12.068664] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2026-02-11T20:15:12.068800] [INFO ] [sig       ] ABVE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:12.209831] [INFO ] [LOCAL     ] Saved forecast: ABVE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ABVE.txt
[2026-02-11T20:15:12.209976] [INFO ] [sig       ] [21/3412] Completed ABVE in 0.3s | 2.82 sym/s | Total: 7.5s | ETA: 20.1m
[2026-02-11T20:15:12.210022] [INFO ] [sig       ] [22/3412] Forecasting ABVX...
[2026-02-11T20:15:12.210053] [INFO ] [sig       ] Generating forecast for: ABVX
[2026-02-11T20:15:12.210083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2026-02-11T20:15:12.223012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2026-02-11T20:15:12.223377] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2026-02-11T20:15:12.224339] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2026-02-11T20:15:12.224406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:12.224444] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:12.224475] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:12.224538] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:12.285337] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:12.286487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:12.286598] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:12.286635] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:12.405895] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:12.406057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:12.406098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:12.406129] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:12.409911] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=58.08%)
[2026-02-11T20:15:12.410226] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2026-02-11T20:15:12.410368] [INFO ] [sig       ] ABVX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:12.551549] [INFO ] [LOCAL     ] Saved forecast: ABVX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ABVX.txt
[2026-02-11T20:15:12.551709] [INFO ] [sig       ] [22/3412] Completed ABVX in 0.3s | 2.82 sym/s | Total: 7.8s | ETA: 20.0m
[2026-02-11T20:15:12.551750] [INFO ] [sig       ] [23/3412] Forecasting ACA...
[2026-02-11T20:15:12.551779] [INFO ] [sig       ] Generating forecast for: ACA
[2026-02-11T20:15:12.551809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2026-02-11T20:15:12.563414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2026-02-11T20:15:12.563778] [INFO ] [FORECASTER] Starting predict_future for ACA
[2026-02-11T20:15:12.564652] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2026-02-11T20:15:12.564705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:12.564738] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:12.564765] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:12.564822] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:12.625980] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:12.626856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:12.626952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:12.626987] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:12.756657] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:12.756839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:12.756884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:12.756914] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:12.760565] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2026-02-11T20:15:12.760886] [INFO ] [FORECASTER] Completed predict_future for ACA
[2026-02-11T20:15:12.761044] [INFO ] [sig       ] ACA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:12.913142] [INFO ] [LOCAL     ] Saved forecast: ACA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ACA.txt
[2026-02-11T20:15:12.913326] [INFO ] [sig       ] [23/3412] Completed ACA in 0.4s | 2.82 sym/s | Total: 8.2s | ETA: 20.0m
[2026-02-11T20:15:12.913369] [INFO ] [sig       ] [24/3412] Forecasting ACAD...
[2026-02-11T20:15:12.913398] [INFO ] [sig       ] Generating forecast for: ACAD
[2026-02-11T20:15:12.913429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2026-02-11T20:15:12.925387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2026-02-11T20:15:12.925725] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2026-02-11T20:15:12.926568] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2026-02-11T20:15:12.926807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:12.926839] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:12.926866] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:12.926924] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:12.988339] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:12.989569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:12.989689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:12.989724] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:13.115793] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:13.115954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:13.115996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:13.116025] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:13.119845] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2026-02-11T20:15:13.120145] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2026-02-11T20:15:13.120287] [INFO ] [sig       ] ACAD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:13.262601] [INFO ] [LOCAL     ] Saved forecast: ACAD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ACAD.txt
[2026-02-11T20:15:13.262773] [INFO ] [sig       ] [24/3412] Completed ACAD in 0.3s | 2.82 sym/s | Total: 8.5s | ETA: 20.0m
[2026-02-11T20:15:13.262815] [INFO ] [sig       ] [25/3412] Forecasting ACB...
[2026-02-11T20:15:13.262846] [INFO ] [sig       ] Generating forecast for: ACB
[2026-02-11T20:15:13.262877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2026-02-11T20:15:13.275168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2026-02-11T20:15:13.275661] [INFO ] [FORECASTER] Starting predict_future for ACB
[2026-02-11T20:15:13.276719] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2026-02-11T20:15:13.276775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:13.276809] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:13.276837] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:13.276896] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:13.338672] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:13.339624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:13.339711] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:13.339744] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:13.465282] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:13.465450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:13.465493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:13.465538] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:13.469468] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2026-02-11T20:15:13.469801] [INFO ] [FORECASTER] Completed predict_future for ACB
[2026-02-11T20:15:13.469947] [INFO ] [sig       ] ACB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:13.617992] [INFO ] [LOCAL     ] Saved forecast: ACB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ACB.txt
[2026-02-11T20:15:13.618155] [INFO ] [sig       ] [25/3412] Completed ACB in 0.4s | 2.82 sym/s | Total: 8.9s | ETA: 20.0m
[2026-02-11T20:15:13.618196] [INFO ] [sig       ] [26/3412] Forecasting ACCO...
[2026-02-11T20:15:13.618233] [INFO ] [sig       ] Generating forecast for: ACCO
[2026-02-11T20:15:13.618271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2026-02-11T20:15:13.630104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2026-02-11T20:15:13.630492] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2026-02-11T20:15:13.631808] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2026-02-11T20:15:13.631861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:13.631895] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:13.631923] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:13.631982] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:13.695306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:13.696190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:13.696292] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:13.696333] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:13.821636] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:13.821793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:13.821833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:13.821862] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:13.825304] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2026-02-11T20:15:13.825602] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2026-02-11T20:15:13.825734] [INFO ] [sig       ] ACCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:13.966885] [INFO ] [LOCAL     ] Saved forecast: ACCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ACCO.txt
[2026-02-11T20:15:13.967042] [INFO ] [sig       ] [26/3412] Completed ACCO in 0.3s | 2.82 sym/s | Total: 9.2s | ETA: 20.0m
[2026-02-11T20:15:13.967082] [INFO ] [sig       ] [27/3412] Forecasting ACDC...
[2026-02-11T20:15:13.967114] [INFO ] [sig       ] Generating forecast for: ACDC
[2026-02-11T20:15:13.967144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2026-02-11T20:15:13.982484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2026-02-11T20:15:13.982875] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2026-02-11T20:15:13.983807] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2026-02-11T20:15:13.983861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:13.983928] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:13.983969] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:13.984054] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:14.043697] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:14.044637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:14.044744] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:14.044778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:14.158099] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:14.158258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:14.158306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:14.158341] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:14.161845] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: DOWN (p=23.52%)
[2026-02-11T20:15:14.162127] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2026-02-11T20:15:14.162263] [INFO ] [sig       ] ACDC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:14.307729] [INFO ] [LOCAL     ] Saved forecast: ACDC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ACDC.txt
[2026-02-11T20:15:14.307930] [INFO ] [sig       ] [27/3412] Completed ACDC in 0.3s | 2.83 sym/s | Total: 9.6s | ETA: 20.0m
[2026-02-11T20:15:14.307981] [INFO ] [sig       ] [28/3412] Forecasting ACEL...
[2026-02-11T20:15:14.308014] [INFO ] [sig       ] Generating forecast for: ACEL
[2026-02-11T20:15:14.308045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2026-02-11T20:15:14.324168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2026-02-11T20:15:14.324599] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2026-02-11T20:15:14.325446] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2026-02-11T20:15:14.325501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:14.325533] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:14.325560] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:14.325646] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:14.392372] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:14.393455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:14.393601] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:14.393643] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:14.525161] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:14.525332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:14.525375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:14.525404] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:14.529988] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=59.10%)
[2026-02-11T20:15:14.530332] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2026-02-11T20:15:14.530686] [INFO ] [sig       ] ACEL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:14.686522] [INFO ] [LOCAL     ] Saved forecast: ACEL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ACEL.txt
[2026-02-11T20:15:14.686707] [INFO ] [sig       ] [28/3412] Completed ACEL in 0.4s | 2.82 sym/s | Total: 9.9s | ETA: 20.0m
[2026-02-11T20:15:14.686750] [INFO ] [sig       ] [29/3412] Forecasting ACGL...
[2026-02-11T20:15:14.686780] [INFO ] [sig       ] Generating forecast for: ACGL
[2026-02-11T20:15:14.686810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2026-02-11T20:15:14.698774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2026-02-11T20:15:14.699197] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2026-02-11T20:15:14.700084] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2026-02-11T20:15:14.700140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:14.700173] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:14.700211] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:14.700271] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:14.758405] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:14.759327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:14.759419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:14.759452] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:14.883858] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:14.884020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:14.884061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:14.884090] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:14.887662] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: UP (p=76.29%)
[2026-02-11T20:15:14.887978] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2026-02-11T20:15:14.888134] [INFO ] [sig       ] ACGL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:15.041639] [INFO ] [LOCAL     ] Saved forecast: ACGL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ACGL.txt
[2026-02-11T20:15:15.041808] [INFO ] [sig       ] [29/3412] Completed ACGL in 0.4s | 2.82 sym/s | Total: 10.3s | ETA: 20.0m
[2026-02-11T20:15:15.041851] [INFO ] [sig       ] [30/3412] Forecasting ACGLN...
[2026-02-11T20:15:15.041880] [INFO ] [sig       ] Generating forecast for: ACGLN
[2026-02-11T20:15:15.041911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2026-02-11T20:15:15.055879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2026-02-11T20:15:15.056309] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2026-02-11T20:15:15.057235] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2026-02-11T20:15:15.057297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:15.057336] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:15.057368] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:15.057463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:15.121423] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:15.122599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:15.122693] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:15.122726] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:15.247329] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:15.247518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:15.247561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:15.247730] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:15.252608] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=16.38%)
[2026-02-11T20:15:15.253068] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2026-02-11T20:15:15.253244] [INFO ] [sig       ] ACGLN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:15.395776] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ACGLN.txt
[2026-02-11T20:15:15.395920] [INFO ] [sig       ] [30/3412] Completed ACGLN in 0.4s | 2.82 sym/s | Total: 10.6s | ETA: 20.0m
[2026-02-11T20:15:15.395960] [INFO ] [sig       ] [31/3412] Forecasting ACGLO...
[2026-02-11T20:15:15.395988] [INFO ] [sig       ] Generating forecast for: ACGLO
[2026-02-11T20:15:15.396018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2026-02-11T20:15:15.407092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2026-02-11T20:15:15.407426] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2026-02-11T20:15:15.408345] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2026-02-11T20:15:15.408412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:15.408453] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:15.408487] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:15.408550] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:15.470180] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:15.471068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:15.471158] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:15.471191] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:15.594068] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:15.594223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:15.594267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:15.594297] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:15.597967] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: UP (p=68.10%)
[2026-02-11T20:15:15.598255] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2026-02-11T20:15:15.598393] [INFO ] [sig       ] ACGLO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:15.743066] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ACGLO.txt
[2026-02-11T20:15:15.743232] [INFO ] [sig       ] [31/3412] Completed ACGLO in 0.3s | 2.82 sym/s | Total: 11.0s | ETA: 20.0m
[2026-02-11T20:15:15.743279] [INFO ] [sig       ] [32/3412] Forecasting ACHC...
[2026-02-11T20:15:15.743310] [INFO ] [sig       ] Generating forecast for: ACHC
[2026-02-11T20:15:15.743340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2026-02-11T20:15:15.755793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2026-02-11T20:15:15.756103] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2026-02-11T20:15:15.756954] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2026-02-11T20:15:15.757008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:15.757040] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:15.757068] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:15.757126] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:15.816285] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:15.816962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:15.817071] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:15.817108] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:15.944865] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:15.945005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:15.945045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:15.945074] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:15.948537] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: UP (p=75.37%)
[2026-02-11T20:15:15.949033] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2026-02-11T20:15:15.949166] [INFO ] [sig       ] ACHC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:16.093510] [INFO ] [LOCAL     ] Saved forecast: ACHC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ACHC.txt
[2026-02-11T20:15:16.093650] [INFO ] [sig       ] [32/3412] Completed ACHC in 0.4s | 2.82 sym/s | Total: 11.3s | ETA: 20.0m
[2026-02-11T20:15:16.093694] [INFO ] [sig       ] [33/3412] Forecasting ACI...
[2026-02-11T20:15:16.093729] [INFO ] [sig       ] Generating forecast for: ACI
[2026-02-11T20:15:16.093761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2026-02-11T20:15:16.106327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2026-02-11T20:15:16.106710] [INFO ] [FORECASTER] Starting predict_future for ACI
[2026-02-11T20:15:16.107632] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2026-02-11T20:15:16.107687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:16.107719] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:16.107746] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:16.107803] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:16.168847] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:16.169888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:16.169975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:16.170009] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:16.298798] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:16.298946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:16.298987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:16.299015] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:16.303184] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=10.42%)
[2026-02-11T20:15:16.303511] [INFO ] [FORECASTER] Completed predict_future for ACI
[2026-02-11T20:15:16.303672] [INFO ] [sig       ] ACI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:16.449208] [INFO ] [LOCAL     ] Saved forecast: ACI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ACI.txt
[2026-02-11T20:15:16.449360] [INFO ] [sig       ] [33/3412] Completed ACI in 0.4s | 2.82 sym/s | Total: 11.7s | ETA: 20.0m
[2026-02-11T20:15:16.449408] [INFO ] [sig       ] [34/3412] Forecasting ACIC...
[2026-02-11T20:15:16.449442] [INFO ] [sig       ] Generating forecast for: ACIC
[2026-02-11T20:15:16.449474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2026-02-11T20:15:16.462242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2026-02-11T20:15:16.462608] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2026-02-11T20:15:16.463457] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2026-02-11T20:15:16.463508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:16.463540] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:16.463565] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:16.463644] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:16.523657] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:16.524308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:16.524392] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:16.524425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:16.646217] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:16.646384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:16.646426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:16.646456] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:16.650818] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=39.61%)
[2026-02-11T20:15:16.651112] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2026-02-11T20:15:16.651251] [INFO ] [sig       ] ACIC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:16.794678] [INFO ] [LOCAL     ] Saved forecast: ACIC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ACIC.txt
[2026-02-11T20:15:16.794825] [INFO ] [sig       ] [34/3412] Completed ACIC in 0.3s | 2.82 sym/s | Total: 12.0s | ETA: 19.9m
[2026-02-11T20:15:16.794866] [INFO ] [sig       ] [35/3412] Forecasting ACLS...
[2026-02-11T20:15:16.794895] [INFO ] [sig       ] Generating forecast for: ACLS
[2026-02-11T20:15:16.794925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2026-02-11T20:15:16.807612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2026-02-11T20:15:16.807933] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2026-02-11T20:15:16.808794] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2026-02-11T20:15:16.808847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:16.808878] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:16.808905] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:16.808962] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:16.866884] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:16.867680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:16.867765] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:16.867798] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:16.989064] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:16.989224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:16.989280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:16.989330] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:16.993292] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: DOWN (p=7.68%)
[2026-02-11T20:15:16.993592] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2026-02-11T20:15:16.993728] [INFO ] [sig       ] ACLS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:17.138369] [INFO ] [LOCAL     ] Saved forecast: ACLS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ACLS.txt
[2026-02-11T20:15:17.138530] [INFO ] [sig       ] [35/3412] Completed ACLS in 0.3s | 2.83 sym/s | Total: 12.4s | ETA: 19.9m
[2026-02-11T20:15:17.138607] [INFO ] [sig       ] [36/3412] Forecasting ACLX...
[2026-02-11T20:15:17.138642] [INFO ] [sig       ] Generating forecast for: ACLX
[2026-02-11T20:15:17.138673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2026-02-11T20:15:17.150973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2026-02-11T20:15:17.151331] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2026-02-11T20:15:17.152176] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2026-02-11T20:15:17.152229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:17.152260] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:17.152287] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:17.152346] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:17.209764] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:17.210692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:17.210785] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:17.210818] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:17.339185] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:17.339368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:17.339418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:17.339486] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:17.343792] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: UP (p=78.72%)
[2026-02-11T20:15:17.344148] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2026-02-11T20:15:17.344341] [INFO ] [sig       ] ACLX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:17.488327] [INFO ] [LOCAL     ] Saved forecast: ACLX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ACLX.txt
[2026-02-11T20:15:17.488473] [INFO ] [sig       ] [36/3412] Completed ACLX in 0.3s | 2.83 sym/s | Total: 12.7s | ETA: 19.9m
[2026-02-11T20:15:17.488522] [INFO ] [sig       ] [37/3412] Forecasting ACM...
[2026-02-11T20:15:17.488553] [INFO ] [sig       ] Generating forecast for: ACM
[2026-02-11T20:15:17.488607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2026-02-11T20:15:17.502130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2026-02-11T20:15:17.502460] [INFO ] [FORECASTER] Starting predict_future for ACM
[2026-02-11T20:15:17.503308] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2026-02-11T20:15:17.503362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:17.503395] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:17.503422] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:17.503480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:17.561375] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:17.562124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:17.562249] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:17.562282] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:17.680695] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:17.680850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:17.680893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:17.680921] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:17.684388] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=39.10%)
[2026-02-11T20:15:17.684890] [INFO ] [FORECASTER] Completed predict_future for ACM
[2026-02-11T20:15:17.685028] [INFO ] [sig       ] ACM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:17.826335] [INFO ] [LOCAL     ] Saved forecast: ACM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ACM.txt
[2026-02-11T20:15:17.826501] [INFO ] [sig       ] [37/3412] Completed ACM in 0.3s | 2.83 sym/s | Total: 13.1s | ETA: 19.9m
[2026-02-11T20:15:17.826541] [INFO ] [sig       ] [38/3412] Forecasting ACN...
[2026-02-11T20:15:17.826593] [INFO ] [sig       ] Generating forecast for: ACN
[2026-02-11T20:15:17.826628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2026-02-11T20:15:17.840169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2026-02-11T20:15:17.840603] [INFO ] [FORECASTER] Starting predict_future for ACN
[2026-02-11T20:15:17.841423] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2026-02-11T20:15:17.841476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:17.841508] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:17.841535] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:17.841612] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:17.901563] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:17.902540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:17.902657] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:17.902692] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:18.030921] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:18.031083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:18.031124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:18.031154] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:18.034633] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=79.28%)
[2026-02-11T20:15:18.034915] [INFO ] [FORECASTER] Completed predict_future for ACN
[2026-02-11T20:15:18.035048] [INFO ] [sig       ] ACN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:18.176977] [INFO ] [LOCAL     ] Saved forecast: ACN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ACN.txt
[2026-02-11T20:15:18.177141] [INFO ] [sig       ] [38/3412] Completed ACN in 0.4s | 2.83 sym/s | Total: 13.4s | ETA: 19.9m
[2026-02-11T20:15:18.177182] [INFO ] [sig       ] [39/3412] Forecasting ACNB...
[2026-02-11T20:15:18.177210] [INFO ] [sig       ] Generating forecast for: ACNB
[2026-02-11T20:15:18.177242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2026-02-11T20:15:18.190542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2026-02-11T20:15:18.191031] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2026-02-11T20:15:18.192401] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2026-02-11T20:15:18.192468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:18.192512] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:18.192550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:18.192663] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:18.262075] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:18.263071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:18.263163] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:18.263197] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:18.378817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:18.378983] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-11T20:15:18.379027] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:18.379055] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:18.382689] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=31.45%)
[2026-02-11T20:15:18.383000] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2026-02-11T20:15:18.383146] [INFO ] [sig       ] ACNB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:18.531552] [INFO ] [LOCAL     ] Saved forecast: ACNB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ACNB.txt
[2026-02-11T20:15:18.531741] [INFO ] [sig       ] [39/3412] Completed ACNB in 0.4s | 2.83 sym/s | Total: 13.8s | ETA: 19.9m
[2026-02-11T20:15:18.531782] [INFO ] [sig       ] [40/3412] Forecasting ACON...
[2026-02-11T20:15:18.531813] [INFO ] [sig       ] Generating forecast for: ACON
[2026-02-11T20:15:18.531843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2026-02-11T20:15:18.543968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2026-02-11T20:15:18.544346] [INFO ] [FORECASTER] Starting predict_future for ACON
[2026-02-11T20:15:18.545206] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2026-02-11T20:15:18.545258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:18.545291] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:18.545317] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:18.545384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:18.604532] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:18.605857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:18.605948] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:18.605981] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:18.722985] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:18.723144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:18.723186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:18.723215] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:18.726748] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2026-02-11T20:15:18.727051] [INFO ] [FORECASTER] Completed predict_future for ACON
[2026-02-11T20:15:18.727193] [INFO ] [sig       ] ACON: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:18.876203] [INFO ] [LOCAL     ] Saved forecast: ACON	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ACON.txt
[2026-02-11T20:15:18.876423] [INFO ] [sig       ] [40/3412] Completed ACON in 0.3s | 2.83 sym/s | Total: 14.1s | ETA: 19.8m
[2026-02-11T20:15:18.876476] [INFO ] [sig       ] [41/3412] Forecasting ACP...
[2026-02-11T20:15:18.876508] [INFO ] [sig       ] Generating forecast for: ACP
[2026-02-11T20:15:18.876539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2026-02-11T20:15:18.889154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2026-02-11T20:15:18.889511] [INFO ] [FORECASTER] Starting predict_future for ACP
[2026-02-11T20:15:18.890358] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2026-02-11T20:15:18.890412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:18.890443] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:18.890470] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:18.890526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:18.952535] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:18.953355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:18.953461] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:18.953496] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:19.077406] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:19.077608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:19.077653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:19.077683] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:19.081342] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: DOWN (p=17.10%)
[2026-02-11T20:15:19.081672] [INFO ] [FORECASTER] Completed predict_future for ACP
[2026-02-11T20:15:19.081816] [INFO ] [sig       ] ACP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:19.226859] [INFO ] [LOCAL     ] Saved forecast: ACP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ACP.txt
[2026-02-11T20:15:19.227031] [INFO ] [sig       ] [41/3412] Completed ACP in 0.4s | 2.83 sym/s | Total: 14.5s | ETA: 19.8m
[2026-02-11T20:15:19.227071] [INFO ] [sig       ] [42/3412] Forecasting ACRE...
[2026-02-11T20:15:19.227099] [INFO ] [sig       ] Generating forecast for: ACRE
[2026-02-11T20:15:19.227131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2026-02-11T20:15:19.238777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2026-02-11T20:15:19.239120] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2026-02-11T20:15:19.239964] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2026-02-11T20:15:19.240026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:19.240058] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:19.240084] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:19.240141] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:19.298946] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:19.299854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:19.299940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:19.299973] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:19.422598] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:19.422754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:19.422796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:19.422824] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:19.426642] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=18.44%)
[2026-02-11T20:15:19.426925] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2026-02-11T20:15:19.427254] [INFO ] [sig       ] ACRE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:19.571279] [INFO ] [LOCAL     ] Saved forecast: ACRE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ACRE.txt
[2026-02-11T20:15:19.571498] [INFO ] [sig       ] [42/3412] Completed ACRE in 0.3s | 2.83 sym/s | Total: 14.8s | ETA: 19.8m
[2026-02-11T20:15:19.571588] [INFO ] [sig       ] [43/3412] Forecasting ACRS...
[2026-02-11T20:15:19.571641] [INFO ] [sig       ] Generating forecast for: ACRS
[2026-02-11T20:15:19.571687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2026-02-11T20:15:19.584772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2026-02-11T20:15:19.585079] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2026-02-11T20:15:19.585974] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2026-02-11T20:15:19.586028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:19.586061] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:19.586090] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:19.586148] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:19.652365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:19.653208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:19.653296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:19.653330] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:19.784596] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:19.784758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:19.784800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:19.784828] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:19.788309] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2026-02-11T20:15:19.788611] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2026-02-11T20:15:19.788749] [INFO ] [sig       ] ACRS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:19.936435] [INFO ] [LOCAL     ] Saved forecast: ACRS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ACRS.txt
[2026-02-11T20:15:19.936615] [INFO ] [sig       ] [43/3412] Completed ACRS in 0.4s | 2.83 sym/s | Total: 15.2s | ETA: 19.8m
[2026-02-11T20:15:19.936657] [INFO ] [sig       ] [44/3412] Forecasting ACTG...
[2026-02-11T20:15:19.936688] [INFO ] [sig       ] Generating forecast for: ACTG
[2026-02-11T20:15:19.936717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2026-02-11T20:15:19.948392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2026-02-11T20:15:19.948753] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2026-02-11T20:15:19.949629] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2026-02-11T20:15:19.949681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:19.949926] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:19.949954] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:19.950011] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:20.011163] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:20.012132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:20.012227] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:20.012262] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:20.146336] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:20.146497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:20.146540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:20.146590] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:20.150587] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: UP (p=54.34%)
[2026-02-11T20:15:20.150902] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2026-02-11T20:15:20.151047] [INFO ] [sig       ] ACTG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:20.302372] [INFO ] [LOCAL     ] Saved forecast: ACTG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ACTG.txt
[2026-02-11T20:15:20.302549] [INFO ] [sig       ] [44/3412] Completed ACTG in 0.4s | 2.83 sym/s | Total: 15.5s | ETA: 19.8m
[2026-02-11T20:15:20.302620] [INFO ] [sig       ] [45/3412] Forecasting ACVA...
[2026-02-11T20:15:20.302655] [INFO ] [sig       ] Generating forecast for: ACVA
[2026-02-11T20:15:20.302687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2026-02-11T20:15:20.314508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2026-02-11T20:15:20.314837] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2026-02-11T20:15:20.315724] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2026-02-11T20:15:20.315779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:20.315822] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:20.315854] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:20.315914] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:20.377355] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:20.378384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:20.378483] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:20.378523] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:20.508137] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:20.508309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:20.508353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:20.508384] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:20.512422] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=60.58%)
[2026-02-11T20:15:20.512731] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2026-02-11T20:15:20.512883] [INFO ] [sig       ] ACVA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:20.661589] [INFO ] [LOCAL     ] Saved forecast: ACVA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ACVA.txt
[2026-02-11T20:15:20.661743] [INFO ] [sig       ] [45/3412] Completed ACVA in 0.4s | 2.83 sym/s | Total: 15.9s | ETA: 19.8m
[2026-02-11T20:15:20.661783] [INFO ] [sig       ] [46/3412] Forecasting ACWI...
[2026-02-11T20:15:20.661814] [INFO ] [sig       ] Generating forecast for: ACWI
[2026-02-11T20:15:20.661844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2026-02-11T20:15:20.673362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2026-02-11T20:15:20.673689] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2026-02-11T20:15:20.674709] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2026-02-11T20:15:20.674772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:20.674806] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:20.674833] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:20.674889] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:20.735601] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:20.736556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:20.736676] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:20.736711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:20.863542] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:20.863783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:20.863837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:20.863869] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:20.867831] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=39.91%)
[2026-02-11T20:15:20.868238] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2026-02-11T20:15:20.868399] [INFO ] [sig       ] ACWI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:21.020945] [INFO ] [LOCAL     ] Saved forecast: ACWI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ACWI.txt
[2026-02-11T20:15:21.021139] [INFO ] [sig       ] [46/3412] Completed ACWI in 0.4s | 2.83 sym/s | Total: 16.3s | ETA: 19.8m
[2026-02-11T20:15:21.021204] [INFO ] [sig       ] [47/3412] Forecasting ACWX...
[2026-02-11T20:15:21.021256] [INFO ] [sig       ] Generating forecast for: ACWX
[2026-02-11T20:15:21.021305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2026-02-11T20:15:21.034682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2026-02-11T20:15:21.035086] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2026-02-11T20:15:21.036173] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2026-02-11T20:15:21.036239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:21.036287] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:21.036333] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:21.036420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:21.100036] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:21.100954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:21.101043] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:21.101078] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:21.230374] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:21.230532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:21.230593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:21.230660] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:21.234514] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: DOWN (p=38.27%)
[2026-02-11T20:15:21.234840] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2026-02-11T20:15:21.234982] [INFO ] [sig       ] ACWX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:21.384250] [INFO ] [LOCAL     ] Saved forecast: ACWX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ACWX.txt
[2026-02-11T20:15:21.384397] [INFO ] [sig       ] [47/3412] Completed ACWX in 0.4s | 2.83 sym/s | Total: 16.6s | ETA: 19.8m
[2026-02-11T20:15:21.384446] [INFO ] [sig       ] [48/3412] Forecasting ACXP...
[2026-02-11T20:15:21.384483] [INFO ] [sig       ] Generating forecast for: ACXP
[2026-02-11T20:15:21.384521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2026-02-11T20:15:21.396162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2026-02-11T20:15:21.396525] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2026-02-11T20:15:21.397412] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2026-02-11T20:15:21.397505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:21.397542] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:21.397601] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:21.397683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:21.460284] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:21.461208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:21.461308] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:21.461343] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:21.582930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:21.583094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:21.583140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:21.583169] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:21.587136] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2026-02-11T20:15:21.587532] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2026-02-11T20:15:21.587710] [INFO ] [sig       ] ACXP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:21.732316] [INFO ] [LOCAL     ] Saved forecast: ACXP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ACXP.txt
[2026-02-11T20:15:21.732461] [INFO ] [sig       ] [48/3412] Completed ACXP in 0.3s | 2.83 sym/s | Total: 17.0s | ETA: 19.8m
[2026-02-11T20:15:21.732509] [INFO ] [sig       ] [49/3412] Forecasting ADBE...
[2026-02-11T20:15:21.732544] [INFO ] [sig       ] Generating forecast for: ADBE
[2026-02-11T20:15:21.732602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2026-02-11T20:15:21.744132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2026-02-11T20:15:21.744527] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2026-02-11T20:15:21.745425] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2026-02-11T20:15:21.745480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:21.745514] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:21.745553] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:21.745641] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:21.809013] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:21.809999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:21.810091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:21.810125] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:21.942748] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:21.942930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:21.942977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:21.943009] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:21.946916] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=39.67%)
[2026-02-11T20:15:21.947214] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2026-02-11T20:15:21.947373] [INFO ] [sig       ] ADBE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:22.113781] [INFO ] [LOCAL     ] Saved forecast: ADBE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ADBE.txt
[2026-02-11T20:15:22.113952] [INFO ] [sig       ] [49/3412] Completed ADBE in 0.4s | 2.82 sym/s | Total: 17.4s | ETA: 19.9m
[2026-02-11T20:15:22.113993] [INFO ] [sig       ] [50/3412] Forecasting ADC...
[2026-02-11T20:15:22.114022] [INFO ] [sig       ] Generating forecast for: ADC
[2026-02-11T20:15:22.114053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2026-02-11T20:15:22.125467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2026-02-11T20:15:22.125797] [INFO ] [FORECASTER] Starting predict_future for ADC
[2026-02-11T20:15:22.126643] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2026-02-11T20:15:22.126696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:22.126729] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:22.126756] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:22.126814] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:22.186200] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:22.187148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:22.187236] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:22.187270] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:22.308523] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:22.308705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:22.308750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:22.308781] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:22.312330] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2026-02-11T20:15:22.312671] [INFO ] [FORECASTER] Completed predict_future for ADC
[2026-02-11T20:15:22.312809] [INFO ] [sig       ] ADC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:22.455617] [INFO ] [LOCAL     ] Saved forecast: ADC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ADC.txt
[2026-02-11T20:15:22.455776] [INFO ] [sig       ] [50/3412] Completed ADC in 0.3s | 2.82 sym/s | Total: 17.7s | ETA: 19.8m
[2026-02-11T20:15:22.455816] [INFO ] [sig       ] [51/3412] Forecasting ADEA...
[2026-02-11T20:15:22.455845] [INFO ] [sig       ] Generating forecast for: ADEA
[2026-02-11T20:15:22.455875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2026-02-11T20:15:22.467954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2026-02-11T20:15:22.468358] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2026-02-11T20:15:22.469241] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2026-02-11T20:15:22.469293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:22.469325] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:22.469352] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:22.469409] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:22.529385] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:22.530336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:22.530426] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:22.530468] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:22.657847] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:22.658003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:22.658050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:22.658083] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:22.661996] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: UP (p=60.65%)
[2026-02-11T20:15:22.662287] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2026-02-11T20:15:22.662427] [INFO ] [sig       ] ADEA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:22.810298] [INFO ] [LOCAL     ] Saved forecast: ADEA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ADEA.txt
[2026-02-11T20:15:22.810459] [INFO ] [sig       ] [51/3412] Completed ADEA in 0.4s | 2.82 sym/s | Total: 18.1s | ETA: 19.8m
[2026-02-11T20:15:22.810499] [INFO ] [sig       ] [52/3412] Forecasting ADI...
[2026-02-11T20:15:22.810529] [INFO ] [sig       ] Generating forecast for: ADI
[2026-02-11T20:15:22.810559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2026-02-11T20:15:22.822386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2026-02-11T20:15:22.822713] [INFO ] [FORECASTER] Starting predict_future for ADI
[2026-02-11T20:15:22.823524] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2026-02-11T20:15:22.823596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:22.823631] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:22.823658] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:22.823715] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:22.881397] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:22.882304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:22.882394] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:22.882427] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:23.007721] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:23.007881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:23.007926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:23.007955] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:23.011494] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=77.16%)
[2026-02-11T20:15:23.011867] [INFO ] [FORECASTER] Completed predict_future for ADI
[2026-02-11T20:15:23.012019] [INFO ] [sig       ] ADI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:23.160130] [INFO ] [LOCAL     ] Saved forecast: ADI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ADI.txt
[2026-02-11T20:15:23.160290] [INFO ] [sig       ] [52/3412] Completed ADI in 0.3s | 2.83 sym/s | Total: 18.4s | ETA: 19.8m
[2026-02-11T20:15:23.160332] [INFO ] [sig       ] [53/3412] Forecasting ADM...
[2026-02-11T20:15:23.160361] [INFO ] [sig       ] Generating forecast for: ADM
[2026-02-11T20:15:23.160393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2026-02-11T20:15:23.171919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2026-02-11T20:15:23.172233] [INFO ] [FORECASTER] Starting predict_future for ADM
[2026-02-11T20:15:23.173102] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2026-02-11T20:15:23.173154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:23.173194] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:23.173222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:23.173284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:23.231318] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:23.232224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:23.232312] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:23.232345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:23.355557] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:23.355734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:23.355780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:23.355818] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:23.359701] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2026-02-11T20:15:23.360023] [INFO ] [FORECASTER] Completed predict_future for ADM
[2026-02-11T20:15:23.360166] [INFO ] [sig       ] ADM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:23.507088] [INFO ] [LOCAL     ] Saved forecast: ADM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ADM.txt
[2026-02-11T20:15:23.507244] [INFO ] [sig       ] [53/3412] Completed ADM in 0.3s | 2.83 sym/s | Total: 18.8s | ETA: 19.8m
[2026-02-11T20:15:23.507284] [INFO ] [sig       ] [54/3412] Forecasting ADMA...
[2026-02-11T20:15:23.507313] [INFO ] [sig       ] Generating forecast for: ADMA
[2026-02-11T20:15:23.507345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2026-02-11T20:15:23.519125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2026-02-11T20:15:23.519456] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2026-02-11T20:15:23.520293] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2026-02-11T20:15:23.520345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:23.520376] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:23.520402] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:23.520463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:23.578845] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:23.579988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:23.580132] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:23.580168] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:23.703525] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:23.703695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:23.703738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:23.703767] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:23.707205] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=55.97%)
[2026-02-11T20:15:23.707515] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2026-02-11T20:15:23.707676] [INFO ] [sig       ] ADMA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:23.852168] [INFO ] [LOCAL     ] Saved forecast: ADMA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ADMA.txt
[2026-02-11T20:15:23.852363] [INFO ] [sig       ] [54/3412] Completed ADMA in 0.3s | 2.83 sym/s | Total: 19.1s | ETA: 19.8m
[2026-02-11T20:15:23.852408] [INFO ] [sig       ] [55/3412] Forecasting ADP...
[2026-02-11T20:15:23.852440] [INFO ] [sig       ] Generating forecast for: ADP
[2026-02-11T20:15:23.852471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2026-02-11T20:15:23.864603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2026-02-11T20:15:23.864946] [INFO ] [FORECASTER] Starting predict_future for ADP
[2026-02-11T20:15:23.865806] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2026-02-11T20:15:23.865860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:23.865892] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:23.865919] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:23.865977] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:23.928233] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:23.929236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:23.929339] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:23.929375] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:24.067682] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:24.067849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:24.067896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:24.067928] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:24.072366] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2026-02-11T20:15:24.072942] [INFO ] [FORECASTER] Completed predict_future for ADP
[2026-02-11T20:15:24.073130] [INFO ] [sig       ] ADP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:24.230327] [INFO ] [LOCAL     ] Saved forecast: ADP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ADP.txt
[2026-02-11T20:15:24.230502] [INFO ] [sig       ] [55/3412] Completed ADP in 0.4s | 2.82 sym/s | Total: 19.5s | ETA: 19.8m
[2026-02-11T20:15:24.230549] [INFO ] [sig       ] [56/3412] Forecasting ADSE...
[2026-02-11T20:15:24.230599] [INFO ] [sig       ] Generating forecast for: ADSE
[2026-02-11T20:15:24.230637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2026-02-11T20:15:24.242997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2026-02-11T20:15:24.243345] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2026-02-11T20:15:24.244243] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2026-02-11T20:15:24.244299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:24.244332] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:24.244360] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:24.244418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:24.305313] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:24.306232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:24.306324] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:24.306359] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:24.433377] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:24.433535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:24.433596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:24.433630] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:24.437605] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=86.09%)
[2026-02-11T20:15:24.438103] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2026-02-11T20:15:24.438281] [INFO ] [sig       ] ADSE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:24.589820] [INFO ] [LOCAL     ] Saved forecast: ADSE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ADSE.txt
[2026-02-11T20:15:24.590000] [INFO ] [sig       ] [56/3412] Completed ADSE in 0.4s | 2.82 sym/s | Total: 19.8s | ETA: 19.8m
[2026-02-11T20:15:24.590048] [INFO ] [sig       ] [57/3412] Forecasting ADSK...
[2026-02-11T20:15:24.590087] [INFO ] [sig       ] Generating forecast for: ADSK
[2026-02-11T20:15:24.590119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2026-02-11T20:15:24.601539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2026-02-11T20:15:24.601871] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2026-02-11T20:15:24.602753] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2026-02-11T20:15:24.602807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:24.602839] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:24.602867] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:24.602925] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:24.664978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:24.666143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:24.666234] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:24.666267] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:24.797747] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:24.797913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:24.797955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:24.797984] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:24.801560] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: UP (p=56.69%)
[2026-02-11T20:15:24.802043] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2026-02-11T20:15:24.802181] [INFO ] [sig       ] ADSK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:24.944068] [INFO ] [LOCAL     ] Saved forecast: ADSK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ADSK.txt
[2026-02-11T20:15:24.944233] [INFO ] [sig       ] [57/3412] Completed ADSK in 0.4s | 2.82 sym/s | Total: 20.2s | ETA: 19.8m
[2026-02-11T20:15:24.944274] [INFO ] [sig       ] [58/3412] Forecasting ADTN...
[2026-02-11T20:15:24.944303] [INFO ] [sig       ] Generating forecast for: ADTN
[2026-02-11T20:15:24.944334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2026-02-11T20:15:24.955890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2026-02-11T20:15:24.956214] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2026-02-11T20:15:24.957054] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2026-02-11T20:15:24.957107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:24.957139] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:24.957165] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:24.957222] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:25.016643] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:25.017617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:25.017708] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:25.017741] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:25.141273] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:25.141447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:25.141489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:25.141519] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:25.145157] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=34.10%)
[2026-02-11T20:15:25.145440] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2026-02-11T20:15:25.145592] [INFO ] [sig       ] ADTN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:25.287844] [INFO ] [LOCAL     ] Saved forecast: ADTN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ADTN.txt
[2026-02-11T20:15:25.288000] [INFO ] [sig       ] [58/3412] Completed ADTN in 0.3s | 2.82 sym/s | Total: 20.5s | ETA: 19.8m
[2026-02-11T20:15:25.288040] [INFO ] [sig       ] [59/3412] Forecasting ADUS...
[2026-02-11T20:15:25.288068] [INFO ] [sig       ] Generating forecast for: ADUS
[2026-02-11T20:15:25.288099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2026-02-11T20:15:25.300985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2026-02-11T20:15:25.301363] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2026-02-11T20:15:25.302238] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2026-02-11T20:15:25.302294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:25.302329] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:25.302358] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:25.302418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:25.363994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:25.364738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:25.364825] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:25.364859] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:25.487873] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:25.488034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:25.488076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:25.488106] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:25.491685] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=64.01%)
[2026-02-11T20:15:25.491995] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2026-02-11T20:15:25.492135] [INFO ] [sig       ] ADUS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:25.641981] [INFO ] [LOCAL     ] Saved forecast: ADUS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ADUS.txt
[2026-02-11T20:15:25.642122] [INFO ] [sig       ] [59/3412] Completed ADUS in 0.4s | 2.82 sym/s | Total: 20.9s | ETA: 19.8m
[2026-02-11T20:15:25.642164] [INFO ] [sig       ] [60/3412] Forecasting ADX...
[2026-02-11T20:15:25.642195] [INFO ] [sig       ] Generating forecast for: ADX
[2026-02-11T20:15:25.642227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2026-02-11T20:15:25.654543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2026-02-11T20:15:25.654887] [INFO ] [FORECASTER] Starting predict_future for ADX
[2026-02-11T20:15:25.655847] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2026-02-11T20:15:25.655903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:25.655937] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:25.655964] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:25.656023] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:25.721454] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:25.722303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:25.722394] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:25.722428] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:25.857291] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:25.857474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:25.857519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:25.857566] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:25.861426] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2026-02-11T20:15:25.861740] [INFO ] [FORECASTER] Completed predict_future for ADX
[2026-02-11T20:15:25.861895] [INFO ] [sig       ] ADX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:26.014910] [INFO ] [LOCAL     ] Saved forecast: ADX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ADX.txt
[2026-02-11T20:15:26.015081] [INFO ] [sig       ] [60/3412] Completed ADX in 0.4s | 2.82 sym/s | Total: 21.3s | ETA: 19.8m
[2026-02-11T20:15:26.015123] [INFO ] [sig       ] [61/3412] Forecasting AEE...
[2026-02-11T20:15:26.015153] [INFO ] [sig       ] Generating forecast for: AEE
[2026-02-11T20:15:26.015183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2026-02-11T20:15:26.028748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2026-02-11T20:15:26.029096] [INFO ] [FORECASTER] Starting predict_future for AEE
[2026-02-11T20:15:26.030201] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2026-02-11T20:15:26.030255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:26.030314] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:26.030342] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:26.030401] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:26.097549] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:26.098441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:26.098533] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:26.098567] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:26.234930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:26.235096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:26.235137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:26.235167] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:26.239196] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=72.16%)
[2026-02-11T20:15:26.239491] [INFO ] [FORECASTER] Completed predict_future for AEE
[2026-02-11T20:15:26.239648] [INFO ] [sig       ] AEE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:26.391349] [INFO ] [LOCAL     ] Saved forecast: AEE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AEE.txt
[2026-02-11T20:15:26.391510] [INFO ] [sig       ] [61/3412] Completed AEE in 0.4s | 2.82 sym/s | Total: 21.6s | ETA: 19.8m
[2026-02-11T20:15:26.391558] [INFO ] [sig       ] [62/3412] Forecasting AEFC...
[2026-02-11T20:15:26.391611] [INFO ] [sig       ] Generating forecast for: AEFC
[2026-02-11T20:15:26.391643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2026-02-11T20:15:26.404514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2026-02-11T20:15:26.404863] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2026-02-11T20:15:26.405749] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2026-02-11T20:15:26.405804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:26.405835] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:26.405862] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:26.405920] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:26.469427] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:26.470380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:26.470469] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:26.470520] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:26.614822] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:26.614992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:26.615036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:26.615065] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:26.618739] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: UP (p=76.78%)
[2026-02-11T20:15:26.619032] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2026-02-11T20:15:26.619168] [INFO ] [sig       ] AEFC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:26.771335] [INFO ] [LOCAL     ] Saved forecast: AEFC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AEFC.txt
[2026-02-11T20:15:26.771491] [INFO ] [sig       ] [62/3412] Completed AEFC in 0.4s | 2.82 sym/s | Total: 22.0s | ETA: 19.8m
[2026-02-11T20:15:26.771531] [INFO ] [sig       ] [63/3412] Forecasting AEG...
[2026-02-11T20:15:26.771561] [INFO ] [sig       ] Generating forecast for: AEG
[2026-02-11T20:15:26.771616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2026-02-11T20:15:26.785250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2026-02-11T20:15:26.785638] [INFO ] [FORECASTER] Starting predict_future for AEG
[2026-02-11T20:15:26.786479] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2026-02-11T20:15:26.786533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:26.786567] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:26.786616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:26.786675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:26.850263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:26.851194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:26.851292] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:26.851330] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:26.977200] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:26.977359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:26.977401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:26.977429] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:26.981182] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2026-02-11T20:15:26.981464] [INFO ] [FORECASTER] Completed predict_future for AEG
[2026-02-11T20:15:26.981620] [INFO ] [sig       ] AEG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:27.125738] [INFO ] [LOCAL     ] Saved forecast: AEG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AEG.txt
[2026-02-11T20:15:27.125900] [INFO ] [sig       ] [63/3412] Completed AEG in 0.4s | 2.82 sym/s | Total: 22.4s | ETA: 19.8m
[2026-02-11T20:15:27.125942] [INFO ] [sig       ] [64/3412] Forecasting AEI...
[2026-02-11T20:15:27.125979] [INFO ] [sig       ] Generating forecast for: AEI
[2026-02-11T20:15:27.126027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2026-02-11T20:15:27.139253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2026-02-11T20:15:27.139640] [INFO ] [FORECASTER] Starting predict_future for AEI
[2026-02-11T20:15:27.140606] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2026-02-11T20:15:27.140660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:27.140692] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:27.140719] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:27.140802] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:27.202082] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:27.202948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:27.203038] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:27.203073] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:27.329144] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:27.329309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:27.329357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:27.329387] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:27.333379] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: UP (p=73.43%)
[2026-02-11T20:15:27.333706] [INFO ] [FORECASTER] Completed predict_future for AEI
[2026-02-11T20:15:27.333849] [INFO ] [sig       ] AEI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:27.489269] [INFO ] [LOCAL     ] Saved forecast: AEI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AEI.txt
[2026-02-11T20:15:27.489432] [INFO ] [sig       ] [64/3412] Completed AEI in 0.4s | 2.81 sym/s | Total: 22.7s | ETA: 19.8m
[2026-02-11T20:15:27.489472] [INFO ] [sig       ] [65/3412] Forecasting AEIS...
[2026-02-11T20:15:27.489502] [INFO ] [sig       ] Generating forecast for: AEIS
[2026-02-11T20:15:27.489537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2026-02-11T20:15:27.502982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2026-02-11T20:15:27.503338] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2026-02-11T20:15:27.504224] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2026-02-11T20:15:27.504278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:27.504311] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:27.504337] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:27.504394] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:27.570692] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:27.571977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:27.572091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:27.572134] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:27.706281] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:27.706445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:27.706487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:27.706515] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:27.710833] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: UP (p=70.12%)
[2026-02-11T20:15:27.711137] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2026-02-11T20:15:27.711279] [INFO ] [sig       ] AEIS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:27.859243] [INFO ] [LOCAL     ] Saved forecast: AEIS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AEIS.txt
[2026-02-11T20:15:27.859407] [INFO ] [sig       ] [65/3412] Completed AEIS in 0.4s | 2.81 sym/s | Total: 23.1s | ETA: 19.8m
[2026-02-11T20:15:27.859447] [INFO ] [sig       ] [66/3412] Forecasting AEM...
[2026-02-11T20:15:27.859478] [INFO ] [sig       ] Generating forecast for: AEM
[2026-02-11T20:15:27.859509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2026-02-11T20:15:27.872194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2026-02-11T20:15:27.872524] [INFO ] [FORECASTER] Starting predict_future for AEM
[2026-02-11T20:15:27.873364] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2026-02-11T20:15:27.873428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:27.873459] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:27.873486] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:27.873543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:27.931469] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:27.932110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:27.932192] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:27.932223] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:28.058373] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:28.058509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:28.058549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:28.058593] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:28.062141] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=61.55%)
[2026-02-11T20:15:28.062417] [INFO ] [FORECASTER] Completed predict_future for AEM
[2026-02-11T20:15:28.062546] [INFO ] [sig       ] AEM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:28.209286] [INFO ] [LOCAL     ] Saved forecast: AEM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AEM.txt
[2026-02-11T20:15:28.209410] [INFO ] [sig       ] [66/3412] Completed AEM in 0.3s | 2.81 sym/s | Total: 23.5s | ETA: 19.8m
[2026-02-11T20:15:28.209449] [INFO ] [sig       ] [67/3412] Forecasting AEO...
[2026-02-11T20:15:28.209478] [INFO ] [sig       ] Generating forecast for: AEO
[2026-02-11T20:15:28.209506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2026-02-11T20:15:28.222032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2026-02-11T20:15:28.222325] [INFO ] [FORECASTER] Starting predict_future for AEO
[2026-02-11T20:15:28.223223] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2026-02-11T20:15:28.223276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:28.223306] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:28.223332] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:28.223388] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:28.282387] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:28.283036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:28.283118] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:28.283154] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:28.407855] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:28.407977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:28.408015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:28.408043] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:28.411674] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=62.37%)
[2026-02-11T20:15:28.411950] [INFO ] [FORECASTER] Completed predict_future for AEO
[2026-02-11T20:15:28.412081] [INFO ] [sig       ] AEO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:28.554435] [INFO ] [LOCAL     ] Saved forecast: AEO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AEO.txt
[2026-02-11T20:15:28.554549] [INFO ] [sig       ] [67/3412] Completed AEO in 0.3s | 2.82 sym/s | Total: 23.8s | ETA: 19.8m
[2026-02-11T20:15:28.554619] [INFO ] [sig       ] [68/3412] Forecasting AEP...
[2026-02-11T20:15:28.554656] [INFO ] [sig       ] Generating forecast for: AEP
[2026-02-11T20:15:28.554690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2026-02-11T20:15:28.566554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2026-02-11T20:15:28.566899] [INFO ] [FORECASTER] Starting predict_future for AEP
[2026-02-11T20:15:28.567740] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2026-02-11T20:15:28.567793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:28.567824] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:28.567852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:28.567910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:28.626779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:28.627389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:28.627488] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:28.627522] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:28.750677] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:28.750790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:28.750828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:28.750858] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:28.754340] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: UP (p=59.36%)
[2026-02-11T20:15:28.754655] [INFO ] [FORECASTER] Completed predict_future for AEP
[2026-02-11T20:15:28.754794] [INFO ] [sig       ] AEP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:28.904023] [INFO ] [LOCAL     ] Saved forecast: AEP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AEP.txt
[2026-02-11T20:15:28.904203] [INFO ] [sig       ] [68/3412] Completed AEP in 0.3s | 2.82 sym/s | Total: 24.2s | ETA: 19.8m
[2026-02-11T20:15:28.904247] [INFO ] [sig       ] [69/3412] Forecasting AES...
[2026-02-11T20:15:28.904279] [INFO ] [sig       ] Generating forecast for: AES
[2026-02-11T20:15:28.904311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2026-02-11T20:15:28.918265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2026-02-11T20:15:28.918623] [INFO ] [FORECASTER] Starting predict_future for AES
[2026-02-11T20:15:28.919550] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2026-02-11T20:15:28.919631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:28.919676] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:28.919711] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:28.919782] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:28.980405] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:28.981403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:28.981500] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:28.981534] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:29.103937] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:29.104053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:29.104093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:29.104122] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:29.107514] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=63.10%)
[2026-02-11T20:15:29.107820] [INFO ] [FORECASTER] Completed predict_future for AES
[2026-02-11T20:15:29.107955] [INFO ] [sig       ] AES: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:29.247307] [INFO ] [LOCAL     ] Saved forecast: AES	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AES.txt
[2026-02-11T20:15:29.247468] [INFO ] [sig       ] [69/3412] Completed AES in 0.3s | 2.82 sym/s | Total: 24.5s | ETA: 19.8m
[2026-02-11T20:15:29.247510] [INFO ] [sig       ] [70/3412] Forecasting AESI...
[2026-02-11T20:15:29.247540] [INFO ] [sig       ] Generating forecast for: AESI
[2026-02-11T20:15:29.247587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2026-02-11T20:15:29.259970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2026-02-11T20:15:29.260240] [INFO ] [FORECASTER] Starting predict_future for AESI
[2026-02-11T20:15:29.261084] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2026-02-11T20:15:29.261137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:29.261167] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:29.261192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:29.261248] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:29.319060] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:29.319713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:29.319797] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:29.319829] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:29.436181] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:29.436306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:29.436343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:29.436371] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:29.439777] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=13.74%)
[2026-02-11T20:15:29.440061] [INFO ] [FORECASTER] Completed predict_future for AESI
[2026-02-11T20:15:29.440191] [INFO ] [sig       ] AESI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:29.585069] [INFO ] [LOCAL     ] Saved forecast: AESI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AESI.txt
[2026-02-11T20:15:29.585234] [INFO ] [sig       ] [70/3412] Completed AESI in 0.3s | 2.82 sym/s | Total: 24.8s | ETA: 19.8m
[2026-02-11T20:15:29.585275] [INFO ] [sig       ] [71/3412] Forecasting AEVA...
[2026-02-11T20:15:29.585306] [INFO ] [sig       ] Generating forecast for: AEVA
[2026-02-11T20:15:29.585336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2026-02-11T20:15:29.596835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2026-02-11T20:15:29.597151] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2026-02-11T20:15:29.598075] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2026-02-11T20:15:29.598129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:29.598161] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:29.598188] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:29.598247] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:29.656747] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:29.657598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:29.657685] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:29.657721] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:29.783723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:29.784074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:29.784116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:29.784146] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:29.788005] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=10.56%)
[2026-02-11T20:15:29.788312] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2026-02-11T20:15:29.788465] [INFO ] [sig       ] AEVA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:29.936886] [INFO ] [LOCAL     ] Saved forecast: AEVA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AEVA.txt
[2026-02-11T20:15:29.937031] [INFO ] [sig       ] [71/3412] Completed AEVA in 0.4s | 2.82 sym/s | Total: 25.2s | ETA: 19.8m
[2026-02-11T20:15:29.937071] [INFO ] [sig       ] [72/3412] Forecasting AEYE...
[2026-02-11T20:15:29.937100] [INFO ] [sig       ] Generating forecast for: AEYE
[2026-02-11T20:15:29.937131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2026-02-11T20:15:29.949306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2026-02-11T20:15:29.949631] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2026-02-11T20:15:29.950478] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2026-02-11T20:15:29.950531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:29.950566] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:29.950616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:29.950676] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:30.010547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:30.011498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:30.011604] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:30.011640] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:30.134198] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:30.134366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:30.134414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:30.134444] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:30.138146] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2026-02-11T20:15:30.138436] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2026-02-11T20:15:30.138591] [INFO ] [sig       ] AEYE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:30.287012] [INFO ] [LOCAL     ] Saved forecast: AEYE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AEYE.txt
[2026-02-11T20:15:30.287178] [INFO ] [sig       ] [72/3412] Completed AEYE in 0.4s | 2.82 sym/s | Total: 25.5s | ETA: 19.7m
[2026-02-11T20:15:30.287221] [INFO ] [sig       ] [73/3412] Forecasting AFB...
[2026-02-11T20:15:30.287252] [INFO ] [sig       ] Generating forecast for: AFB
[2026-02-11T20:15:30.287283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2026-02-11T20:15:30.299555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2026-02-11T20:15:30.299990] [INFO ] [FORECASTER] Starting predict_future for AFB
[2026-02-11T20:15:30.300848] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2026-02-11T20:15:30.300902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:30.300935] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:30.300963] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:30.301022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:30.361090] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:30.361869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:30.361956] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:30.361990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:30.488373] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:30.488542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:30.488634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:30.488676] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:30.492294] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: DOWN (p=8.17%)
[2026-02-11T20:15:30.492604] [INFO ] [FORECASTER] Completed predict_future for AFB
[2026-02-11T20:15:30.492752] [INFO ] [sig       ] AFB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:30.648557] [INFO ] [LOCAL     ] Saved forecast: AFB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AFB.txt
[2026-02-11T20:15:30.648795] [INFO ] [sig       ] [73/3412] Completed AFB in 0.4s | 2.82 sym/s | Total: 25.9s | ETA: 19.7m
[2026-02-11T20:15:30.648848] [INFO ] [sig       ] [74/3412] Forecasting AFCG...
[2026-02-11T20:15:30.648879] [INFO ] [sig       ] Generating forecast for: AFCG
[2026-02-11T20:15:30.648912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2026-02-11T20:15:30.661993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2026-02-11T20:15:30.662339] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2026-02-11T20:15:30.663246] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2026-02-11T20:15:30.663302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:30.663334] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:30.663361] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:30.663420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:30.724297] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:30.725170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:30.725260] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:30.725295] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:30.852606] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:30.852781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:30.852825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:30.852854] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:30.856561] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: DOWN (p=11.33%)
[2026-02-11T20:15:30.856888] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2026-02-11T20:15:30.857027] [INFO ] [sig       ] AFCG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:31.007350] [INFO ] [LOCAL     ] Saved forecast: AFCG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AFCG.txt
[2026-02-11T20:15:31.007604] [INFO ] [sig       ] [74/3412] Completed AFCG in 0.4s | 2.82 sym/s | Total: 26.3s | ETA: 19.7m
[2026-02-11T20:15:31.007695] [INFO ] [sig       ] [75/3412] Forecasting AFG...
[2026-02-11T20:15:31.007732] [INFO ] [sig       ] Generating forecast for: AFG
[2026-02-11T20:15:31.007766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2026-02-11T20:15:31.021533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2026-02-11T20:15:31.022000] [INFO ] [FORECASTER] Starting predict_future for AFG
[2026-02-11T20:15:31.022977] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2026-02-11T20:15:31.023041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:31.023100] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:31.023135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:31.023193] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:31.084728] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:31.085528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:31.085649] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:31.085699] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:31.212218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:31.212383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:31.212426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:31.212455] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:31.216002] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2026-02-11T20:15:31.216293] [INFO ] [FORECASTER] Completed predict_future for AFG
[2026-02-11T20:15:31.216430] [INFO ] [sig       ] AFG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:31.359751] [INFO ] [LOCAL     ] Saved forecast: AFG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AFG.txt
[2026-02-11T20:15:31.359914] [INFO ] [sig       ] [75/3412] Completed AFG in 0.4s | 2.82 sym/s | Total: 26.6s | ETA: 19.7m
[2026-02-11T20:15:31.359954] [INFO ] [sig       ] [76/3412] Forecasting AFGC...
[2026-02-11T20:15:31.359983] [INFO ] [sig       ] Generating forecast for: AFGC
[2026-02-11T20:15:31.360015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2026-02-11T20:15:31.371549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2026-02-11T20:15:31.371890] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2026-02-11T20:15:31.372767] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2026-02-11T20:15:31.372821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:31.372853] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:31.372880] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:31.372938] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:31.434903] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:31.435803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:31.435894] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:31.435928] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:31.550984] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:31.551147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:31.551189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:31.551218] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:31.554695] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2026-02-11T20:15:31.555189] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2026-02-11T20:15:31.555320] [INFO ] [sig       ] AFGC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:31.699455] [INFO ] [LOCAL     ] Saved forecast: AFGC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AFGC.txt
[2026-02-11T20:15:31.699628] [INFO ] [sig       ] [76/3412] Completed AFGC in 0.3s | 2.82 sym/s | Total: 26.9s | ETA: 19.7m
[2026-02-11T20:15:31.699672] [INFO ] [sig       ] [77/3412] Forecasting AFL...
[2026-02-11T20:15:31.699702] [INFO ] [sig       ] Generating forecast for: AFL
[2026-02-11T20:15:31.699735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2026-02-11T20:15:31.712763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2026-02-11T20:15:31.713124] [INFO ] [FORECASTER] Starting predict_future for AFL
[2026-02-11T20:15:31.714003] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2026-02-11T20:15:31.714056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:31.714098] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:31.714126] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:31.714190] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:31.795146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:31.796084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:31.796204] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:31.796238] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:31.920013] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:31.920179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:31.920220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:31.920250] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:31.923910] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=9.89%)
[2026-02-11T20:15:31.924209] [INFO ] [FORECASTER] Completed predict_future for AFL
[2026-02-11T20:15:31.924351] [INFO ] [sig       ] AFL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:32.071843] [INFO ] [LOCAL     ] Saved forecast: AFL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AFL.txt
[2026-02-11T20:15:32.072196] [INFO ] [sig       ] [77/3412] Completed AFL in 0.4s | 2.82 sym/s | Total: 27.3s | ETA: 19.7m
[2026-02-11T20:15:32.072236] [INFO ] [sig       ] [78/3412] Forecasting AFRI...
[2026-02-11T20:15:32.072266] [INFO ] [sig       ] Generating forecast for: AFRI
[2026-02-11T20:15:32.072296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2026-02-11T20:15:32.082837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2026-02-11T20:15:32.083237] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2026-02-11T20:15:32.084138] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2026-02-11T20:15:32.084191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:32.084224] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:32.084279] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:32.084339] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:32.146049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:32.147132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:32.147224] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:32.147259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:32.259039] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:32.259211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:32.259262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:32.259294] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:32.263276] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: DOWN (p=35.28%)
[2026-02-11T20:15:32.263591] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2026-02-11T20:15:32.263732] [INFO ] [sig       ] AFRI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:32.407154] [INFO ] [LOCAL     ] Saved forecast: AFRI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AFRI.txt
[2026-02-11T20:15:32.407326] [INFO ] [sig       ] [78/3412] Completed AFRI in 0.3s | 2.82 sym/s | Total: 27.7s | ETA: 19.7m
[2026-02-11T20:15:32.407368] [INFO ] [sig       ] [79/3412] Forecasting AFRM...
[2026-02-11T20:15:32.407399] [INFO ] [sig       ] Generating forecast for: AFRM
[2026-02-11T20:15:32.407430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2026-02-11T20:15:32.419931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2026-02-11T20:15:32.420331] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2026-02-11T20:15:32.421532] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2026-02-11T20:15:32.421607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:32.421641] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:32.421668] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:32.421727] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:32.483113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:32.484028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:32.484124] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:32.484157] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:32.612799] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:32.612965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:32.613006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:32.613036] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:32.616737] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2026-02-11T20:15:32.617059] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2026-02-11T20:15:32.617200] [INFO ] [sig       ] AFRM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:32.764247] [INFO ] [LOCAL     ] Saved forecast: AFRM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AFRM.txt
[2026-02-11T20:15:32.764413] [INFO ] [sig       ] [79/3412] Completed AFRM in 0.4s | 2.82 sym/s | Total: 28.0s | ETA: 19.7m
[2026-02-11T20:15:32.764454] [INFO ] [sig       ] [80/3412] Forecasting AFYA...
[2026-02-11T20:15:32.764485] [INFO ] [sig       ] Generating forecast for: AFYA
[2026-02-11T20:15:32.764515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2026-02-11T20:15:32.776889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2026-02-11T20:15:32.777458] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2026-02-11T20:15:32.778498] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2026-02-11T20:15:32.778552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:32.778612] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:32.778643] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:32.778700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:32.840946] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:32.841903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:32.841997] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:32.842031] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:32.965739] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:32.965897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:32.965939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:32.965969] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:32.969609] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2026-02-11T20:15:32.969938] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2026-02-11T20:15:32.970073] [INFO ] [sig       ] AFYA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:33.118362] [INFO ] [LOCAL     ] Saved forecast: AFYA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AFYA.txt
[2026-02-11T20:15:33.118527] [INFO ] [sig       ] [80/3412] Completed AFYA in 0.4s | 2.82 sym/s | Total: 28.4s | ETA: 19.7m
[2026-02-11T20:15:33.118591] [INFO ] [sig       ] [81/3412] Forecasting AG...
[2026-02-11T20:15:33.118625] [INFO ] [sig       ] Generating forecast for: AG
[2026-02-11T20:15:33.118656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2026-02-11T20:15:33.131130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2026-02-11T20:15:33.131535] [INFO ] [FORECASTER] Starting predict_future for AG
[2026-02-11T20:15:33.132425] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2026-02-11T20:15:33.132480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:33.132511] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:33.132537] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:33.132613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:33.191645] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:33.192568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:33.192704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:33.192740] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:33.316200] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:33.316361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:33.316402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:33.316431] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:33.320097] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=67.40%)
[2026-02-11T20:15:33.320402] [INFO ] [FORECASTER] Completed predict_future for AG
[2026-02-11T20:15:33.320556] [INFO ] [sig       ] AG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:33.468739] [INFO ] [LOCAL     ] Saved forecast: AG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AG.txt
[2026-02-11T20:15:33.468915] [INFO ] [sig       ] [81/3412] Completed AG in 0.4s | 2.82 sym/s | Total: 28.7s | ETA: 19.7m
[2026-02-11T20:15:33.468954] [INFO ] [sig       ] [82/3412] Forecasting AGCO...
[2026-02-11T20:15:33.468983] [INFO ] [sig       ] Generating forecast for: AGCO
[2026-02-11T20:15:33.469014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2026-02-11T20:15:33.481129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2026-02-11T20:15:33.481470] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2026-02-11T20:15:33.482311] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2026-02-11T20:15:33.482364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:33.482397] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:33.482423] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:33.482480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:33.542275] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:33.543137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:33.543226] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:33.543260] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:33.667466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:33.667644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:33.667689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:33.667718] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:33.671495] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=40.71%)
[2026-02-11T20:15:33.671808] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2026-02-11T20:15:33.671945] [INFO ] [sig       ] AGCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:33.824619] [INFO ] [LOCAL     ] Saved forecast: AGCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AGCO.txt
[2026-02-11T20:15:33.824778] [INFO ] [sig       ] [82/3412] Completed AGCO in 0.4s | 2.82 sym/s | Total: 29.1s | ETA: 19.7m
[2026-02-11T20:15:33.824821] [INFO ] [sig       ] [83/3412] Forecasting AGD...
[2026-02-11T20:15:33.824852] [INFO ] [sig       ] Generating forecast for: AGD
[2026-02-11T20:15:33.824882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2026-02-11T20:15:33.837817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2026-02-11T20:15:33.838138] [INFO ] [FORECASTER] Starting predict_future for AGD
[2026-02-11T20:15:33.839028] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2026-02-11T20:15:33.839082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:33.839114] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:33.839142] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:33.839199] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:33.903251] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:33.904054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:33.904149] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:33.904186] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:34.031521] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:34.031699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:34.031741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:34.031769] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:34.035408] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=68.51%)
[2026-02-11T20:15:34.035724] [INFO ] [FORECASTER] Completed predict_future for AGD
[2026-02-11T20:15:34.035861] [INFO ] [sig       ] AGD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:34.183626] [INFO ] [LOCAL     ] Saved forecast: AGD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AGD.txt
[2026-02-11T20:15:34.183766] [INFO ] [sig       ] [83/3412] Completed AGD in 0.4s | 2.82 sym/s | Total: 29.4s | ETA: 19.7m
[2026-02-11T20:15:34.183806] [INFO ] [sig       ] [84/3412] Forecasting AGEN...
[2026-02-11T20:15:34.183835] [INFO ] [sig       ] Generating forecast for: AGEN
[2026-02-11T20:15:34.183865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2026-02-11T20:15:34.194885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2026-02-11T20:15:34.195180] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2026-02-11T20:15:34.196002] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2026-02-11T20:15:34.196055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:34.196087] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:34.196114] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:34.196170] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:34.256536] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:34.257501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:34.257610] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:34.257648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:34.382257] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:34.382422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:34.382465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:34.382510] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:34.386264] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=38.50%)
[2026-02-11T20:15:34.386545] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2026-02-11T20:15:34.386697] [INFO ] [sig       ] AGEN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:34.529446] [INFO ] [LOCAL     ] Saved forecast: AGEN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AGEN.txt
[2026-02-11T20:15:34.529613] [INFO ] [sig       ] [84/3412] Completed AGEN in 0.3s | 2.82 sym/s | Total: 29.8s | ETA: 19.7m
[2026-02-11T20:15:34.529657] [INFO ] [sig       ] [85/3412] Forecasting AGI...
[2026-02-11T20:15:34.529686] [INFO ] [sig       ] Generating forecast for: AGI
[2026-02-11T20:15:34.529716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2026-02-11T20:15:34.604600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2026-02-11T20:15:34.604910] [INFO ] [FORECASTER] Starting predict_future for AGI
[2026-02-11T20:15:34.605758] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2026-02-11T20:15:34.605814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:34.605849] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:34.605878] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:34.605938] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:34.669828] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:34.671054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:34.671149] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:34.671183] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:34.793951] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:34.794093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:34.794134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:34.794163] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:34.797616] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=51.29%)
[2026-02-11T20:15:34.797926] [INFO ] [FORECASTER] Completed predict_future for AGI
[2026-02-11T20:15:34.798058] [INFO ] [sig       ] AGI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:34.939640] [INFO ] [LOCAL     ] Saved forecast: AGI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AGI.txt
[2026-02-11T20:15:34.939757] [INFO ] [sig       ] [85/3412] Completed AGI in 0.4s | 2.82 sym/s | Total: 30.2s | ETA: 19.7m
[2026-02-11T20:15:34.939796] [INFO ] [sig       ] [86/3412] Forecasting AGIO...
[2026-02-11T20:15:34.939826] [INFO ] [sig       ] Generating forecast for: AGIO
[2026-02-11T20:15:34.939856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2026-02-11T20:15:34.951452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2026-02-11T20:15:34.951747] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2026-02-11T20:15:34.952546] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2026-02-11T20:15:34.952617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:34.952651] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:34.952679] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:34.952737] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:35.011291] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:35.012114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:35.012194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:35.012236] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:35.134614] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:35.134769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:35.134809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:35.134838] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:35.138326] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: DOWN (p=21.09%)
[2026-02-11T20:15:35.138622] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2026-02-11T20:15:35.138754] [INFO ] [sig       ] AGIO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:35.285314] [INFO ] [LOCAL     ] Saved forecast: AGIO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AGIO.txt
[2026-02-11T20:15:35.285462] [INFO ] [sig       ] [86/3412] Completed AGIO in 0.3s | 2.82 sym/s | Total: 30.5s | ETA: 19.7m
[2026-02-11T20:15:35.285501] [INFO ] [sig       ] [87/3412] Forecasting AGM...
[2026-02-11T20:15:35.285531] [INFO ] [sig       ] Generating forecast for: AGM
[2026-02-11T20:15:35.285562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2026-02-11T20:15:35.298314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2026-02-11T20:15:35.298599] [INFO ] [FORECASTER] Starting predict_future for AGM
[2026-02-11T20:15:35.299606] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2026-02-11T20:15:35.299658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:35.299689] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:35.299715] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:35.299772] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:35.360946] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:35.361843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:35.361930] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:35.361963] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:35.489118] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:35.489299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:35.489342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:35.489372] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:35.494211] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=65.71%)
[2026-02-11T20:15:35.494563] [INFO ] [FORECASTER] Completed predict_future for AGM
[2026-02-11T20:15:35.494738] [INFO ] [sig       ] AGM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:35.639933] [INFO ] [LOCAL     ] Saved forecast: AGM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AGM.txt
[2026-02-11T20:15:35.640099] [INFO ] [sig       ] [87/3412] Completed AGM in 0.4s | 2.82 sym/s | Total: 30.9s | ETA: 19.7m
[2026-02-11T20:15:35.640138] [INFO ] [sig       ] [88/3412] Forecasting AGMH...
[2026-02-11T20:15:35.640170] [INFO ] [sig       ] Generating forecast for: AGMH
[2026-02-11T20:15:35.640201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2026-02-11T20:15:35.652559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2026-02-11T20:15:35.652892] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2026-02-11T20:15:35.653709] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2026-02-11T20:15:35.653761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:35.653793] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:35.653820] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:35.653887] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:35.714399] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:35.715354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:35.715480] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:35.715515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:35.842518] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:35.842692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:35.842737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:35.842770] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:35.846555] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=24.72%)
[2026-02-11T20:15:35.846863] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2026-02-11T20:15:35.847184] [INFO ] [sig       ] AGMH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:35.992030] [INFO ] [LOCAL     ] Saved forecast: AGMH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AGMH.txt
[2026-02-11T20:15:35.992164] [INFO ] [sig       ] [88/3412] Completed AGMH in 0.4s | 2.82 sym/s | Total: 31.2s | ETA: 19.7m
[2026-02-11T20:15:35.992204] [INFO ] [sig       ] [89/3412] Forecasting AGNC...
[2026-02-11T20:15:35.992232] [INFO ] [sig       ] Generating forecast for: AGNC
[2026-02-11T20:15:35.992263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2026-02-11T20:15:36.004284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2026-02-11T20:15:36.004557] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2026-02-11T20:15:36.005381] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2026-02-11T20:15:36.005433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:36.005464] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:36.005490] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:36.005546] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:36.065796] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:36.066412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:36.066493] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:36.066525] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:36.196876] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:36.197070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:36.197119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:36.197151] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:36.201072] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: UP (p=75.17%)
[2026-02-11T20:15:36.201367] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2026-02-11T20:15:36.201521] [INFO ] [sig       ] AGNC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:36.353009] [INFO ] [LOCAL     ] Saved forecast: AGNC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AGNC.txt
[2026-02-11T20:15:36.353163] [INFO ] [sig       ] [89/3412] Completed AGNC in 0.4s | 2.82 sym/s | Total: 31.6s | ETA: 19.7m
[2026-02-11T20:15:36.353205] [INFO ] [sig       ] [90/3412] Forecasting AGNCL...
[2026-02-11T20:15:36.353234] [INFO ] [sig       ] Generating forecast for: AGNCL
[2026-02-11T20:15:36.353264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2026-02-11T20:15:36.365324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2026-02-11T20:15:36.365786] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2026-02-11T20:15:36.366753] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2026-02-11T20:15:36.366808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:36.366841] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:36.366870] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:36.366930] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:36.426701] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:36.427738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:36.427855] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:36.427897] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:36.539786] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:36.539953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:36.539996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:36.540027] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:36.543695] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2026-02-11T20:15:36.544039] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2026-02-11T20:15:36.544189] [INFO ] [sig       ] AGNCL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:36.695652] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AGNCL.txt
[2026-02-11T20:15:36.695814] [INFO ] [sig       ] [90/3412] Completed AGNCL in 0.3s | 2.82 sym/s | Total: 31.9s | ETA: 19.7m
[2026-02-11T20:15:36.695862] [INFO ] [sig       ] [91/3412] Forecasting AGNCM...
[2026-02-11T20:15:36.695900] [INFO ] [sig       ] Generating forecast for: AGNCM
[2026-02-11T20:15:36.695937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2026-02-11T20:15:36.707959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2026-02-11T20:15:36.708298] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2026-02-11T20:15:36.709142] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2026-02-11T20:15:36.709195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:36.709228] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:36.709255] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:36.709312] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:36.770744] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:36.771640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:36.771726] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:36.771759] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:36.882334] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:36.882492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:36.882534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:36.882564] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:36.886052] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: UP (p=69.88%)
[2026-02-11T20:15:36.886344] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2026-02-11T20:15:36.886481] [INFO ] [sig       ] AGNCM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:37.038715] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AGNCM.txt
[2026-02-11T20:15:37.038898] [INFO ] [sig       ] [91/3412] Completed AGNCM in 0.3s | 2.82 sym/s | Total: 32.3s | ETA: 19.6m
[2026-02-11T20:15:37.038948] [INFO ] [sig       ] [92/3412] Forecasting AGNCN...
[2026-02-11T20:15:37.038980] [INFO ] [sig       ] Generating forecast for: AGNCN
[2026-02-11T20:15:37.039024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2026-02-11T20:15:37.051043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2026-02-11T20:15:37.051439] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2026-02-11T20:15:37.052338] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2026-02-11T20:15:37.052392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:37.052423] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:37.052449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:37.052506] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:37.111443] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:37.112388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:37.112475] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:37.112508] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:37.229164] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:37.229330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:37.229373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:37.229404] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:37.233232] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: DOWN (p=13.32%)
[2026-02-11T20:15:37.233523] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2026-02-11T20:15:37.233679] [INFO ] [sig       ] AGNCN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:37.377454] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AGNCN.txt
[2026-02-11T20:15:37.377650] [INFO ] [sig       ] [92/3412] Completed AGNCN in 0.3s | 2.82 sym/s | Total: 32.6s | ETA: 19.6m
[2026-02-11T20:15:37.377694] [INFO ] [sig       ] [93/3412] Forecasting AGNCO...
[2026-02-11T20:15:37.377725] [INFO ] [sig       ] Generating forecast for: AGNCO
[2026-02-11T20:15:37.377754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2026-02-11T20:15:37.389805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2026-02-11T20:15:37.390207] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2026-02-11T20:15:37.391070] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2026-02-11T20:15:37.391123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:37.391155] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:37.391182] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:37.391240] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:37.449348] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:37.450285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:37.450374] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:37.450407] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:37.566360] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:37.566527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:37.566587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:37.566622] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:37.570261] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2026-02-11T20:15:37.570602] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2026-02-11T20:15:37.570752] [INFO ] [sig       ] AGNCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:37.725727] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AGNCO.txt
[2026-02-11T20:15:37.725918] [INFO ] [sig       ] [93/3412] Completed AGNCO in 0.3s | 2.82 sym/s | Total: 33.0s | ETA: 19.6m
[2026-02-11T20:15:37.725970] [INFO ] [sig       ] [94/3412] Forecasting AGNCP...
[2026-02-11T20:15:37.726006] [INFO ] [sig       ] Generating forecast for: AGNCP
[2026-02-11T20:15:37.726046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2026-02-11T20:15:37.739078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2026-02-11T20:15:37.739471] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2026-02-11T20:15:37.740419] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2026-02-11T20:15:37.740473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:37.740505] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:37.740533] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:37.740610] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:37.804880] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:37.805806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:37.805901] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:37.805936] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:37.939121] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:37.939304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:37.939361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:37.939400] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:37.943869] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2026-02-11T20:15:37.944270] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2026-02-11T20:15:37.944468] [INFO ] [sig       ] AGNCP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:38.096370] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AGNCP.txt
[2026-02-11T20:15:38.096540] [INFO ] [sig       ] [94/3412] Completed AGNCP in 0.4s | 2.82 sym/s | Total: 33.3s | ETA: 19.6m
[2026-02-11T20:15:38.096611] [INFO ] [sig       ] [95/3412] Forecasting AGO...
[2026-02-11T20:15:38.096644] [INFO ] [sig       ] Generating forecast for: AGO
[2026-02-11T20:15:38.096676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2026-02-11T20:15:38.108922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2026-02-11T20:15:38.109306] [INFO ] [FORECASTER] Starting predict_future for AGO
[2026-02-11T20:15:38.110159] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2026-02-11T20:15:38.110423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:38.110456] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:38.110483] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:38.110541] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:38.174223] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:38.175200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:38.175308] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:38.175351] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:38.302099] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:38.302272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:38.302316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:38.302390] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:38.306567] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=79.73%)
[2026-02-11T20:15:38.307019] [INFO ] [FORECASTER] Completed predict_future for AGO
[2026-02-11T20:15:38.307214] [INFO ] [sig       ] AGO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:38.494025] [INFO ] [LOCAL     ] Saved forecast: AGO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AGO.txt
[2026-02-11T20:15:38.494266] [INFO ] [sig       ] [95/3412] Completed AGO in 0.4s | 2.82 sym/s | Total: 33.7s | ETA: 19.6m
[2026-02-11T20:15:38.494336] [INFO ] [sig       ] [96/3412] Forecasting AGRO...
[2026-02-11T20:15:38.494383] [INFO ] [sig       ] Generating forecast for: AGRO
[2026-02-11T20:15:38.494434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2026-02-11T20:15:38.520004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2026-02-11T20:15:38.520879] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2026-02-11T20:15:38.522625] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2026-02-11T20:15:38.522733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:38.522797] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:38.522849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:38.522944] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:38.610953] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:38.612730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:38.612920] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:38.612959] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:38.772956] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:38.773254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:38.773327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:38.773386] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:38.780914] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=72.38%)
[2026-02-11T20:15:38.781749] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2026-02-11T20:15:38.782039] [INFO ] [sig       ] AGRO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:39.007068] [INFO ] [LOCAL     ] Saved forecast: AGRO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AGRO.txt
[2026-02-11T20:15:39.007308] [INFO ] [sig       ] [96/3412] Completed AGRO in 0.5s | 2.80 sym/s | Total: 34.3s | ETA: 19.7m
[2026-02-11T20:15:39.007377] [INFO ] [sig       ] [97/3412] Forecasting AGX...
[2026-02-11T20:15:39.007428] [INFO ] [sig       ] Generating forecast for: AGX
[2026-02-11T20:15:39.007555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2026-02-11T20:15:39.057907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2026-02-11T20:15:39.058469] [INFO ] [FORECASTER] Starting predict_future for AGX
[2026-02-11T20:15:39.059876] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2026-02-11T20:15:39.059958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:39.060003] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:39.060047] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:39.060146] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:39.184187] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:39.185255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:39.185357] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:39.185392] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:39.359490] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:39.360165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:39.360251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:39.360296] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:39.366983] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=58.55%)
[2026-02-11T20:15:39.367470] [INFO ] [FORECASTER] Completed predict_future for AGX
[2026-02-11T20:15:39.367709] [INFO ] [sig       ] AGX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:39.534095] [INFO ] [LOCAL     ] Saved forecast: AGX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AGX.txt
[2026-02-11T20:15:39.534276] [INFO ] [sig       ] [97/3412] Completed AGX in 0.5s | 2.79 sym/s | Total: 34.8s | ETA: 19.8m
[2026-02-11T20:15:39.534321] [INFO ] [sig       ] [98/3412] Forecasting AGYS...
[2026-02-11T20:15:39.534352] [INFO ] [sig       ] Generating forecast for: AGYS
[2026-02-11T20:15:39.534382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2026-02-11T20:15:39.549631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2026-02-11T20:15:39.550069] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2026-02-11T20:15:39.551033] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2026-02-11T20:15:39.551106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:39.551153] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:39.551181] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:39.551241] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:39.611652] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:39.612875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:39.612985] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:39.613021] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:39.753475] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:39.753653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:39.753738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:39.753770] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:39.757837] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: DOWN (p=16.78%)
[2026-02-11T20:15:39.758147] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2026-02-11T20:15:39.758287] [INFO ] [sig       ] AGYS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:39.903098] [INFO ] [LOCAL     ] Saved forecast: AGYS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AGYS.txt
[2026-02-11T20:15:39.903238] [INFO ] [sig       ] [98/3412] Completed AGYS in 0.4s | 2.79 sym/s | Total: 35.1s | ETA: 19.8m
[2026-02-11T20:15:39.903280] [INFO ] [sig       ] [99/3412] Forecasting AGZD...
[2026-02-11T20:15:39.903310] [INFO ] [sig       ] Generating forecast for: AGZD
[2026-02-11T20:15:39.903340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2026-02-11T20:15:39.916909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2026-02-11T20:15:39.917471] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2026-02-11T20:15:39.918510] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2026-02-11T20:15:39.918564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:39.918628] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:39.918657] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:39.918725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:39.978703] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:39.979617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:39.979708] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:39.979742] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:40.100540] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:40.100736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:40.100790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:40.100821] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:40.104497] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: DOWN (p=20.82%)
[2026-02-11T20:15:40.104820] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2026-02-11T20:15:40.104960] [INFO ] [sig       ] AGZD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:40.253978] [INFO ] [LOCAL     ] Saved forecast: AGZD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AGZD.txt
[2026-02-11T20:15:40.254132] [INFO ] [sig       ] [99/3412] Completed AGZD in 0.4s | 2.79 sym/s | Total: 35.5s | ETA: 19.8m
[2026-02-11T20:15:40.254173] [INFO ] [sig       ] [100/3412] Forecasting AHCO...
[2026-02-11T20:15:40.254202] [INFO ] [sig       ] Generating forecast for: AHCO
[2026-02-11T20:15:40.254233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2026-02-11T20:15:40.267106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2026-02-11T20:15:40.267501] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2026-02-11T20:15:40.268391] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2026-02-11T20:15:40.268446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:40.268479] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:40.268507] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:40.268596] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:40.333615] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:40.334789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:40.334889] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:40.334942] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:40.458502] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:40.458684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:40.458729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:40.458760] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:40.462365] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: DOWN (p=12.65%)
[2026-02-11T20:15:40.462707] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2026-02-11T20:15:40.462856] [INFO ] [sig       ] AHCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:40.617409] [INFO ] [LOCAL     ] Saved forecast: AHCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AHCO.txt
[2026-02-11T20:15:40.617602] [INFO ] [sig       ] [100/3412] Completed AHCO in 0.4s | 2.79 sym/s | Total: 35.9s | ETA: 19.8m
[2026-02-11T20:15:40.617662] [INFO ] [sig       ] [101/3412] Forecasting AHH...
[2026-02-11T20:15:40.617700] [INFO ] [sig       ] Generating forecast for: AHH
[2026-02-11T20:15:40.617732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2026-02-11T20:15:40.630310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2026-02-11T20:15:40.630713] [INFO ] [FORECASTER] Starting predict_future for AHH
[2026-02-11T20:15:40.631602] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2026-02-11T20:15:40.631667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:40.631701] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:40.631731] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:40.631794] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:40.694303] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:40.695208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:40.695299] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:40.695333] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:40.826410] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:40.826588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:40.826634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:40.826664] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:40.831028] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=62.05%)
[2026-02-11T20:15:40.831322] [INFO ] [FORECASTER] Completed predict_future for AHH
[2026-02-11T20:15:40.831462] [INFO ] [sig       ] AHH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:40.981751] [INFO ] [LOCAL     ] Saved forecast: AHH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AHH.txt
[2026-02-11T20:15:40.981915] [INFO ] [sig       ] [101/3412] Completed AHH in 0.4s | 2.79 sym/s | Total: 36.2s | ETA: 19.8m
[2026-02-11T20:15:40.981957] [INFO ] [sig       ] [102/3412] Forecasting AI...
[2026-02-11T20:15:40.981988] [INFO ] [sig       ] Generating forecast for: AI
[2026-02-11T20:15:40.982050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2026-02-11T20:15:40.996358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2026-02-11T20:15:40.996809] [INFO ] [FORECASTER] Starting predict_future for AI
[2026-02-11T20:15:40.997980] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2026-02-11T20:15:40.998035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:40.998069] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:40.998096] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:40.998339] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:41.065820] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:41.066775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:41.066865] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:41.066908] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:41.198771] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:41.198929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:41.198973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:41.199005] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:41.202859] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2026-02-11T20:15:41.203198] [INFO ] [FORECASTER] Completed predict_future for AI
[2026-02-11T20:15:41.203358] [INFO ] [sig       ] AI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:41.344922] [INFO ] [LOCAL     ] Saved forecast: AI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AI.txt
[2026-02-11T20:15:41.345071] [INFO ] [sig       ] [102/3412] Completed AI in 0.4s | 2.79 sym/s | Total: 36.6s | ETA: 19.8m
[2026-02-11T20:15:41.345115] [INFO ] [sig       ] [103/3412] Forecasting AIA...
[2026-02-11T20:15:41.345146] [INFO ] [sig       ] Generating forecast for: AIA
[2026-02-11T20:15:41.345178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2026-02-11T20:15:41.361665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2026-02-11T20:15:41.362021] [INFO ] [FORECASTER] Starting predict_future for AIA
[2026-02-11T20:15:41.362923] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2026-02-11T20:15:41.362988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:41.363029] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:41.363057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:41.363119] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:41.427686] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:41.428561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:41.428671] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:41.428705] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:41.555635] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:41.555803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:41.555866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:41.555911] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:41.559906] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2026-02-11T20:15:41.560231] [INFO ] [FORECASTER] Completed predict_future for AIA
[2026-02-11T20:15:41.560390] [INFO ] [sig       ] AIA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:41.708151] [INFO ] [LOCAL     ] Saved forecast: AIA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AIA.txt
[2026-02-11T20:15:41.708328] [INFO ] [sig       ] [103/3412] Completed AIA in 0.4s | 2.79 sym/s | Total: 37.0s | ETA: 19.8m
[2026-02-11T20:15:41.708394] [INFO ] [sig       ] [104/3412] Forecasting AIG...
[2026-02-11T20:15:41.708437] [INFO ] [sig       ] Generating forecast for: AIG
[2026-02-11T20:15:41.708472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2026-02-11T20:15:41.722808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2026-02-11T20:15:41.723261] [INFO ] [FORECASTER] Starting predict_future for AIG
[2026-02-11T20:15:41.724200] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2026-02-11T20:15:41.724255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:41.724289] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:41.724315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:41.724373] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:41.790118] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:41.791270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:41.791396] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:41.791431] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:41.939698] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:41.939893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:41.939952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:41.939984] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:41.944073] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=83.46%)
[2026-02-11T20:15:41.944462] [INFO ] [FORECASTER] Completed predict_future for AIG
[2026-02-11T20:15:41.944639] [INFO ] [sig       ] AIG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:42.093874] [INFO ] [LOCAL     ] Saved forecast: AIG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AIG.txt
[2026-02-11T20:15:42.094009] [INFO ] [sig       ] [104/3412] Completed AIG in 0.4s | 2.79 sym/s | Total: 37.3s | ETA: 19.8m
[2026-02-11T20:15:42.094055] [INFO ] [sig       ] [105/3412] Forecasting AIMD...
[2026-02-11T20:15:42.094084] [INFO ] [sig       ] Generating forecast for: AIMD
[2026-02-11T20:15:42.094125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2026-02-11T20:15:42.108064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2026-02-11T20:15:42.108531] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2026-02-11T20:15:42.109598] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2026-02-11T20:15:42.109650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:42.109682] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:42.109709] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:42.109773] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:42.169816] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:42.170686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:42.170768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:42.170800] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:42.285942] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:42.286104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:42.286144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:42.286173] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:42.289738] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2026-02-11T20:15:42.290017] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2026-02-11T20:15:42.290150] [INFO ] [sig       ] AIMD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:42.431742] [INFO ] [LOCAL     ] Saved forecast: AIMD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AIMD.txt
[2026-02-11T20:15:42.431874] [INFO ] [sig       ] [105/3412] Completed AIMD in 0.3s | 2.79 sym/s | Total: 37.7s | ETA: 19.8m
[2026-02-11T20:15:42.431913] [INFO ] [sig       ] [106/3412] Forecasting AIO...
[2026-02-11T20:15:42.431941] [INFO ] [sig       ] Generating forecast for: AIO
[2026-02-11T20:15:42.431972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2026-02-11T20:15:42.444487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2026-02-11T20:15:42.444781] [INFO ] [FORECASTER] Starting predict_future for AIO
[2026-02-11T20:15:42.445603] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2026-02-11T20:15:42.445656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:42.445688] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:42.445714] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:42.445770] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:42.504049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:42.504890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:42.504976] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:42.505008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:42.624151] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:42.624309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:42.624350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:42.624379] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:42.627922] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=39.58%)
[2026-02-11T20:15:42.628245] [INFO ] [FORECASTER] Completed predict_future for AIO
[2026-02-11T20:15:42.628384] [INFO ] [sig       ] AIO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:42.775526] [INFO ] [LOCAL     ] Saved forecast: AIO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AIO.txt
[2026-02-11T20:15:42.775705] [INFO ] [sig       ] [106/3412] Completed AIO in 0.3s | 2.79 sym/s | Total: 38.0s | ETA: 19.8m
[2026-02-11T20:15:42.775747] [INFO ] [sig       ] [107/3412] Forecasting AIP...
[2026-02-11T20:15:42.775778] [INFO ] [sig       ] Generating forecast for: AIP
[2026-02-11T20:15:42.775814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2026-02-11T20:15:42.788585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2026-02-11T20:15:42.789017] [INFO ] [FORECASTER] Starting predict_future for AIP
[2026-02-11T20:15:42.789940] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2026-02-11T20:15:42.789994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:42.790036] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:42.790064] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:42.790143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:42.847974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:42.848906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:42.849033] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:42.849075] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:42.972808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:42.972972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:42.973022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:42.973060] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:42.977129] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=11.14%)
[2026-02-11T20:15:42.977540] [INFO ] [FORECASTER] Completed predict_future for AIP
[2026-02-11T20:15:42.977728] [INFO ] [sig       ] AIP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:43.125305] [INFO ] [LOCAL     ] Saved forecast: AIP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AIP.txt
[2026-02-11T20:15:43.125459] [INFO ] [sig       ] [107/3412] Completed AIP in 0.3s | 2.79 sym/s | Total: 38.4s | ETA: 19.8m
[2026-02-11T20:15:43.125499] [INFO ] [sig       ] [108/3412] Forecasting AIPI...
[2026-02-11T20:15:43.125530] [INFO ] [sig       ] Generating forecast for: AIPI
[2026-02-11T20:15:43.125560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2026-02-11T20:15:43.138427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2026-02-11T20:15:43.138789] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2026-02-11T20:15:43.139650] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2026-02-11T20:15:43.139717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:43.139758] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:43.139801] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:43.139872] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:43.198830] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:43.199538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:43.199638] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:43.199671] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:43.321840] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:43.322001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:43.322059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:43.322091] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:43.325837] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=69.39%)
[2026-02-11T20:15:43.326169] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2026-02-11T20:15:43.326491] [INFO ] [sig       ] AIPI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:43.475914] [INFO ] [LOCAL     ] Saved forecast: AIPI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AIPI.txt
[2026-02-11T20:15:43.476064] [INFO ] [sig       ] [108/3412] Completed AIPI in 0.4s | 2.79 sym/s | Total: 38.7s | ETA: 19.7m
[2026-02-11T20:15:43.476109] [INFO ] [sig       ] [109/3412] Forecasting AIQ...
[2026-02-11T20:15:43.476152] [INFO ] [sig       ] Generating forecast for: AIQ
[2026-02-11T20:15:43.476187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2026-02-11T20:15:43.490566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2026-02-11T20:15:43.490929] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2026-02-11T20:15:43.491844] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2026-02-11T20:15:43.491898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:43.491929] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:43.491955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:43.492015] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:43.554264] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:43.555260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:43.555383] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:43.555420] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:43.680715] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:43.680871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:43.680912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:43.680941] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:43.684412] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=78.64%)
[2026-02-11T20:15:43.684715] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2026-02-11T20:15:43.684850] [INFO ] [sig       ] AIQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:43.827476] [INFO ] [LOCAL     ] Saved forecast: AIQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AIQ.txt
[2026-02-11T20:15:43.827652] [INFO ] [sig       ] [109/3412] Completed AIQ in 0.4s | 2.79 sym/s | Total: 39.1s | ETA: 19.7m
[2026-02-11T20:15:43.827694] [INFO ] [sig       ] [110/3412] Forecasting AIRG...
[2026-02-11T20:15:43.827724] [INFO ] [sig       ] Generating forecast for: AIRG
[2026-02-11T20:15:43.827754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2026-02-11T20:15:43.839472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2026-02-11T20:15:43.839911] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2026-02-11T20:15:43.840778] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2026-02-11T20:15:43.840832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:43.840864] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:43.840890] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:43.840946] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:43.902452] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:43.903553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:43.903663] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:43.903699] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:44.011211] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:44.011374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:44.011416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:44.011445] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:44.015173] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=62.74%)
[2026-02-11T20:15:44.015485] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2026-02-11T20:15:44.015647] [INFO ] [sig       ] AIRG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:44.162185] [INFO ] [LOCAL     ] Saved forecast: AIRG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AIRG.txt
[2026-02-11T20:15:44.162342] [INFO ] [sig       ] [110/3412] Completed AIRG in 0.3s | 2.79 sym/s | Total: 39.4s | ETA: 19.7m
[2026-02-11T20:15:44.162380] [INFO ] [sig       ] [111/3412] Forecasting AIRJ...
[2026-02-11T20:15:44.162411] [INFO ] [sig       ] Generating forecast for: AIRJ
[2026-02-11T20:15:44.162441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2026-02-11T20:15:44.175563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2026-02-11T20:15:44.175953] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2026-02-11T20:15:44.176997] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2026-02-11T20:15:44.177050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:44.177083] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:44.177109] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:44.177167] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:44.242546] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:44.243650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:44.243747] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:44.243782] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:44.376951] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:44.377142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:44.377187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:44.377216] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:44.380897] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: UP (p=58.50%)
[2026-02-11T20:15:44.381200] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2026-02-11T20:15:44.381342] [INFO ] [sig       ] AIRJ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:44.529962] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AIRJ.txt
[2026-02-11T20:15:44.530146] [INFO ] [sig       ] [111/3412] Completed AIRJ in 0.4s | 2.79 sym/s | Total: 39.8s | ETA: 19.7m
[2026-02-11T20:15:44.530184] [INFO ] [sig       ] [112/3412] Forecasting AIRS...
[2026-02-11T20:15:44.530214] [INFO ] [sig       ] Generating forecast for: AIRS
[2026-02-11T20:15:44.530244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2026-02-11T20:15:44.542197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2026-02-11T20:15:44.542603] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2026-02-11T20:15:44.543456] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2026-02-11T20:15:44.543541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:44.543605] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:44.543636] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:44.543693] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:44.608869] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:44.610026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:44.610135] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:44.610171] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:44.736363] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:44.736524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:44.736566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:44.736618] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:44.740174] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=34.09%)
[2026-02-11T20:15:44.740462] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2026-02-11T20:15:44.740617] [INFO ] [sig       ] AIRS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:44.886185] [INFO ] [LOCAL     ] Saved forecast: AIRS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AIRS.txt
[2026-02-11T20:15:44.886354] [INFO ] [sig       ] [112/3412] Completed AIRS in 0.4s | 2.79 sym/s | Total: 40.1s | ETA: 19.7m
[2026-02-11T20:15:44.886413] [INFO ] [sig       ] [113/3412] Forecasting AISP...
[2026-02-11T20:15:44.886445] [INFO ] [sig       ] Generating forecast for: AISP
[2026-02-11T20:15:44.886476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2026-02-11T20:15:44.898079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2026-02-11T20:15:44.898428] [INFO ] [FORECASTER] Starting predict_future for AISP
[2026-02-11T20:15:44.899308] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2026-02-11T20:15:44.899362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:44.899395] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:44.899422] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:44.899479] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:44.958700] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:44.959593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:44.959683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:44.959718] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:45.085933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:45.086127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:45.086172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:45.086202] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:45.090008] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=75.56%)
[2026-02-11T20:15:45.090321] [INFO ] [FORECASTER] Completed predict_future for AISP
[2026-02-11T20:15:45.090462] [INFO ] [sig       ] AISP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:45.233587] [INFO ] [LOCAL     ] Saved forecast: AISP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AISP.txt
[2026-02-11T20:15:45.233733] [INFO ] [sig       ] [113/3412] Completed AISP in 0.3s | 2.79 sym/s | Total: 40.5s | ETA: 19.7m
[2026-02-11T20:15:45.233774] [INFO ] [sig       ] [114/3412] Forecasting AIZN...
[2026-02-11T20:15:45.233802] [INFO ] [sig       ] Generating forecast for: AIZN
[2026-02-11T20:15:45.233832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2026-02-11T20:15:45.246035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2026-02-11T20:15:45.246351] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2026-02-11T20:15:45.247173] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2026-02-11T20:15:45.247226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:45.247258] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:45.247285] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:45.247341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:45.306588] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:45.307385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:45.307502] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:45.307537] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:45.420072] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:45.420235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:45.420275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:45.420304] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:45.423770] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2026-02-11T20:15:45.424047] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2026-02-11T20:15:45.424180] [INFO ] [sig       ] AIZN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:45.565597] [INFO ] [LOCAL     ] Saved forecast: AIZN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AIZN.txt
[2026-02-11T20:15:45.565746] [INFO ] [sig       ] [114/3412] Completed AIZN in 0.3s | 2.79 sym/s | Total: 40.8s | ETA: 19.7m
[2026-02-11T20:15:45.565807] [INFO ] [sig       ] [115/3412] Forecasting AJG...
[2026-02-11T20:15:45.565837] [INFO ] [sig       ] Generating forecast for: AJG
[2026-02-11T20:15:45.565868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2026-02-11T20:15:45.578021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2026-02-11T20:15:45.578346] [INFO ] [FORECASTER] Starting predict_future for AJG
[2026-02-11T20:15:45.579204] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2026-02-11T20:15:45.579258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:45.579290] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:45.579317] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:45.579374] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:45.637238] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:45.638136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:45.638223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:45.638256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:45.761644] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:45.761807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:45.761885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:45.761915] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:45.765440] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=82.46%)
[2026-02-11T20:15:45.765750] [INFO ] [FORECASTER] Completed predict_future for AJG
[2026-02-11T20:15:45.765885] [INFO ] [sig       ] AJG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:45.924705] [INFO ] [LOCAL     ] Saved forecast: AJG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AJG.txt
[2026-02-11T20:15:45.924893] [INFO ] [sig       ] [115/3412] Completed AJG in 0.4s | 2.79 sym/s | Total: 41.2s | ETA: 19.7m
[2026-02-11T20:15:45.924956] [INFO ] [sig       ] [116/3412] Forecasting AKAM...
[2026-02-11T20:15:45.924999] [INFO ] [sig       ] Generating forecast for: AKAM
[2026-02-11T20:15:45.925031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2026-02-11T20:15:45.938489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2026-02-11T20:15:45.938933] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2026-02-11T20:15:45.940039] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2026-02-11T20:15:45.940093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:45.940126] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:45.940153] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:45.940210] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:46.000005] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:46.001049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:46.001175] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:46.001220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:46.127380] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:46.127562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:46.127622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:46.127652] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:46.131248] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2026-02-11T20:15:46.131544] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2026-02-11T20:15:46.131701] [INFO ] [sig       ] AKAM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:46.273552] [INFO ] [LOCAL     ] Saved forecast: AKAM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AKAM.txt
[2026-02-11T20:15:46.273734] [INFO ] [sig       ] [116/3412] Completed AKAM in 0.3s | 2.79 sym/s | Total: 41.5s | ETA: 19.7m
[2026-02-11T20:15:46.273775] [INFO ] [sig       ] [117/3412] Forecasting AKBA...
[2026-02-11T20:15:46.273805] [INFO ] [sig       ] Generating forecast for: AKBA
[2026-02-11T20:15:46.273834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2026-02-11T20:15:46.286493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2026-02-11T20:15:46.286903] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2026-02-11T20:15:46.287960] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2026-02-11T20:15:46.288017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:46.288050] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:46.288079] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:46.288139] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:46.348477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:46.349412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:46.349505] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:46.349539] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:46.480055] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:46.480214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:46.480259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:46.480288] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:46.483985] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: DOWN (p=32.36%)
[2026-02-11T20:15:46.484295] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2026-02-11T20:15:46.484437] [INFO ] [sig       ] AKBA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:46.629794] [INFO ] [LOCAL     ] Saved forecast: AKBA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AKBA.txt
[2026-02-11T20:15:46.629949] [INFO ] [sig       ] [117/3412] Completed AKBA in 0.4s | 2.79 sym/s | Total: 41.9s | ETA: 19.7m
[2026-02-11T20:15:46.629988] [INFO ] [sig       ] [118/3412] Forecasting AL...
[2026-02-11T20:15:46.630021] [INFO ] [sig       ] Generating forecast for: AL
[2026-02-11T20:15:46.630055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2026-02-11T20:15:46.641826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2026-02-11T20:15:46.642222] [INFO ] [FORECASTER] Starting predict_future for AL
[2026-02-11T20:15:46.643153] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2026-02-11T20:15:46.643208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:46.643240] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:46.643267] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:46.643327] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:46.707931] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:46.709099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:46.709191] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:46.709225] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:46.840531] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:46.840708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:46.840756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:46.840786] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:46.844646] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=76.88%)
[2026-02-11T20:15:46.844974] [INFO ] [FORECASTER] Completed predict_future for AL
[2026-02-11T20:15:46.845132] [INFO ] [sig       ] AL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:46.995551] [INFO ] [LOCAL     ] Saved forecast: AL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AL.txt
[2026-02-11T20:15:46.995749] [INFO ] [sig       ] [118/3412] Completed AL in 0.4s | 2.79 sym/s | Total: 42.2s | ETA: 19.7m
[2026-02-11T20:15:46.995796] [INFO ] [sig       ] [119/3412] Forecasting ALAB...
[2026-02-11T20:15:46.995825] [INFO ] [sig       ] Generating forecast for: ALAB
[2026-02-11T20:15:46.995883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2026-02-11T20:15:47.007487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2026-02-11T20:15:47.007815] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2026-02-11T20:15:47.008651] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2026-02-11T20:15:47.008706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:47.008738] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:47.008765] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:47.008822] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:47.067710] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:47.068383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:47.068471] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:47.068503] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:47.191247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:47.191407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:47.191449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:47.191494] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:47.195167] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2026-02-11T20:15:47.195459] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2026-02-11T20:15:47.195613] [INFO ] [sig       ] ALAB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:47.342175] [INFO ] [LOCAL     ] Saved forecast: ALAB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ALAB.txt
[2026-02-11T20:15:47.342340] [INFO ] [sig       ] [119/3412] Completed ALAB in 0.3s | 2.79 sym/s | Total: 42.6s | ETA: 19.6m
[2026-02-11T20:15:47.342382] [INFO ] [sig       ] [120/3412] Forecasting ALB...
[2026-02-11T20:15:47.342411] [INFO ] [sig       ] Generating forecast for: ALB
[2026-02-11T20:15:47.342441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2026-02-11T20:15:47.359316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2026-02-11T20:15:47.359694] [INFO ] [FORECASTER] Starting predict_future for ALB
[2026-02-11T20:15:47.360633] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2026-02-11T20:15:47.360688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:47.360722] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:47.360751] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:47.360811] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:47.419841] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:47.420829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:47.420915] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:47.420948] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:47.545678] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:47.545843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:47.545883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:47.545917] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:47.549829] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=16.67%)
[2026-02-11T20:15:47.550160] [INFO ] [FORECASTER] Completed predict_future for ALB
[2026-02-11T20:15:47.550304] [INFO ] [sig       ] ALB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:47.708590] [INFO ] [LOCAL     ] Saved forecast: ALB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALB.txt
[2026-02-11T20:15:47.708766] [INFO ] [sig       ] [120/3412] Completed ALB in 0.4s | 2.79 sym/s | Total: 43.0s | ETA: 19.6m
[2026-02-11T20:15:47.708806] [INFO ] [sig       ] [121/3412] Forecasting ALC...
[2026-02-11T20:15:47.708838] [INFO ] [sig       ] Generating forecast for: ALC
[2026-02-11T20:15:47.708871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2026-02-11T20:15:47.723325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2026-02-11T20:15:47.723779] [INFO ] [FORECASTER] Starting predict_future for ALC
[2026-02-11T20:15:47.724693] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2026-02-11T20:15:47.724751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:47.724784] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:47.724811] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:47.724868] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:47.790035] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:47.790962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:47.791052] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:47.791100] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:47.925714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:47.925877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:47.925920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:47.925949] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:47.929691] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2026-02-11T20:15:47.930021] [INFO ] [FORECASTER] Completed predict_future for ALC
[2026-02-11T20:15:47.930183] [INFO ] [sig       ] ALC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:48.086720] [INFO ] [LOCAL     ] Saved forecast: ALC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALC.txt
[2026-02-11T20:15:48.086889] [INFO ] [sig       ] [121/3412] Completed ALC in 0.4s | 2.79 sym/s | Total: 43.3s | ETA: 19.6m
[2026-02-11T20:15:48.086931] [INFO ] [sig       ] [122/3412] Forecasting ALCO...
[2026-02-11T20:15:48.086963] [INFO ] [sig       ] Generating forecast for: ALCO
[2026-02-11T20:15:48.086993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2026-02-11T20:15:48.100592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2026-02-11T20:15:48.101005] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2026-02-11T20:15:48.101904] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2026-02-11T20:15:48.101958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:48.101991] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:48.102018] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:48.102088] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:48.171189] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:48.172277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:48.172368] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:48.172402] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:48.293755] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:48.293935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:48.293978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:48.294009] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:48.297947] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2026-02-11T20:15:48.298399] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2026-02-11T20:15:48.298614] [INFO ] [sig       ] ALCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:48.450755] [INFO ] [LOCAL     ] Saved forecast: ALCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALCO.txt
[2026-02-11T20:15:48.450904] [INFO ] [sig       ] [122/3412] Completed ALCO in 0.4s | 2.79 sym/s | Total: 43.7s | ETA: 19.6m
[2026-02-11T20:15:48.450945] [INFO ] [sig       ] [123/3412] Forecasting ALDX...
[2026-02-11T20:15:48.450986] [INFO ] [sig       ] Generating forecast for: ALDX
[2026-02-11T20:15:48.451028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2026-02-11T20:15:48.464086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2026-02-11T20:15:48.464437] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2026-02-11T20:15:48.465402] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2026-02-11T20:15:48.465458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:48.465493] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:48.465521] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:48.465609] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:48.526730] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:48.527463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:48.527549] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:48.527614] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:48.652557] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:48.652749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:48.652795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:48.652827] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:48.656655] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: DOWN (p=13.03%)
[2026-02-11T20:15:48.656992] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2026-02-11T20:15:48.657154] [INFO ] [sig       ] ALDX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:48.804200] [INFO ] [LOCAL     ] Saved forecast: ALDX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALDX.txt
[2026-02-11T20:15:48.804373] [INFO ] [sig       ] [123/3412] Completed ALDX in 0.4s | 2.79 sym/s | Total: 44.1s | ETA: 19.6m
[2026-02-11T20:15:48.804416] [INFO ] [sig       ] [124/3412] Forecasting ALEX...
[2026-02-11T20:15:48.804445] [INFO ] [sig       ] Generating forecast for: ALEX
[2026-02-11T20:15:48.804476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2026-02-11T20:15:48.817337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2026-02-11T20:15:48.817756] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2026-02-11T20:15:48.818596] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2026-02-11T20:15:48.818650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:48.818682] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:48.818708] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:48.818766] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:48.878800] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:48.879714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:48.879808] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:48.879840] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:49.011722] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:49.011932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:49.011983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:49.012013] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:49.016266] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: UP (p=93.12%)
[2026-02-11T20:15:49.016609] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2026-02-11T20:15:49.016767] [INFO ] [sig       ] ALEX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:49.165141] [INFO ] [LOCAL     ] Saved forecast: ALEX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ALEX.txt
[2026-02-11T20:15:49.165303] [INFO ] [sig       ] [124/3412] Completed ALEX in 0.4s | 2.79 sym/s | Total: 44.4s | ETA: 19.6m
[2026-02-11T20:15:49.165352] [INFO ] [sig       ] [125/3412] Forecasting ALG...
[2026-02-11T20:15:49.165384] [INFO ] [sig       ] Generating forecast for: ALG
[2026-02-11T20:15:49.165416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2026-02-11T20:15:49.179299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2026-02-11T20:15:49.179644] [INFO ] [FORECASTER] Starting predict_future for ALG
[2026-02-11T20:15:49.180482] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2026-02-11T20:15:49.180545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:49.180600] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:49.180631] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:49.180690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:49.242184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:49.242928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:49.243012] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:49.243045] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:49.404384] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:49.404613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:49.404680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:49.404725] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:49.410385] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=47.49%)
[2026-02-11T20:15:49.410963] [INFO ] [FORECASTER] Completed predict_future for ALG
[2026-02-11T20:15:49.411231] [INFO ] [sig       ] ALG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:49.559028] [INFO ] [LOCAL     ] Saved forecast: ALG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALG.txt
[2026-02-11T20:15:49.559166] [INFO ] [sig       ] [125/3412] Completed ALG in 0.4s | 2.79 sym/s | Total: 44.8s | ETA: 19.6m
[2026-02-11T20:15:49.559207] [INFO ] [sig       ] [126/3412] Forecasting ALGM...
[2026-02-11T20:15:49.559236] [INFO ] [sig       ] Generating forecast for: ALGM
[2026-02-11T20:15:49.559265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2026-02-11T20:15:49.572037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2026-02-11T20:15:49.572347] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2026-02-11T20:15:49.573230] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2026-02-11T20:15:49.573292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:49.573331] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:49.573360] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:49.573419] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:49.634766] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:49.635538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:49.635645] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:49.635681] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:49.773890] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:49.774080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:49.774127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:49.774162] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:49.778392] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: UP (p=73.38%)
[2026-02-11T20:15:49.778739] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2026-02-11T20:15:49.778888] [INFO ] [sig       ] ALGM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:49.930898] [INFO ] [LOCAL     ] Saved forecast: ALGM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ALGM.txt
[2026-02-11T20:15:49.931037] [INFO ] [sig       ] [126/3412] Completed ALGM in 0.4s | 2.79 sym/s | Total: 45.2s | ETA: 19.6m
[2026-02-11T20:15:49.931077] [INFO ] [sig       ] [127/3412] Forecasting ALGN...
[2026-02-11T20:15:49.931105] [INFO ] [sig       ] Generating forecast for: ALGN
[2026-02-11T20:15:49.931133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2026-02-11T20:15:49.946711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2026-02-11T20:15:49.947054] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2026-02-11T20:15:49.948154] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2026-02-11T20:15:49.948207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:49.948240] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:49.948268] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:49.948502] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:50.010366] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:50.011122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:50.011217] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:50.011257] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:50.133431] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:50.133622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:50.133668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:50.133696] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:50.137355] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2026-02-11T20:15:50.137722] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2026-02-11T20:15:50.137868] [INFO ] [sig       ] ALGN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:50.290347] [INFO ] [LOCAL     ] Saved forecast: ALGN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALGN.txt
[2026-02-11T20:15:50.290505] [INFO ] [sig       ] [127/3412] Completed ALGN in 0.4s | 2.79 sym/s | Total: 45.5s | ETA: 19.6m
[2026-02-11T20:15:50.290588] [INFO ] [sig       ] [128/3412] Forecasting ALGS...
[2026-02-11T20:15:50.290628] [INFO ] [sig       ] Generating forecast for: ALGS
[2026-02-11T20:15:50.290661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2026-02-11T20:15:50.303532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2026-02-11T20:15:50.303956] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2026-02-11T20:15:50.304897] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2026-02-11T20:15:50.304956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:50.305001] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:50.305037] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:50.305096] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:50.363379] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:50.364206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:50.364303] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:50.364337] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:50.488820] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:50.489032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:50.489076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:50.489105] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:50.492880] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=76.80%)
[2026-02-11T20:15:50.493212] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2026-02-11T20:15:50.493363] [INFO ] [sig       ] ALGS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:50.638368] [INFO ] [LOCAL     ] Saved forecast: ALGS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ALGS.txt
[2026-02-11T20:15:50.638515] [INFO ] [sig       ] [128/3412] Completed ALGS in 0.3s | 2.79 sym/s | Total: 45.9s | ETA: 19.6m
[2026-02-11T20:15:50.638555] [INFO ] [sig       ] [129/3412] Forecasting ALHC...
[2026-02-11T20:15:50.638602] [INFO ] [sig       ] Generating forecast for: ALHC
[2026-02-11T20:15:50.638634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2026-02-11T20:15:50.652527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2026-02-11T20:15:50.652867] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2026-02-11T20:15:50.653877] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2026-02-11T20:15:50.653931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:50.653963] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:50.653990] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:50.654047] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:50.712763] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:50.713453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:50.713539] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:50.713591] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:50.833169] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:50.833332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:50.833372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:50.833401] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:50.836900] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: DOWN (p=30.66%)
[2026-02-11T20:15:50.837198] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2026-02-11T20:15:50.837336] [INFO ] [sig       ] ALHC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:50.979818] [INFO ] [LOCAL     ] Saved forecast: ALHC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALHC.txt
[2026-02-11T20:15:50.979951] [INFO ] [sig       ] [129/3412] Completed ALHC in 0.3s | 2.79 sym/s | Total: 46.2s | ETA: 19.6m
[2026-02-11T20:15:50.979991] [INFO ] [sig       ] [130/3412] Forecasting ALK...
[2026-02-11T20:15:50.980020] [INFO ] [sig       ] Generating forecast for: ALK
[2026-02-11T20:15:50.980048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2026-02-11T20:15:50.992782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2026-02-11T20:15:50.993083] [INFO ] [FORECASTER] Starting predict_future for ALK
[2026-02-11T20:15:50.993905] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2026-02-11T20:15:50.993956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:50.993988] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:50.994014] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:50.994070] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:51.052179] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:51.053038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:51.053125] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:51.053158] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:51.184774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:51.184937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:51.184980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:51.185011] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:51.188825] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=48.11%)
[2026-02-11T20:15:51.189137] [INFO ] [FORECASTER] Completed predict_future for ALK
[2026-02-11T20:15:51.189290] [INFO ] [sig       ] ALK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:51.401757] [INFO ] [LOCAL     ] Saved forecast: ALK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALK.txt
[2026-02-11T20:15:51.401921] [INFO ] [sig       ] [130/3412] Completed ALK in 0.4s | 2.79 sym/s | Total: 46.6s | ETA: 19.6m
[2026-02-11T20:15:51.401959] [INFO ] [sig       ] [131/3412] Forecasting ALKS...
[2026-02-11T20:15:51.401989] [INFO ] [sig       ] Generating forecast for: ALKS
[2026-02-11T20:15:51.402019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2026-02-11T20:15:51.414605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2026-02-11T20:15:51.414916] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2026-02-11T20:15:51.415770] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2026-02-11T20:15:51.415822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:51.415853] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:51.415879] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:51.415936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:51.473430] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:51.474093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:51.474178] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:51.474211] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:51.593657] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:51.593803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:51.593841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:51.593869] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:51.597426] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: UP (p=50.49%)
[2026-02-11T20:15:51.597923] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2026-02-11T20:15:51.598054] [INFO ] [sig       ] ALKS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:51.749405] [INFO ] [LOCAL     ] Saved forecast: ALKS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ALKS.txt
[2026-02-11T20:15:51.749640] [INFO ] [sig       ] [131/3412] Completed ALKS in 0.3s | 2.79 sym/s | Total: 47.0s | ETA: 19.6m
[2026-02-11T20:15:51.749705] [INFO ] [sig       ] [132/3412] Forecasting ALL...
[2026-02-11T20:15:51.749751] [INFO ] [sig       ] Generating forecast for: ALL
[2026-02-11T20:15:51.749800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2026-02-11T20:15:51.764275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2026-02-11T20:15:51.764726] [INFO ] [FORECASTER] Starting predict_future for ALL
[2026-02-11T20:15:51.765568] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2026-02-11T20:15:51.765660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:51.765709] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:51.765749] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:51.765839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:51.841960] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:51.842960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:51.843052] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:51.843088] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:51.975947] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:51.976149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:51.976191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:51.976220] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:51.979799] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=50.04%)
[2026-02-11T20:15:51.980086] [INFO ] [FORECASTER] Completed predict_future for ALL
[2026-02-11T20:15:51.980220] [INFO ] [sig       ] ALL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:52.129915] [INFO ] [LOCAL     ] Saved forecast: ALL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ALL.txt
[2026-02-11T20:15:52.130088] [INFO ] [sig       ] [132/3412] Completed ALL in 0.4s | 2.79 sym/s | Total: 47.4s | ETA: 19.6m
[2026-02-11T20:15:52.130134] [INFO ] [sig       ] [133/3412] Forecasting ALLE...
[2026-02-11T20:15:52.130170] [INFO ] [sig       ] Generating forecast for: ALLE
[2026-02-11T20:15:52.130206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2026-02-11T20:15:52.143216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2026-02-11T20:15:52.143560] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2026-02-11T20:15:52.144475] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2026-02-11T20:15:52.144537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:52.144613] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:52.144651] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:52.144728] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:52.202155] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:52.202945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:52.203032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:52.203067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:52.322598] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:52.322741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:52.322786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:52.322814] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:52.326174] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2026-02-11T20:15:52.326455] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2026-02-11T20:15:52.326602] [INFO ] [sig       ] ALLE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:52.468030] [INFO ] [LOCAL     ] Saved forecast: ALLE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALLE.txt
[2026-02-11T20:15:52.468157] [INFO ] [sig       ] [133/3412] Completed ALLE in 0.3s | 2.79 sym/s | Total: 47.7s | ETA: 19.6m
[2026-02-11T20:15:52.468196] [INFO ] [sig       ] [134/3412] Forecasting ALLO...
[2026-02-11T20:15:52.468225] [INFO ] [sig       ] Generating forecast for: ALLO
[2026-02-11T20:15:52.468254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2026-02-11T20:15:52.481126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2026-02-11T20:15:52.481402] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2026-02-11T20:15:52.482215] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2026-02-11T20:15:52.482267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:52.482298] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:52.482323] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:52.482379] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:52.560127] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:52.561627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:52.561724] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:52.561760] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:52.696776] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:52.696949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:52.696992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:52.697019] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:52.700970] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=7.01%)
[2026-02-11T20:15:52.701265] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2026-02-11T20:15:52.701609] [INFO ] [sig       ] ALLO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:52.844454] [INFO ] [LOCAL     ] Saved forecast: ALLO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALLO.txt
[2026-02-11T20:15:52.844658] [INFO ] [sig       ] [134/3412] Completed ALLO in 0.4s | 2.79 sym/s | Total: 48.1s | ETA: 19.6m
[2026-02-11T20:15:52.844707] [INFO ] [sig       ] [135/3412] Forecasting ALLY...
[2026-02-11T20:15:52.844737] [INFO ] [sig       ] Generating forecast for: ALLY
[2026-02-11T20:15:52.844768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2026-02-11T20:15:52.858877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2026-02-11T20:15:52.859330] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2026-02-11T20:15:52.860447] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2026-02-11T20:15:52.860511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:52.860547] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:52.860597] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:52.860662] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:52.926146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:52.927123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:52.927216] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:52.927251] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:53.052689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:53.052854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:53.052898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:53.052927] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:53.056699] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=29.62%)
[2026-02-11T20:15:53.057014] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2026-02-11T20:15:53.057160] [INFO ] [sig       ] ALLY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:53.215997] [INFO ] [LOCAL     ] Saved forecast: ALLY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALLY.txt
[2026-02-11T20:15:53.216165] [INFO ] [sig       ] [135/3412] Completed ALLY in 0.4s | 2.79 sym/s | Total: 48.5s | ETA: 19.6m
[2026-02-11T20:15:53.216251] [INFO ] [sig       ] [136/3412] Forecasting ALMS...
[2026-02-11T20:15:53.216292] [INFO ] [sig       ] Generating forecast for: ALMS
[2026-02-11T20:15:53.216330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2026-02-11T20:15:53.228667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2026-02-11T20:15:53.229051] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2026-02-11T20:15:53.230000] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2026-02-11T20:15:53.230067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:53.230102] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:53.230131] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:53.230191] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:53.296340] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:53.297292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:53.297383] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:53.297423] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:53.428038] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:53.428203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:53.428252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:53.428287] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:53.431851] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: UP (p=77.40%)
[2026-02-11T20:15:53.432154] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2026-02-11T20:15:53.432318] [INFO ] [sig       ] ALMS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:53.581633] [INFO ] [LOCAL     ] Saved forecast: ALMS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ALMS.txt
[2026-02-11T20:15:53.581790] [INFO ] [sig       ] [136/3412] Completed ALMS in 0.4s | 2.79 sym/s | Total: 48.8s | ETA: 19.6m
[2026-02-11T20:15:53.581831] [INFO ] [sig       ] [137/3412] Forecasting ALNY...
[2026-02-11T20:15:53.581860] [INFO ] [sig       ] Generating forecast for: ALNY
[2026-02-11T20:15:53.581891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2026-02-11T20:15:53.594697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2026-02-11T20:15:53.595034] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2026-02-11T20:15:53.596083] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2026-02-11T20:15:53.596136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:53.596168] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:53.596194] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:53.596252] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:53.656440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:53.657789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:53.657879] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:53.657912] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:53.783233] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:53.783395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:53.783436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:53.783465] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:53.786940] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: DOWN (p=41.09%)
[2026-02-11T20:15:53.787221] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2026-02-11T20:15:53.787354] [INFO ] [sig       ] ALNY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:53.936995] [INFO ] [LOCAL     ] Saved forecast: ALNY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALNY.txt
[2026-02-11T20:15:53.937149] [INFO ] [sig       ] [137/3412] Completed ALNY in 0.4s | 2.79 sym/s | Total: 49.2s | ETA: 19.6m
[2026-02-11T20:15:53.937190] [INFO ] [sig       ] [138/3412] Forecasting ALRM...
[2026-02-11T20:15:53.937219] [INFO ] [sig       ] Generating forecast for: ALRM
[2026-02-11T20:15:53.937249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2026-02-11T20:15:53.949712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2026-02-11T20:15:53.950073] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2026-02-11T20:15:53.950965] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2026-02-11T20:15:53.951019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:53.951052] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:53.951082] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:53.951141] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:54.014208] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:54.015134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:54.015223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:54.015257] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:54.145130] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:54.145288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:54.145330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:54.145362] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:54.149030] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: DOWN (p=12.94%)
[2026-02-11T20:15:54.149316] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2026-02-11T20:15:54.149451] [INFO ] [sig       ] ALRM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:54.300001] [INFO ] [LOCAL     ] Saved forecast: ALRM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALRM.txt
[2026-02-11T20:15:54.300166] [INFO ] [sig       ] [138/3412] Completed ALRM in 0.4s | 2.79 sym/s | Total: 49.5s | ETA: 19.6m
[2026-02-11T20:15:54.300206] [INFO ] [sig       ] [139/3412] Forecasting ALRS...
[2026-02-11T20:15:54.300235] [INFO ] [sig       ] Generating forecast for: ALRS
[2026-02-11T20:15:54.300269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2026-02-11T20:15:54.311759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2026-02-11T20:15:54.312159] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2026-02-11T20:15:54.313022] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2026-02-11T20:15:54.313080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:54.313112] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:54.313168] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:54.313227] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:54.373183] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:54.374121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:54.374222] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:54.374256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:54.503100] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:54.503265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:54.503307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:54.503339] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:54.506943] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=22.31%)
[2026-02-11T20:15:54.507296] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2026-02-11T20:15:54.507479] [INFO ] [sig       ] ALRS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:54.671014] [INFO ] [LOCAL     ] Saved forecast: ALRS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALRS.txt
[2026-02-11T20:15:54.671181] [INFO ] [sig       ] [139/3412] Completed ALRS in 0.4s | 2.78 sym/s | Total: 49.9s | ETA: 19.6m
[2026-02-11T20:15:54.671233] [INFO ] [sig       ] [140/3412] Forecasting ALSN...
[2026-02-11T20:15:54.671274] [INFO ] [sig       ] Generating forecast for: ALSN
[2026-02-11T20:15:54.671310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2026-02-11T20:15:54.683534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2026-02-11T20:15:54.683977] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2026-02-11T20:15:54.684935] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2026-02-11T20:15:54.684995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:54.685027] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:54.685054] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:54.685111] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:54.745272] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:54.746221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:54.746333] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:54.746367] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:54.867482] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:54.867677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:54.867719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:54.867749] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:54.871388] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=53.60%)
[2026-02-11T20:15:54.871774] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2026-02-11T20:15:54.871944] [INFO ] [sig       ] ALSN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:55.019372] [INFO ] [LOCAL     ] Saved forecast: ALSN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ALSN.txt
[2026-02-11T20:15:55.019533] [INFO ] [sig       ] [140/3412] Completed ALSN in 0.3s | 2.79 sym/s | Total: 50.3s | ETA: 19.6m
[2026-02-11T20:15:55.019609] [INFO ] [sig       ] [141/3412] Forecasting ALTG...
[2026-02-11T20:15:55.019641] [INFO ] [sig       ] Generating forecast for: ALTG
[2026-02-11T20:15:55.019672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2026-02-11T20:15:55.031546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2026-02-11T20:15:55.031971] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2026-02-11T20:15:55.032851] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2026-02-11T20:15:55.032905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:55.032937] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:55.032965] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:55.033023] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:55.091987] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:55.092912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:55.093007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:55.093040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:55.214901] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:55.215067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:55.215114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:55.215145] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:55.218817] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2026-02-11T20:15:55.219179] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2026-02-11T20:15:55.219329] [INFO ] [sig       ] ALTG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:55.366671] [INFO ] [LOCAL     ] Saved forecast: ALTG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALTG.txt
[2026-02-11T20:15:55.366835] [INFO ] [sig       ] [141/3412] Completed ALTG in 0.3s | 2.79 sym/s | Total: 50.6s | ETA: 19.6m
[2026-02-11T20:15:55.366876] [INFO ] [sig       ] [142/3412] Forecasting ALTI...
[2026-02-11T20:15:55.366905] [INFO ] [sig       ] Generating forecast for: ALTI
[2026-02-11T20:15:55.366936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2026-02-11T20:15:55.378653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2026-02-11T20:15:55.379050] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2026-02-11T20:15:55.379928] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2026-02-11T20:15:55.379986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:55.380017] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:55.380044] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:55.380102] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:55.441866] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:55.442966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:55.443060] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:55.443093] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:55.567887] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:55.568062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:55.568103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:55.568132] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:55.571804] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: DOWN (p=6.75%)
[2026-02-11T20:15:55.572135] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2026-02-11T20:15:55.572285] [INFO ] [sig       ] ALTI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:55.721644] [INFO ] [LOCAL     ] Saved forecast: ALTI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALTI.txt
[2026-02-11T20:15:55.721806] [INFO ] [sig       ] [142/3412] Completed ALTI in 0.4s | 2.79 sym/s | Total: 51.0s | ETA: 19.6m
[2026-02-11T20:15:55.721847] [INFO ] [sig       ] [143/3412] Forecasting ALTS...
[2026-02-11T20:15:55.721875] [INFO ] [sig       ] Generating forecast for: ALTS
[2026-02-11T20:15:55.721905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2026-02-11T20:15:55.734114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2026-02-11T20:15:55.734527] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2026-02-11T20:15:55.735394] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2026-02-11T20:15:55.735450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:55.735482] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:55.735509] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:55.735566] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:55.796489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:55.797488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:55.797638] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:55.797674] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:55.927111] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:55.927283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:55.927340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:55.927370] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:55.931814] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=12.31%)
[2026-02-11T20:15:55.932198] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2026-02-11T20:15:55.932375] [INFO ] [sig       ] ALTS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:56.087333] [INFO ] [LOCAL     ] Saved forecast: ALTS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALTS.txt
[2026-02-11T20:15:56.087539] [INFO ] [sig       ] [143/3412] Completed ALTS in 0.4s | 2.79 sym/s | Total: 51.3s | ETA: 19.6m
[2026-02-11T20:15:56.087610] [INFO ] [sig       ] [144/3412] Forecasting ALTY...
[2026-02-11T20:15:56.087645] [INFO ] [sig       ] Generating forecast for: ALTY
[2026-02-11T20:15:56.087678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2026-02-11T20:15:56.100248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2026-02-11T20:15:56.100700] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2026-02-11T20:15:56.101635] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2026-02-11T20:15:56.101698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:56.101732] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:56.101760] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:56.101819] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:56.165677] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:56.166835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:56.166955] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:56.166989] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:56.278334] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:56.278493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:56.278748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:56.278777] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:56.282302] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2026-02-11T20:15:56.282801] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2026-02-11T20:15:56.282939] [INFO ] [sig       ] ALTY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:56.430375] [INFO ] [LOCAL     ] Saved forecast: ALTY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ALTY.txt
[2026-02-11T20:15:56.430540] [INFO ] [sig       ] [144/3412] Completed ALTY in 0.3s | 2.79 sym/s | Total: 51.7s | ETA: 19.5m
[2026-02-11T20:15:56.430600] [INFO ] [sig       ] [145/3412] Forecasting ALVO...
[2026-02-11T20:15:56.430634] [INFO ] [sig       ] Generating forecast for: ALVO
[2026-02-11T20:15:56.430665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2026-02-11T20:15:56.442720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2026-02-11T20:15:56.443057] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2026-02-11T20:15:56.443911] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2026-02-11T20:15:56.443964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:56.443995] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:56.444022] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:56.444078] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:56.503114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:56.503984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:56.504071] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:56.504105] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:56.624751] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:56.624914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:56.624957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:56.624985] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:56.628531] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: UP (p=92.03%)
[2026-02-11T20:15:56.629019] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2026-02-11T20:15:56.629152] [INFO ] [sig       ] ALVO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:56.772705] [INFO ] [LOCAL     ] Saved forecast: ALVO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ALVO.txt
[2026-02-11T20:15:56.772849] [INFO ] [sig       ] [145/3412] Completed ALVO in 0.3s | 2.79 sym/s | Total: 52.0s | ETA: 19.5m
[2026-02-11T20:15:56.772890] [INFO ] [sig       ] [146/3412] Forecasting ALX...
[2026-02-11T20:15:56.772919] [INFO ] [sig       ] Generating forecast for: ALX
[2026-02-11T20:15:56.772949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2026-02-11T20:15:56.786062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2026-02-11T20:15:56.786612] [INFO ] [FORECASTER] Starting predict_future for ALX
[2026-02-11T20:15:56.787598] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2026-02-11T20:15:56.787657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:56.787691] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:56.787721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:56.787782] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:56.854671] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:56.855675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:56.855768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:56.855810] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:56.984031] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:56.984205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:56.984248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:56.984279] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:56.988668] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=79.40%)
[2026-02-11T20:15:56.989013] [INFO ] [FORECASTER] Completed predict_future for ALX
[2026-02-11T20:15:56.989172] [INFO ] [sig       ] ALX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:57.139057] [INFO ] [LOCAL     ] Saved forecast: ALX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ALX.txt
[2026-02-11T20:15:57.139222] [INFO ] [sig       ] [146/3412] Completed ALX in 0.4s | 2.79 sym/s | Total: 52.4s | ETA: 19.5m
[2026-02-11T20:15:57.139265] [INFO ] [sig       ] [147/3412] Forecasting ALXO...
[2026-02-11T20:15:57.139297] [INFO ] [sig       ] Generating forecast for: ALXO
[2026-02-11T20:15:57.139327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2026-02-11T20:15:57.150979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2026-02-11T20:15:57.151310] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2026-02-11T20:15:57.152146] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2026-02-11T20:15:57.152200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:57.152241] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:57.152269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:57.152330] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:57.208985] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:57.209844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:57.209931] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:57.209964] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:57.334467] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:57.334649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:57.334694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:57.334722] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:57.338404] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2026-02-11T20:15:57.338722] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2026-02-11T20:15:57.338862] [INFO ] [sig       ] ALXO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:57.488280] [INFO ] [LOCAL     ] Saved forecast: ALXO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ALXO.txt
[2026-02-11T20:15:57.488505] [INFO ] [sig       ] [147/3412] Completed ALXO in 0.3s | 2.79 sym/s | Total: 52.7s | ETA: 19.5m
[2026-02-11T20:15:57.488565] [INFO ] [sig       ] [148/3412] Forecasting ALZN...
[2026-02-11T20:15:57.488621] [INFO ] [sig       ] Generating forecast for: ALZN
[2026-02-11T20:15:57.488655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2026-02-11T20:15:57.501316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2026-02-11T20:15:57.501898] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2026-02-11T20:15:57.502821] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2026-02-11T20:15:57.502874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:57.502907] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:57.502935] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:57.502993] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:57.571653] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:57.572746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:57.572837] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:57.572874] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:57.704635] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:57.704808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:57.704855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:57.704885] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:57.708624] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2026-02-11T20:15:57.708981] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2026-02-11T20:15:57.709144] [INFO ] [sig       ] ALZN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:57.857098] [INFO ] [LOCAL     ] Saved forecast: ALZN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ALZN.txt
[2026-02-11T20:15:57.857254] [INFO ] [sig       ] [148/3412] Completed ALZN in 0.4s | 2.79 sym/s | Total: 53.1s | ETA: 19.5m
[2026-02-11T20:15:57.857297] [INFO ] [sig       ] [149/3412] Forecasting AM...
[2026-02-11T20:15:57.857328] [INFO ] [sig       ] Generating forecast for: AM
[2026-02-11T20:15:57.857361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2026-02-11T20:15:57.870294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2026-02-11T20:15:57.870859] [INFO ] [FORECASTER] Starting predict_future for AM
[2026-02-11T20:15:57.871978] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2026-02-11T20:15:57.872034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:57.872067] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:57.872096] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:57.872156] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:57.937244] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:57.938225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:57.938359] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:57.938398] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:58.070352] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:58.070518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:58.070564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:58.070619] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:58.074257] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2026-02-11T20:15:58.074555] [INFO ] [FORECASTER] Completed predict_future for AM
[2026-02-11T20:15:58.074714] [INFO ] [sig       ] AM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:58.246139] [INFO ] [LOCAL     ] Saved forecast: AM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AM.txt
[2026-02-11T20:15:58.246343] [INFO ] [sig       ] [149/3412] Completed AM in 0.4s | 2.79 sym/s | Total: 53.5s | ETA: 19.5m
[2026-02-11T20:15:58.246391] [INFO ] [sig       ] [150/3412] Forecasting AMAL...
[2026-02-11T20:15:58.246423] [INFO ] [sig       ] Generating forecast for: AMAL
[2026-02-11T20:15:58.246467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2026-02-11T20:15:58.261467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2026-02-11T20:15:58.261902] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2026-02-11T20:15:58.263088] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2026-02-11T20:15:58.263143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:58.263184] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:58.263215] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:58.263283] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:58.333158] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:58.334333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:58.334473] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:58.334525] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:58.460221] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:58.460402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:58.460445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:58.460473] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:58.464118] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=7.37%)
[2026-02-11T20:15:58.464402] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2026-02-11T20:15:58.464535] [INFO ] [sig       ] AMAL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:58.623266] [INFO ] [LOCAL     ] Saved forecast: AMAL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AMAL.txt
[2026-02-11T20:15:58.623430] [INFO ] [sig       ] [150/3412] Completed AMAL in 0.4s | 2.78 sym/s | Total: 53.9s | ETA: 19.5m
[2026-02-11T20:15:58.623476] [INFO ] [sig       ] [151/3412] Forecasting AMBA...
[2026-02-11T20:15:58.623511] [INFO ] [sig       ] Generating forecast for: AMBA
[2026-02-11T20:15:58.623542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2026-02-11T20:15:58.636213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2026-02-11T20:15:58.636625] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2026-02-11T20:15:58.637565] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2026-02-11T20:15:58.637642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:58.637685] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:58.637722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:58.637783] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:58.708625] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:58.709671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:58.709789] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:58.709824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:58.846989] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:58.847156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:58.847199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:58.847229] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:58.851285] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2026-02-11T20:15:58.851697] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2026-02-11T20:15:58.851865] [INFO ] [sig       ] AMBA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:58.995121] [INFO ] [LOCAL     ] Saved forecast: AMBA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AMBA.txt
[2026-02-11T20:15:58.995285] [INFO ] [sig       ] [151/3412] Completed AMBA in 0.4s | 2.78 sym/s | Total: 54.2s | ETA: 19.5m
[2026-02-11T20:15:58.995328] [INFO ] [sig       ] [152/3412] Forecasting AMBP...
[2026-02-11T20:15:58.995357] [INFO ] [sig       ] Generating forecast for: AMBP
[2026-02-11T20:15:58.995386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2026-02-11T20:15:59.007086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2026-02-11T20:15:59.007494] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2026-02-11T20:15:59.008395] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2026-02-11T20:15:59.008448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:59.008480] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:59.008508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:59.008564] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:59.065298] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:59.066236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:59.066339] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:59.066378] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:59.205491] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:59.205697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:59.205753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:59.205794] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:59.210742] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2026-02-11T20:15:59.211165] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2026-02-11T20:15:59.211357] [INFO ] [sig       ] AMBP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:15:59.360408] [INFO ] [LOCAL     ] Saved forecast: AMBP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMBP.txt
[2026-02-11T20:15:59.360606] [INFO ] [sig       ] [152/3412] Completed AMBP in 0.4s | 2.78 sym/s | Total: 54.6s | ETA: 19.5m
[2026-02-11T20:15:59.360650] [INFO ] [sig       ] [153/3412] Forecasting AMC...
[2026-02-11T20:15:59.360681] [INFO ] [sig       ] Generating forecast for: AMC
[2026-02-11T20:15:59.360711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2026-02-11T20:15:59.372847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2026-02-11T20:15:59.373187] [INFO ] [FORECASTER] Starting predict_future for AMC
[2026-02-11T20:15:59.374067] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2026-02-11T20:15:59.374121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:59.374155] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:59.374182] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:59.374241] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:59.433718] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:59.434555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:59.434663] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:59.434697] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:59.571853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:59.572056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:59.572118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:59.572163] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:59.577200] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=6.13%)
[2026-02-11T20:15:59.577919] [INFO ] [FORECASTER] Completed predict_future for AMC
[2026-02-11T20:15:59.578096] [INFO ] [sig       ] AMC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:15:59.739452] [INFO ] [LOCAL     ] Saved forecast: AMC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AMC.txt
[2026-02-11T20:15:59.739656] [INFO ] [sig       ] [153/3412] Completed AMC in 0.4s | 2.78 sym/s | Total: 55.0s | ETA: 19.5m
[2026-02-11T20:15:59.739701] [INFO ] [sig       ] [154/3412] Forecasting AMCX...
[2026-02-11T20:15:59.739730] [INFO ] [sig       ] Generating forecast for: AMCX
[2026-02-11T20:15:59.739773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2026-02-11T20:15:59.752794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2026-02-11T20:15:59.753193] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2026-02-11T20:15:59.754058] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2026-02-11T20:15:59.754112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:15:59.754143] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:15:59.754170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:15:59.754226] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:15:59.814960] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:15:59.816084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:15:59.816203] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:15:59.816239] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:15:59.937854] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:15:59.938022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:15:59.938063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:15:59.938107] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:15:59.941619] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2026-02-11T20:15:59.942085] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2026-02-11T20:15:59.942214] [INFO ] [sig       ] AMCX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:00.085193] [INFO ] [LOCAL     ] Saved forecast: AMCX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AMCX.txt
[2026-02-11T20:16:00.085333] [INFO ] [sig       ] [154/3412] Completed AMCX in 0.3s | 2.78 sym/s | Total: 55.3s | ETA: 19.5m
[2026-02-11T20:16:00.085374] [INFO ] [sig       ] [155/3412] Forecasting AMD...
[2026-02-11T20:16:00.085405] [INFO ] [sig       ] Generating forecast for: AMD
[2026-02-11T20:16:00.085435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2026-02-11T20:16:00.098858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2026-02-11T20:16:00.099190] [INFO ] [FORECASTER] Starting predict_future for AMD
[2026-02-11T20:16:00.100107] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2026-02-11T20:16:00.100173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:00.100221] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:00.100257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:00.100316] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:00.162076] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:00.162862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:00.162948] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:00.162980] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:00.288529] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:00.288715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:00.288757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:00.288786] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:00.292442] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2026-02-11T20:16:00.292943] [INFO ] [FORECASTER] Completed predict_future for AMD
[2026-02-11T20:16:00.293079] [INFO ] [sig       ] AMD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:00.451109] [INFO ] [LOCAL     ] Saved forecast: AMD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMD.txt
[2026-02-11T20:16:00.451276] [INFO ] [sig       ] [155/3412] Completed AMD in 0.4s | 2.78 sym/s | Total: 55.7s | ETA: 19.5m
[2026-02-11T20:16:00.451318] [INFO ] [sig       ] [156/3412] Forecasting AMDL...
[2026-02-11T20:16:00.451348] [INFO ] [sig       ] Generating forecast for: AMDL
[2026-02-11T20:16:00.451378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2026-02-11T20:16:00.466304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2026-02-11T20:16:00.466664] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2026-02-11T20:16:00.467499] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2026-02-11T20:16:00.467559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:00.470664] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:00.470698] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:00.470757] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:00.534296] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:00.535197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:00.535288] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:00.535337] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:00.663218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:00.663393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:00.663438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:00.663468] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:00.667363] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: UP (p=92.79%)
[2026-02-11T20:16:00.667806] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2026-02-11T20:16:00.667959] [INFO ] [sig       ] AMDL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:00.830461] [INFO ] [LOCAL     ] Saved forecast: AMDL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMDL.txt
[2026-02-11T20:16:00.830702] [INFO ] [sig       ] [156/3412] Completed AMDL in 0.4s | 2.78 sym/s | Total: 56.1s | ETA: 19.5m
[2026-02-11T20:16:00.830763] [INFO ] [sig       ] [157/3412] Forecasting AME...
[2026-02-11T20:16:00.830801] [INFO ] [sig       ] Generating forecast for: AME
[2026-02-11T20:16:00.830842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2026-02-11T20:16:00.846387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2026-02-11T20:16:00.846856] [INFO ] [FORECASTER] Starting predict_future for AME
[2026-02-11T20:16:00.847981] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2026-02-11T20:16:00.848054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:00.848088] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:00.848115] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:00.848177] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:00.909617] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:00.910601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:00.910718] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:00.910752] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:01.040630] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:01.040807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:01.040848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:01.040878] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:01.044796] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=80.79%)
[2026-02-11T20:16:01.045210] [INFO ] [FORECASTER] Completed predict_future for AME
[2026-02-11T20:16:01.045370] [INFO ] [sig       ] AME: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:01.200775] [INFO ] [LOCAL     ] Saved forecast: AME	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AME.txt
[2026-02-11T20:16:01.200943] [INFO ] [sig       ] [157/3412] Completed AME in 0.4s | 2.78 sym/s | Total: 56.4s | ETA: 19.5m
[2026-02-11T20:16:01.200986] [INFO ] [sig       ] [158/3412] Forecasting AMG...
[2026-02-11T20:16:01.201015] [INFO ] [sig       ] Generating forecast for: AMG
[2026-02-11T20:16:01.201045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2026-02-11T20:16:01.214266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2026-02-11T20:16:01.214917] [INFO ] [FORECASTER] Starting predict_future for AMG
[2026-02-11T20:16:01.215846] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2026-02-11T20:16:01.215913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:01.215946] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:01.215999] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:01.216059] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:01.286320] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:01.287343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:01.287476] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:01.287517] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:01.413851] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:01.414017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:01.414063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:01.414093] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:01.417930] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2026-02-11T20:16:01.418224] [INFO ] [FORECASTER] Completed predict_future for AMG
[2026-02-11T20:16:01.418371] [INFO ] [sig       ] AMG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:01.569090] [INFO ] [LOCAL     ] Saved forecast: AMG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMG.txt
[2026-02-11T20:16:01.569256] [INFO ] [sig       ] [158/3412] Completed AMG in 0.4s | 2.78 sym/s | Total: 56.8s | ETA: 19.5m
[2026-02-11T20:16:01.569298] [INFO ] [sig       ] [159/3412] Forecasting AMGN...
[2026-02-11T20:16:01.569328] [INFO ] [sig       ] Generating forecast for: AMGN
[2026-02-11T20:16:01.569364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2026-02-11T20:16:01.581980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2026-02-11T20:16:01.582345] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2026-02-11T20:16:01.583431] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2026-02-11T20:16:01.583487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:01.583519] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:01.583545] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:01.583628] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:01.644146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:01.644964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:01.645050] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:01.645083] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:01.779910] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:01.780100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:01.780166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:01.780256] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:01.785061] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=33.56%)
[2026-02-11T20:16:01.785378] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2026-02-11T20:16:01.785558] [INFO ] [sig       ] AMGN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:01.950747] [INFO ] [LOCAL     ] Saved forecast: AMGN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AMGN.txt
[2026-02-11T20:16:01.950894] [INFO ] [sig       ] [159/3412] Completed AMGN in 0.4s | 2.78 sym/s | Total: 57.2s | ETA: 19.5m
[2026-02-11T20:16:01.950935] [INFO ] [sig       ] [160/3412] Forecasting AMH...
[2026-02-11T20:16:01.950966] [INFO ] [sig       ] Generating forecast for: AMH
[2026-02-11T20:16:01.950996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2026-02-11T20:16:01.963082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2026-02-11T20:16:01.963426] [INFO ] [FORECASTER] Starting predict_future for AMH
[2026-02-11T20:16:01.964287] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2026-02-11T20:16:01.964340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:01.964372] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:01.964398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:01.964455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:02.026074] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:02.027010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:02.027100] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:02.027133] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:02.153256] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:02.153439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:02.153504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:02.153553] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:02.157557] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=50.04%)
[2026-02-11T20:16:02.157888] [INFO ] [FORECASTER] Completed predict_future for AMH
[2026-02-11T20:16:02.158057] [INFO ] [sig       ] AMH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:02.315253] [INFO ] [LOCAL     ] Saved forecast: AMH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMH.txt
[2026-02-11T20:16:02.315428] [INFO ] [sig       ] [160/3412] Completed AMH in 0.4s | 2.78 sym/s | Total: 57.6s | ETA: 19.5m
[2026-02-11T20:16:02.315476] [INFO ] [sig       ] [161/3412] Forecasting AMLX...
[2026-02-11T20:16:02.315521] [INFO ] [sig       ] Generating forecast for: AMLX
[2026-02-11T20:16:02.315586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2026-02-11T20:16:02.330230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2026-02-11T20:16:02.330701] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2026-02-11T20:16:02.331988] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2026-02-11T20:16:02.332055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:02.332095] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:02.332129] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:02.332207] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:02.406349] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:02.407317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:02.407409] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:02.407462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:02.525544] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:02.525732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:02.525776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:02.525806] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:02.529699] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2026-02-11T20:16:02.529997] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2026-02-11T20:16:02.530134] [INFO ] [sig       ] AMLX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:02.672738] [INFO ] [LOCAL     ] Saved forecast: AMLX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AMLX.txt
[2026-02-11T20:16:02.672892] [INFO ] [sig       ] [161/3412] Completed AMLX in 0.4s | 2.78 sym/s | Total: 57.9s | ETA: 19.5m
[2026-02-11T20:16:02.672933] [INFO ] [sig       ] [162/3412] Forecasting AMN...
[2026-02-11T20:16:02.672965] [INFO ] [sig       ] Generating forecast for: AMN
[2026-02-11T20:16:02.673002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2026-02-11T20:16:02.685232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2026-02-11T20:16:02.685562] [INFO ] [FORECASTER] Starting predict_future for AMN
[2026-02-11T20:16:02.686425] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2026-02-11T20:16:02.686479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:02.686512] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:02.686540] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:02.686621] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:02.750771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:02.751714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:02.751815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:02.751861] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:02.881618] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:02.881786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:02.881829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:02.881857] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:02.885684] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=81.06%)
[2026-02-11T20:16:02.886033] [INFO ] [FORECASTER] Completed predict_future for AMN
[2026-02-11T20:16:02.886174] [INFO ] [sig       ] AMN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:03.039066] [INFO ] [LOCAL     ] Saved forecast: AMN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMN.txt
[2026-02-11T20:16:03.039219] [INFO ] [sig       ] [162/3412] Completed AMN in 0.4s | 2.78 sym/s | Total: 58.3s | ETA: 19.5m
[2026-02-11T20:16:03.039261] [INFO ] [sig       ] [163/3412] Forecasting AMP...
[2026-02-11T20:16:03.039291] [INFO ] [sig       ] Generating forecast for: AMP
[2026-02-11T20:16:03.039321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2026-02-11T20:16:03.051518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2026-02-11T20:16:03.051899] [INFO ] [FORECASTER] Starting predict_future for AMP
[2026-02-11T20:16:03.052779] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2026-02-11T20:16:03.052833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:03.052866] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:03.052894] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:03.052953] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:03.113645] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:03.114654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:03.114764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:03.114822] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:03.241550] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:03.241729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:03.241773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:03.241802] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:03.245487] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=85.74%)
[2026-02-11T20:16:03.245797] [INFO ] [FORECASTER] Completed predict_future for AMP
[2026-02-11T20:16:03.245946] [INFO ] [sig       ] AMP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:03.399660] [INFO ] [LOCAL     ] Saved forecast: AMP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMP.txt
[2026-02-11T20:16:03.400046] [INFO ] [sig       ] [163/3412] Completed AMP in 0.4s | 2.78 sym/s | Total: 58.6s | ETA: 19.5m
[2026-02-11T20:16:03.400092] [INFO ] [sig       ] [164/3412] Forecasting AMPG...
[2026-02-11T20:16:03.400123] [INFO ] [sig       ] Generating forecast for: AMPG
[2026-02-11T20:16:03.400153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2026-02-11T20:16:03.412320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2026-02-11T20:16:03.412679] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2026-02-11T20:16:03.413527] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2026-02-11T20:16:03.413602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:03.413637] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:03.413665] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:03.413724] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:03.471229] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:03.471971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:03.472057] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:03.472089] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:03.592425] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:03.592605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:03.592647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:03.592676] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:03.596161] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: UP (p=99.50%)
[2026-02-11T20:16:03.596444] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2026-02-11T20:16:03.596593] [INFO ] [sig       ] AMPG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:03.736351] [INFO ] [LOCAL     ] Saved forecast: AMPG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMPG.txt
[2026-02-11T20:16:03.736503] [INFO ] [sig       ] [164/3412] Completed AMPG in 0.3s | 2.78 sym/s | Total: 59.0s | ETA: 19.5m
[2026-02-11T20:16:03.736544] [INFO ] [sig       ] [165/3412] Forecasting AMPH...
[2026-02-11T20:16:03.736591] [INFO ] [sig       ] Generating forecast for: AMPH
[2026-02-11T20:16:03.736625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2026-02-11T20:16:03.748056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2026-02-11T20:16:03.748376] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2026-02-11T20:16:03.749215] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2026-02-11T20:16:03.749268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:03.749299] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:03.749326] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:03.749383] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:03.807415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:03.808266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:03.808352] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:03.808386] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:03.935486] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:03.935666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:03.935708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:03.935735] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:03.939248] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=0.14%)
[2026-02-11T20:16:03.939550] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2026-02-11T20:16:03.939705] [INFO ] [sig       ] AMPH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:04.080396] [INFO ] [LOCAL     ] Saved forecast: AMPH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AMPH.txt
[2026-02-11T20:16:04.080534] [INFO ] [sig       ] [165/3412] Completed AMPH in 0.3s | 2.78 sym/s | Total: 59.3s | ETA: 19.5m
[2026-02-11T20:16:04.080592] [INFO ] [sig       ] [166/3412] Forecasting AMPL...
[2026-02-11T20:16:04.080624] [INFO ] [sig       ] Generating forecast for: AMPL
[2026-02-11T20:16:04.080654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2026-02-11T20:16:04.093042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2026-02-11T20:16:04.093460] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2026-02-11T20:16:04.094411] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2026-02-11T20:16:04.094468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:04.094502] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:04.094531] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:04.094605] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:04.152965] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:04.153840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:04.153988] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:04.154040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:04.271872] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:04.272037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:04.272080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:04.272110] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:04.275692] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=63.97%)
[2026-02-11T20:16:04.275999] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2026-02-11T20:16:04.276142] [INFO ] [sig       ] AMPL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:04.427840] [INFO ] [LOCAL     ] Saved forecast: AMPL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMPL.txt
[2026-02-11T20:16:04.428009] [INFO ] [sig       ] [166/3412] Completed AMPL in 0.3s | 2.78 sym/s | Total: 59.7s | ETA: 19.4m
[2026-02-11T20:16:04.428074] [INFO ] [sig       ] [167/3412] Forecasting AMPX...
[2026-02-11T20:16:04.428122] [INFO ] [sig       ] Generating forecast for: AMPX
[2026-02-11T20:16:04.428167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2026-02-11T20:16:04.441147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2026-02-11T20:16:04.441544] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2026-02-11T20:16:04.442473] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2026-02-11T20:16:04.442540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:04.442603] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:04.442642] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:04.442706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:04.505810] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:04.506997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:04.507110] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:04.507155] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:04.639833] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:04.640014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:04.640057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:04.640086] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:04.643557] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=80.49%)
[2026-02-11T20:16:04.643858] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2026-02-11T20:16:04.643996] [INFO ] [sig       ] AMPX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:04.784166] [INFO ] [LOCAL     ] Saved forecast: AMPX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMPX.txt
[2026-02-11T20:16:04.784319] [INFO ] [sig       ] [167/3412] Completed AMPX in 0.4s | 2.78 sym/s | Total: 1.0m | ETA: 19.4m
[2026-02-11T20:16:04.784371] [INFO ] [sig       ] [168/3412] Forecasting AMRC...
[2026-02-11T20:16:04.784401] [INFO ] [sig       ] Generating forecast for: AMRC
[2026-02-11T20:16:04.784435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2026-02-11T20:16:04.801832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2026-02-11T20:16:04.802285] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2026-02-11T20:16:04.803234] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2026-02-11T20:16:04.803295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:04.803331] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:04.803360] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:04.803420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:04.866458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:04.867418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:04.867551] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:04.867608] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:04.997959] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:04.998129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:04.998171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:04.998200] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:05.001879] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=30.61%)
[2026-02-11T20:16:05.002238] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2026-02-11T20:16:05.002386] [INFO ] [sig       ] AMRC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:05.149832] [INFO ] [LOCAL     ] Saved forecast: AMRC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AMRC.txt
[2026-02-11T20:16:05.149995] [INFO ] [sig       ] [168/3412] Completed AMRC in 0.4s | 2.78 sym/s | Total: 1.0m | ETA: 19.4m
[2026-02-11T20:16:05.150045] [INFO ] [sig       ] [169/3412] Forecasting AMRN...
[2026-02-11T20:16:05.150078] [INFO ] [sig       ] Generating forecast for: AMRN
[2026-02-11T20:16:05.150109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2026-02-11T20:16:05.162267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2026-02-11T20:16:05.162701] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2026-02-11T20:16:05.163537] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2026-02-11T20:16:05.163617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:05.163652] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:05.163681] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:05.163740] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:05.221867] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:05.222805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:05.222901] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:05.222934] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:05.344211] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:05.344374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:05.344415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:05.344447] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:05.348129] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=50.79%)
[2026-02-11T20:16:05.348471] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2026-02-11T20:16:05.348662] [INFO ] [sig       ] AMRN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:05.493854] [INFO ] [LOCAL     ] Saved forecast: AMRN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMRN.txt
[2026-02-11T20:16:05.494047] [INFO ] [sig       ] [169/3412] Completed AMRN in 0.3s | 2.78 sym/s | Total: 1.0m | ETA: 19.4m
[2026-02-11T20:16:05.494089] [INFO ] [sig       ] [170/3412] Forecasting AMRX...
[2026-02-11T20:16:05.494118] [INFO ] [sig       ] Generating forecast for: AMRX
[2026-02-11T20:16:05.494149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2026-02-11T20:16:05.506878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2026-02-11T20:16:05.507291] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2026-02-11T20:16:05.508335] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2026-02-11T20:16:05.508389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:05.508421] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:05.508448] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:05.508506] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:05.567081] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:05.568034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:05.568132] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:05.568165] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:05.693343] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:05.693508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:05.693550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:05.693602] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:05.697785] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2026-02-11T20:16:05.698122] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2026-02-11T20:16:05.698266] [INFO ] [sig       ] AMRX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:05.849219] [INFO ] [LOCAL     ] Saved forecast: AMRX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMRX.txt
[2026-02-11T20:16:05.849385] [INFO ] [sig       ] [170/3412] Completed AMRX in 0.4s | 2.78 sym/s | Total: 1.0m | ETA: 19.4m
[2026-02-11T20:16:05.849425] [INFO ] [sig       ] [171/3412] Forecasting AMSC...
[2026-02-11T20:16:05.849456] [INFO ] [sig       ] Generating forecast for: AMSC
[2026-02-11T20:16:05.849487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2026-02-11T20:16:05.862463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2026-02-11T20:16:05.862911] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2026-02-11T20:16:05.863800] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2026-02-11T20:16:05.863875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:05.863908] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:05.863935] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:05.863993] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:05.922673] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:05.923617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:05.923714] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:05.923747] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:06.049556] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:06.049736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:06.049778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:06.049807] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:06.053330] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=46.96%)
[2026-02-11T20:16:06.053704] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2026-02-11T20:16:06.053854] [INFO ] [sig       ] AMSC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:06.219198] [INFO ] [LOCAL     ] Saved forecast: AMSC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AMSC.txt
[2026-02-11T20:16:06.219363] [INFO ] [sig       ] [171/3412] Completed AMSC in 0.4s | 2.78 sym/s | Total: 1.0m | ETA: 19.4m
[2026-02-11T20:16:06.219407] [INFO ] [sig       ] [172/3412] Forecasting AMSF...
[2026-02-11T20:16:06.219438] [INFO ] [sig       ] Generating forecast for: AMSF
[2026-02-11T20:16:06.219471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2026-02-11T20:16:06.231956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2026-02-11T20:16:06.232290] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2026-02-11T20:16:06.233170] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2026-02-11T20:16:06.233224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:06.233256] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:06.233283] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:06.233340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:06.293442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:06.294419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:06.294518] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:06.294554] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:06.418817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:06.418978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:06.419021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:06.419050] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:06.422531] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=0.11%)
[2026-02-11T20:16:06.422840] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2026-02-11T20:16:06.422976] [INFO ] [sig       ] AMSF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:06.564764] [INFO ] [LOCAL     ] Saved forecast: AMSF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AMSF.txt
[2026-02-11T20:16:06.564935] [INFO ] [sig       ] [172/3412] Completed AMSF in 0.3s | 2.78 sym/s | Total: 1.0m | ETA: 19.4m
[2026-02-11T20:16:06.564980] [INFO ] [sig       ] [173/3412] Forecasting AMTB...
[2026-02-11T20:16:06.565010] [INFO ] [sig       ] Generating forecast for: AMTB
[2026-02-11T20:16:06.565039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2026-02-11T20:16:06.580084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2026-02-11T20:16:06.580445] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2026-02-11T20:16:06.581266] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2026-02-11T20:16:06.581319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:06.581375] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:06.581403] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:06.581460] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:06.638793] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:06.639756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:06.639883] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:06.639917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:06.763426] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:06.763608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:06.763651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:06.763681] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:06.767151] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=74.64%)
[2026-02-11T20:16:06.767461] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2026-02-11T20:16:06.767652] [INFO ] [sig       ] AMTB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:06.915218] [INFO ] [LOCAL     ] Saved forecast: AMTB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMTB.txt
[2026-02-11T20:16:06.915381] [INFO ] [sig       ] [173/3412] Completed AMTB in 0.4s | 2.78 sym/s | Total: 1.0m | ETA: 19.4m
[2026-02-11T20:16:06.915425] [INFO ] [sig       ] [174/3412] Forecasting AMTX...
[2026-02-11T20:16:06.915454] [INFO ] [sig       ] Generating forecast for: AMTX
[2026-02-11T20:16:06.915485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2026-02-11T20:16:06.927731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2026-02-11T20:16:06.928094] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2026-02-11T20:16:06.928943] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2026-02-11T20:16:06.928998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:06.929030] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:06.929058] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:06.929117] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:06.994516] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:06.995716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:06.995824] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:06.995867] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:07.128551] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:07.128743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:07.128792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:07.128836] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:07.132906] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=48.48%)
[2026-02-11T20:16:07.133209] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2026-02-11T20:16:07.133353] [INFO ] [sig       ] AMTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:07.286439] [INFO ] [LOCAL     ] Saved forecast: AMTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AMTX.txt
[2026-02-11T20:16:07.286628] [INFO ] [sig       ] [174/3412] Completed AMTX in 0.4s | 2.78 sym/s | Total: 1.0m | ETA: 19.4m
[2026-02-11T20:16:07.286687] [INFO ] [sig       ] [175/3412] Forecasting AMWD...
[2026-02-11T20:16:07.286735] [INFO ] [sig       ] Generating forecast for: AMWD
[2026-02-11T20:16:07.286777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2026-02-11T20:16:07.299268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2026-02-11T20:16:07.299687] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2026-02-11T20:16:07.300642] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2026-02-11T20:16:07.300714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:07.300763] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:07.300798] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:07.300866] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:07.366288] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:07.367273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:07.367377] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:07.367428] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:07.498594] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:07.498953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:07.498995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:07.499025] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:07.502942] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: UP (p=52.41%)
[2026-02-11T20:16:07.503275] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2026-02-11T20:16:07.503418] [INFO ] [sig       ] AMWD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:07.651957] [INFO ] [LOCAL     ] Saved forecast: AMWD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMWD.txt
[2026-02-11T20:16:07.652120] [INFO ] [sig       ] [175/3412] Completed AMWD in 0.4s | 2.78 sym/s | Total: 1.0m | ETA: 19.4m
[2026-02-11T20:16:07.652162] [INFO ] [sig       ] [176/3412] Forecasting AMWL...
[2026-02-11T20:16:07.652191] [INFO ] [sig       ] Generating forecast for: AMWL
[2026-02-11T20:16:07.652222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2026-02-11T20:16:07.666471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2026-02-11T20:16:07.667119] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2026-02-11T20:16:07.668107] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2026-02-11T20:16:07.668166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:07.668201] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:07.668230] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:07.668291] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:07.733439] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:07.734553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:07.734670] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:07.734704] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:07.865277] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:07.865441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:07.865486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:07.865551] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:07.869211] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: UP (p=97.04%)
[2026-02-11T20:16:07.869522] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2026-02-11T20:16:07.869687] [INFO ] [sig       ] AMWL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:08.008920] [INFO ] [LOCAL     ] Saved forecast: AMWL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMWL.txt
[2026-02-11T20:16:08.009056] [INFO ] [sig       ] [176/3412] Completed AMWL in 0.4s | 2.78 sym/s | Total: 1.1m | ETA: 19.4m
[2026-02-11T20:16:08.009095] [INFO ] [sig       ] [177/3412] Forecasting AMX...
[2026-02-11T20:16:08.009126] [INFO ] [sig       ] Generating forecast for: AMX
[2026-02-11T20:16:08.009156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2026-02-11T20:16:08.023330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2026-02-11T20:16:08.023712] [INFO ] [FORECASTER] Starting predict_future for AMX
[2026-02-11T20:16:08.024784] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2026-02-11T20:16:08.024849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:08.024892] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:08.024929] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:08.025010] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:08.101045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:08.101804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:08.101900] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:08.101935] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:08.233554] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:08.233727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:08.233770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:08.233802] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:08.237413] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2026-02-11T20:16:08.237773] [INFO ] [FORECASTER] Completed predict_future for AMX
[2026-02-11T20:16:08.237919] [INFO ] [sig       ] AMX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:08.382706] [INFO ] [LOCAL     ] Saved forecast: AMX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AMX.txt
[2026-02-11T20:16:08.383047] [INFO ] [sig       ] [177/3412] Completed AMX in 0.4s | 2.78 sym/s | Total: 1.1m | ETA: 19.4m
[2026-02-11T20:16:08.383101] [INFO ] [sig       ] [178/3412] Forecasting AMZD...
[2026-02-11T20:16:08.383132] [INFO ] [sig       ] Generating forecast for: AMZD
[2026-02-11T20:16:08.383162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2026-02-11T20:16:08.394872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2026-02-11T20:16:08.395166] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2026-02-11T20:16:08.395996] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2026-02-11T20:16:08.396048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:08.396080] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:08.396108] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:08.396184] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:08.455429] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:08.456175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:08.456265] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:08.456314] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:08.576847] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:08.577007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:08.577067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:08.577099] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:08.580931] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2026-02-11T20:16:08.581271] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2026-02-11T20:16:08.581421] [INFO ] [sig       ] AMZD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:08.729333] [INFO ] [LOCAL     ] Saved forecast: AMZD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AMZD.txt
[2026-02-11T20:16:08.729493] [INFO ] [sig       ] [178/3412] Completed AMZD in 0.3s | 2.78 sym/s | Total: 1.1m | ETA: 19.4m
[2026-02-11T20:16:08.729537] [INFO ] [sig       ] [179/3412] Forecasting AMZN...
[2026-02-11T20:16:08.729586] [INFO ] [sig       ] Generating forecast for: AMZN
[2026-02-11T20:16:08.729624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2026-02-11T20:16:08.743392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2026-02-11T20:16:08.743794] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2026-02-11T20:16:08.744673] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2026-02-11T20:16:08.744727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:08.744760] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:08.744788] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:08.744847] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:08.804479] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:08.805358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:08.805449] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:08.805483] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:08.932439] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:08.932622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:08.932665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:08.932693] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:08.936525] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2026-02-11T20:16:08.936837] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2026-02-11T20:16:08.936979] [INFO ] [sig       ] AMZN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:09.080788] [INFO ] [LOCAL     ] Saved forecast: AMZN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AMZN.txt
[2026-02-11T20:16:09.080932] [INFO ] [sig       ] [179/3412] Completed AMZN in 0.4s | 2.78 sym/s | Total: 1.1m | ETA: 19.4m
[2026-02-11T20:16:09.080973] [INFO ] [sig       ] [180/3412] Forecasting AMZZ...
[2026-02-11T20:16:09.081002] [INFO ] [sig       ] Generating forecast for: AMZZ
[2026-02-11T20:16:09.081032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2026-02-11T20:16:09.092915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2026-02-11T20:16:09.093265] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2026-02-11T20:16:09.094107] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2026-02-11T20:16:09.094159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:09.094191] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:09.094218] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:09.094275] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:09.154481] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:09.155331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:09.155420] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:09.155454] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:09.281048] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:09.281219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:09.281277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:09.281310] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:09.285073] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=51.40%)
[2026-02-11T20:16:09.285449] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2026-02-11T20:16:09.285618] [INFO ] [sig       ] AMZZ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:09.432486] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AMZZ.txt
[2026-02-11T20:16:09.432662] [INFO ] [sig       ] [180/3412] Completed AMZZ in 0.4s | 2.78 sym/s | Total: 1.1m | ETA: 19.4m
[2026-02-11T20:16:09.432715] [INFO ] [sig       ] [181/3412] Forecasting AN...
[2026-02-11T20:16:09.432747] [INFO ] [sig       ] Generating forecast for: AN
[2026-02-11T20:16:09.432777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2026-02-11T20:16:09.445139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2026-02-11T20:16:09.445490] [INFO ] [FORECASTER] Starting predict_future for AN
[2026-02-11T20:16:09.446350] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2026-02-11T20:16:09.446404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:09.446436] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:09.446463] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:09.446521] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:09.504810] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:09.505458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:09.505540] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:09.505589] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:09.634143] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:09.634317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:09.634366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:09.634396] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:09.637997] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=80.07%)
[2026-02-11T20:16:09.638334] [INFO ] [FORECASTER] Completed predict_future for AN
[2026-02-11T20:16:09.638498] [INFO ] [sig       ] AN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:09.781063] [INFO ] [LOCAL     ] Saved forecast: AN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AN.txt
[2026-02-11T20:16:09.781217] [INFO ] [sig       ] [181/3412] Completed AN in 0.3s | 2.78 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-11T20:16:09.781258] [INFO ] [sig       ] [182/3412] Forecasting ANAB...
[2026-02-11T20:16:09.781286] [INFO ] [sig       ] Generating forecast for: ANAB
[2026-02-11T20:16:09.781316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2026-02-11T20:16:09.793510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2026-02-11T20:16:09.793910] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2026-02-11T20:16:09.795099] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2026-02-11T20:16:09.795151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:09.795191] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:09.795219] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:09.795275] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:09.853992] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:09.855114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:09.855202] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:09.855234] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:09.981045] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:09.981205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:09.981246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:09.981276] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:09.985210] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2026-02-11T20:16:09.985528] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2026-02-11T20:16:09.985715] [INFO ] [sig       ] ANAB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:10.138679] [INFO ] [LOCAL     ] Saved forecast: ANAB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ANAB.txt
[2026-02-11T20:16:10.138843] [INFO ] [sig       ] [182/3412] Completed ANAB in 0.4s | 2.78 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-11T20:16:10.138888] [INFO ] [sig       ] [183/3412] Forecasting ANDE...
[2026-02-11T20:16:10.138919] [INFO ] [sig       ] Generating forecast for: ANDE
[2026-02-11T20:16:10.138950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2026-02-11T20:16:10.151170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2026-02-11T20:16:10.151653] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2026-02-11T20:16:10.152627] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2026-02-11T20:16:10.152687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:10.152721] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:10.152750] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:10.152809] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:10.211980] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:10.212952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:10.213102] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:10.213147] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:10.338004] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:10.338173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:10.338215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:10.338245] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:10.342262] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=67.64%)
[2026-02-11T20:16:10.342658] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2026-02-11T20:16:10.342821] [INFO ] [sig       ] ANDE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:10.489424] [INFO ] [LOCAL     ] Saved forecast: ANDE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ANDE.txt
[2026-02-11T20:16:10.489621] [INFO ] [sig       ] [183/3412] Completed ANDE in 0.4s | 2.78 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-11T20:16:10.489668] [INFO ] [sig       ] [184/3412] Forecasting ANF...
[2026-02-11T20:16:10.489699] [INFO ] [sig       ] Generating forecast for: ANF
[2026-02-11T20:16:10.489729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2026-02-11T20:16:10.501526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2026-02-11T20:16:10.502024] [INFO ] [FORECASTER] Starting predict_future for ANF
[2026-02-11T20:16:10.503023] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2026-02-11T20:16:10.503079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:10.503112] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:10.503141] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:10.503200] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:10.565752] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:10.566656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:10.566748] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:10.566780] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:10.696486] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:10.696682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:10.696737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:10.696770] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:10.700596] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2026-02-11T20:16:10.701164] [INFO ] [FORECASTER] Completed predict_future for ANF
[2026-02-11T20:16:10.701315] [INFO ] [sig       ] ANF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:10.853873] [INFO ] [LOCAL     ] Saved forecast: ANF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ANF.txt
[2026-02-11T20:16:10.854035] [INFO ] [sig       ] [184/3412] Completed ANF in 0.4s | 2.78 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-11T20:16:10.854077] [INFO ] [sig       ] [185/3412] Forecasting ANGI...
[2026-02-11T20:16:10.854106] [INFO ] [sig       ] Generating forecast for: ANGI
[2026-02-11T20:16:10.854137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2026-02-11T20:16:10.868435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2026-02-11T20:16:10.868964] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2026-02-11T20:16:10.869950] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2026-02-11T20:16:10.870009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:10.870042] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:10.870070] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:10.870128] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:10.931510] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:10.932480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:10.932655] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:10.932703] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:11.061439] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:11.061623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:11.061669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:11.061699] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:11.065767] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=12.97%)
[2026-02-11T20:16:11.066133] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2026-02-11T20:16:11.066306] [INFO ] [sig       ] ANGI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:11.220567] [INFO ] [LOCAL     ] Saved forecast: ANGI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ANGI.txt
[2026-02-11T20:16:11.220745] [INFO ] [sig       ] [185/3412] Completed ANGI in 0.4s | 2.78 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-11T20:16:11.220788] [INFO ] [sig       ] [186/3412] Forecasting ANGL...
[2026-02-11T20:16:11.220822] [INFO ] [sig       ] Generating forecast for: ANGL
[2026-02-11T20:16:11.220854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2026-02-11T20:16:11.235632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2026-02-11T20:16:11.236237] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2026-02-11T20:16:11.237297] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2026-02-11T20:16:11.237354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:11.237390] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:11.237418] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:11.237505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:11.303753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:11.305075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:11.305190] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:11.305231] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:11.441229] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:11.441399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:11.441441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:11.441479] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:11.446102] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=15.19%)
[2026-02-11T20:16:11.446406] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2026-02-11T20:16:11.446545] [INFO ] [sig       ] ANGL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:11.593739] [INFO ] [LOCAL     ] Saved forecast: ANGL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ANGL.txt
[2026-02-11T20:16:11.593940] [INFO ] [sig       ] [186/3412] Completed ANGL in 0.4s | 2.78 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-11T20:16:11.593985] [INFO ] [sig       ] [187/3412] Forecasting ANGO...
[2026-02-11T20:16:11.594013] [INFO ] [sig       ] Generating forecast for: ANGO
[2026-02-11T20:16:11.594043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2026-02-11T20:16:11.608238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2026-02-11T20:16:11.608696] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2026-02-11T20:16:11.609639] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2026-02-11T20:16:11.609697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:11.609731] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:11.609758] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:11.609818] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:11.673681] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:11.674665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:11.674766] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:11.674800] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:11.808348] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:11.808598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:11.808662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:11.808711] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:11.812495] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=84.76%)
[2026-02-11T20:16:11.812921] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2026-02-11T20:16:11.813079] [INFO ] [sig       ] ANGO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:11.966521] [INFO ] [LOCAL     ] Saved forecast: ANGO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ANGO.txt
[2026-02-11T20:16:11.966708] [INFO ] [sig       ] [187/3412] Completed ANGO in 0.4s | 2.78 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-11T20:16:11.966752] [INFO ] [sig       ] [188/3412] Forecasting ANIK...
[2026-02-11T20:16:11.966781] [INFO ] [sig       ] Generating forecast for: ANIK
[2026-02-11T20:16:11.966813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2026-02-11T20:16:11.978855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2026-02-11T20:16:11.979280] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2026-02-11T20:16:11.980180] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2026-02-11T20:16:11.980236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:11.980269] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:11.980299] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:11.980360] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:12.042564] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:12.043638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:12.043741] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:12.043778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:12.181684] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:12.181858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:12.181901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:12.181930] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:12.185628] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=8.26%)
[2026-02-11T20:16:12.185992] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2026-02-11T20:16:12.186141] [INFO ] [sig       ] ANIK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:12.336374] [INFO ] [LOCAL     ] Saved forecast: ANIK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ANIK.txt
[2026-02-11T20:16:12.336546] [INFO ] [sig       ] [188/3412] Completed ANIK in 0.4s | 2.78 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-11T20:16:12.336608] [INFO ] [sig       ] [189/3412] Forecasting ANIP...
[2026-02-11T20:16:12.336640] [INFO ] [sig       ] Generating forecast for: ANIP
[2026-02-11T20:16:12.336671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2026-02-11T20:16:12.348677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2026-02-11T20:16:12.349268] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2026-02-11T20:16:12.350370] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2026-02-11T20:16:12.350428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:12.350462] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:12.350491] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:12.350549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:12.415348] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:12.416305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:12.416410] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:12.416446] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:12.551873] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:12.552070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:12.552113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:12.552159] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:12.556276] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=58.31%)
[2026-02-11T20:16:12.556724] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2026-02-11T20:16:12.556895] [INFO ] [sig       ] ANIP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:12.714595] [INFO ] [LOCAL     ] Saved forecast: ANIP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ANIP.txt
[2026-02-11T20:16:12.714777] [INFO ] [sig       ] [189/3412] Completed ANIP in 0.4s | 2.78 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-11T20:16:12.714817] [INFO ] [sig       ] [190/3412] Forecasting ANIX...
[2026-02-11T20:16:12.714848] [INFO ] [sig       ] Generating forecast for: ANIX
[2026-02-11T20:16:12.714879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2026-02-11T20:16:12.729658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2026-02-11T20:16:12.730053] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2026-02-11T20:16:12.730964] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2026-02-11T20:16:12.731019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:12.731089] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:12.731118] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:12.731189] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:12.797366] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:12.798437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:12.798531] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:12.798567] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:12.923345] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:12.923512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:12.923555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:12.923608] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:12.927169] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=87.64%)
[2026-02-11T20:16:12.927484] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2026-02-11T20:16:12.927640] [INFO ] [sig       ] ANIX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:13.067332] [INFO ] [LOCAL     ] Saved forecast: ANIX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ANIX.txt
[2026-02-11T20:16:13.067488] [INFO ] [sig       ] [190/3412] Completed ANIX in 0.4s | 2.78 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-11T20:16:13.067528] [INFO ] [sig       ] [191/3412] Forecasting ANNX...
[2026-02-11T20:16:13.067558] [INFO ] [sig       ] Generating forecast for: ANNX
[2026-02-11T20:16:13.067608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2026-02-11T20:16:13.078879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2026-02-11T20:16:13.079248] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2026-02-11T20:16:13.080112] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2026-02-11T20:16:13.080168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:13.080210] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:13.080244] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:13.080314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:13.141453] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:13.142414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:13.142503] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:13.142552] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:13.268045] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:13.268217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:13.268261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:13.268292] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:13.272303] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2026-02-11T20:16:13.272612] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2026-02-11T20:16:13.272749] [INFO ] [sig       ] ANNX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:13.421438] [INFO ] [LOCAL     ] Saved forecast: ANNX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ANNX.txt
[2026-02-11T20:16:13.421626] [INFO ] [sig       ] [191/3412] Completed ANNX in 0.4s | 2.78 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-11T20:16:13.421678] [INFO ] [sig       ] [192/3412] Forecasting ANTX...
[2026-02-11T20:16:13.421715] [INFO ] [sig       ] Generating forecast for: ANTX
[2026-02-11T20:16:13.421746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2026-02-11T20:16:13.434719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2026-02-11T20:16:13.435216] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2026-02-11T20:16:13.436268] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2026-02-11T20:16:13.436323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:13.436357] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:13.436384] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:13.436441] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:13.500225] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:13.501550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:13.501671] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:13.501708] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:13.622344] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:13.622507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:13.622548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:13.622597] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:13.626282] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2026-02-11T20:16:13.626622] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2026-02-11T20:16:13.626767] [INFO ] [sig       ] ANTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:13.778525] [INFO ] [LOCAL     ] Saved forecast: ANTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ANTX.txt
[2026-02-11T20:16:13.778719] [INFO ] [sig       ] [192/3412] Completed ANTX in 0.4s | 2.78 sym/s | Total: 1.2m | ETA: 19.3m
[2026-02-11T20:16:13.778766] [INFO ] [sig       ] [193/3412] Forecasting ANVS...
[2026-02-11T20:16:13.778801] [INFO ] [sig       ] Generating forecast for: ANVS
[2026-02-11T20:16:13.778833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2026-02-11T20:16:13.791410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2026-02-11T20:16:13.791821] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2026-02-11T20:16:13.792811] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2026-02-11T20:16:13.792868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:13.792901] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:13.792939] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:13.792998] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:13.856640] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:13.857619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:13.857718] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:13.857751] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:13.982210] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:13.982371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:13.982416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:13.982481] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:13.986118] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=75.55%)
[2026-02-11T20:16:13.986416] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2026-02-11T20:16:13.986555] [INFO ] [sig       ] ANVS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:14.130555] [INFO ] [LOCAL     ] Saved forecast: ANVS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ANVS.txt
[2026-02-11T20:16:14.130719] [INFO ] [sig       ] [193/3412] Completed ANVS in 0.4s | 2.78 sym/s | Total: 1.2m | ETA: 19.3m
[2026-02-11T20:16:14.130762] [INFO ] [sig       ] [194/3412] Forecasting AOD...
[2026-02-11T20:16:14.130790] [INFO ] [sig       ] Generating forecast for: AOD
[2026-02-11T20:16:14.130821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2026-02-11T20:16:14.143215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2026-02-11T20:16:14.143519] [INFO ] [FORECASTER] Starting predict_future for AOD
[2026-02-11T20:16:14.144344] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2026-02-11T20:16:14.144397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:14.144429] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:14.144455] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:14.144512] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:14.203767] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:14.204476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:14.204560] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:14.204616] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:14.325808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:14.325968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:14.326011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:14.326042] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:14.329707] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=77.74%)
[2026-02-11T20:16:14.330017] [INFO ] [FORECASTER] Completed predict_future for AOD
[2026-02-11T20:16:14.330149] [INFO ] [sig       ] AOD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:14.471406] [INFO ] [LOCAL     ] Saved forecast: AOD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AOD.txt
[2026-02-11T20:16:14.471551] [INFO ] [sig       ] [194/3412] Completed AOD in 0.3s | 2.78 sym/s | Total: 1.2m | ETA: 19.3m
[2026-02-11T20:16:14.471611] [INFO ] [sig       ] [195/3412] Forecasting AOHY...
[2026-02-11T20:16:14.471641] [INFO ] [sig       ] Generating forecast for: AOHY
[2026-02-11T20:16:14.471671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2026-02-11T20:16:14.484100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2026-02-11T20:16:14.484413] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2026-02-11T20:16:14.485237] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2026-02-11T20:16:14.485289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:14.485323] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:14.485349] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:14.485407] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:14.549414] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:14.550322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:14.550409] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:14.550441] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:14.677967] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:14.678153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:14.678213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:14.678257] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:14.682270] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2026-02-11T20:16:14.682602] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2026-02-11T20:16:14.682760] [INFO ] [sig       ] AOHY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:14.828879] [INFO ] [LOCAL     ] Saved forecast: AOHY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AOHY.txt
[2026-02-11T20:16:14.829026] [INFO ] [sig       ] [195/3412] Completed AOHY in 0.4s | 2.78 sym/s | Total: 1.2m | ETA: 19.3m
[2026-02-11T20:16:14.829065] [INFO ] [sig       ] [196/3412] Forecasting AON...
[2026-02-11T20:16:14.829095] [INFO ] [sig       ] Generating forecast for: AON
[2026-02-11T20:16:14.829126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2026-02-11T20:16:14.841091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2026-02-11T20:16:14.841529] [INFO ] [FORECASTER] Starting predict_future for AON
[2026-02-11T20:16:14.842437] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2026-02-11T20:16:14.842492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:14.842524] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:14.842550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:14.842628] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:14.902020] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:14.902956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:14.903047] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:14.903081] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:15.032604] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:15.032788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:15.032831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:15.032862] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:15.036497] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2026-02-11T20:16:15.036821] [INFO ] [FORECASTER] Completed predict_future for AON
[2026-02-11T20:16:15.036976] [INFO ] [sig       ] AON: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:15.182030] [INFO ] [LOCAL     ] Saved forecast: AON	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AON.txt
[2026-02-11T20:16:15.182191] [INFO ] [sig       ] [196/3412] Completed AON in 0.4s | 2.78 sym/s | Total: 1.2m | ETA: 19.3m
[2026-02-11T20:16:15.182234] [INFO ] [sig       ] [197/3412] Forecasting AOS...
[2026-02-11T20:16:15.182263] [INFO ] [sig       ] Generating forecast for: AOS
[2026-02-11T20:16:15.182295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2026-02-11T20:16:15.194831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2026-02-11T20:16:15.195204] [INFO ] [FORECASTER] Starting predict_future for AOS
[2026-02-11T20:16:15.196071] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2026-02-11T20:16:15.196125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:15.196159] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:15.196186] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:15.196244] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:15.256177] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:15.257149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:15.257243] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:15.257277] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:15.389227] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:15.389397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:15.389440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:15.389472] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:15.393327] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=55.86%)
[2026-02-11T20:16:15.393664] [INFO ] [FORECASTER] Completed predict_future for AOS
[2026-02-11T20:16:15.393809] [INFO ] [sig       ] AOS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:15.541248] [INFO ] [LOCAL     ] Saved forecast: AOS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AOS.txt
[2026-02-11T20:16:15.541407] [INFO ] [sig       ] [197/3412] Completed AOS in 0.4s | 2.78 sym/s | Total: 1.2m | ETA: 19.3m
[2026-02-11T20:16:15.541449] [INFO ] [sig       ] [198/3412] Forecasting AOSL...
[2026-02-11T20:16:15.541480] [INFO ] [sig       ] Generating forecast for: AOSL
[2026-02-11T20:16:15.541511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2026-02-11T20:16:15.555372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2026-02-11T20:16:15.555791] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2026-02-11T20:16:15.556656] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2026-02-11T20:16:15.556712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:15.556748] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:15.556778] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:15.556865] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:15.619133] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:15.620042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:15.620132] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:15.620166] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:15.746772] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:15.746939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:15.746981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:15.747010] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:15.750864] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2026-02-11T20:16:15.751220] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2026-02-11T20:16:15.751376] [INFO ] [sig       ] AOSL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:15.899071] [INFO ] [LOCAL     ] Saved forecast: AOSL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AOSL.txt
[2026-02-11T20:16:15.899231] [INFO ] [sig       ] [198/3412] Completed AOSL in 0.4s | 2.78 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-11T20:16:15.899293] [INFO ] [sig       ] [199/3412] Forecasting AP...
[2026-02-11T20:16:15.899324] [INFO ] [sig       ] Generating forecast for: AP
[2026-02-11T20:16:15.899355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2026-02-11T20:16:15.911053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2026-02-11T20:16:15.911383] [INFO ] [FORECASTER] Starting predict_future for AP
[2026-02-11T20:16:15.912225] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2026-02-11T20:16:15.912279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:15.912312] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:15.912339] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:15.912397] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:15.974621] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:15.975558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:15.975694] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:15.975745] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:16.106607] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:16.106781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:16.106823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:16.106853] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:16.110819] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=8.85%)
[2026-02-11T20:16:16.111125] [INFO ] [FORECASTER] Completed predict_future for AP
[2026-02-11T20:16:16.111262] [INFO ] [sig       ] AP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:16.255088] [INFO ] [LOCAL     ] Saved forecast: AP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AP.txt
[2026-02-11T20:16:16.255251] [INFO ] [sig       ] [199/3412] Completed AP in 0.4s | 2.78 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-11T20:16:16.255291] [INFO ] [sig       ] [200/3412] Forecasting APA...
[2026-02-11T20:16:16.255325] [INFO ] [sig       ] Generating forecast for: APA
[2026-02-11T20:16:16.255358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2026-02-11T20:16:16.267007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2026-02-11T20:16:16.267353] [INFO ] [FORECASTER] Starting predict_future for APA
[2026-02-11T20:16:16.268236] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2026-02-11T20:16:16.268291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:16.268324] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:16.268354] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:16.268415] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:16.327012] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:16.327924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:16.328009] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:16.328071] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:16.458498] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:16.458700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:16.458750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:16.458782] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:16.462417] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2026-02-11T20:16:16.462750] [INFO ] [FORECASTER] Completed predict_future for APA
[2026-02-11T20:16:16.462890] [INFO ] [sig       ] APA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:16.620404] [INFO ] [LOCAL     ] Saved forecast: APA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/APA.txt
[2026-02-11T20:16:16.620635] [INFO ] [sig       ] [200/3412] Completed APA in 0.4s | 2.78 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-11T20:16:16.620684] [INFO ] [sig       ] [201/3412] Forecasting APAM...
[2026-02-11T20:16:16.620716] [INFO ] [sig       ] Generating forecast for: APAM
[2026-02-11T20:16:16.620749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2026-02-11T20:16:16.632844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2026-02-11T20:16:16.633269] [INFO ] [FORECASTER] Starting predict_future for APAM
[2026-02-11T20:16:16.634219] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2026-02-11T20:16:16.634280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:16.634315] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:16.634369] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:16.634449] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:16.699203] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:16.700164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:16.700264] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:16.700298] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:16.829485] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:16.829661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:16.829703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:16.829732] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:16.833162] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=77.75%)
[2026-02-11T20:16:16.833443] [INFO ] [FORECASTER] Completed predict_future for APAM
[2026-02-11T20:16:16.833590] [INFO ] [sig       ] APAM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:16.974428] [INFO ] [LOCAL     ] Saved forecast: APAM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/APAM.txt
[2026-02-11T20:16:16.974611] [INFO ] [sig       ] [201/3412] Completed APAM in 0.4s | 2.78 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-11T20:16:16.974653] [INFO ] [sig       ] [202/3412] Forecasting APD...
[2026-02-11T20:16:16.974684] [INFO ] [sig       ] Generating forecast for: APD
[2026-02-11T20:16:16.974714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2026-02-11T20:16:16.993668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2026-02-11T20:16:16.994261] [INFO ] [FORECASTER] Starting predict_future for APD
[2026-02-11T20:16:16.995528] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2026-02-11T20:16:16.995614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:16.995658] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:16.995694] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:16.995773] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:17.058091] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:17.059060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:17.059154] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:17.059189] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:17.183397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:17.183597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:17.183643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:17.183674] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:17.188006] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=32.13%)
[2026-02-11T20:16:17.188382] [INFO ] [FORECASTER] Completed predict_future for APD
[2026-02-11T20:16:17.188537] [INFO ] [sig       ] APD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:17.358122] [INFO ] [LOCAL     ] Saved forecast: APD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/APD.txt
[2026-02-11T20:16:17.358285] [INFO ] [sig       ] [202/3412] Completed APD in 0.4s | 2.78 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-11T20:16:17.358330] [INFO ] [sig       ] [203/3412] Forecasting APEI...
[2026-02-11T20:16:17.358359] [INFO ] [sig       ] Generating forecast for: APEI
[2026-02-11T20:16:17.358389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2026-02-11T20:16:17.372418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2026-02-11T20:16:17.372892] [INFO ] [FORECASTER] Starting predict_future for APEI
[2026-02-11T20:16:17.373930] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2026-02-11T20:16:17.374002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:17.374037] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:17.374067] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:17.374126] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:17.437788] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:17.438944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:17.439045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:17.439083] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:17.564145] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:17.564311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:17.564353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:17.564382] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:17.567994] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: DOWN (p=22.63%)
[2026-02-11T20:16:17.568281] [INFO ] [FORECASTER] Completed predict_future for APEI
[2026-02-11T20:16:17.568419] [INFO ] [sig       ] APEI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:17.717862] [INFO ] [LOCAL     ] Saved forecast: APEI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/APEI.txt
[2026-02-11T20:16:17.718107] [INFO ] [sig       ] [203/3412] Completed APEI in 0.4s | 2.78 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-11T20:16:17.718172] [INFO ] [sig       ] [204/3412] Forecasting APG...
[2026-02-11T20:16:17.718220] [INFO ] [sig       ] Generating forecast for: APG
[2026-02-11T20:16:17.718268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2026-02-11T20:16:17.731709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2026-02-11T20:16:17.732133] [INFO ] [FORECASTER] Starting predict_future for APG
[2026-02-11T20:16:17.733018] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2026-02-11T20:16:17.733264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:17.733298] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:17.733324] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:17.733382] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:17.793954] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:17.795291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:17.795387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:17.795419] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:17.916002] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:17.916174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:17.916215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:17.916244] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:17.919765] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=91.16%)
[2026-02-11T20:16:17.920075] [INFO ] [FORECASTER] Completed predict_future for APG
[2026-02-11T20:16:17.920218] [INFO ] [sig       ] APG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:18.064170] [INFO ] [LOCAL     ] Saved forecast: APG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/APG.txt
[2026-02-11T20:16:18.064325] [INFO ] [sig       ] [204/3412] Completed APG in 0.3s | 2.78 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-11T20:16:18.064365] [INFO ] [sig       ] [205/3412] Forecasting APGE...
[2026-02-11T20:16:18.064395] [INFO ] [sig       ] Generating forecast for: APGE
[2026-02-11T20:16:18.064425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2026-02-11T20:16:18.076002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2026-02-11T20:16:18.076377] [INFO ] [FORECASTER] Starting predict_future for APGE
[2026-02-11T20:16:18.077226] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2026-02-11T20:16:18.077280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:18.077312] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:18.077340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:18.077396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:18.136010] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:18.136949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:18.137041] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:18.137249] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:18.259145] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:18.259308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:18.259349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:18.259379] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:18.262980] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: DOWN (p=22.89%)
[2026-02-11T20:16:18.263274] [INFO ] [FORECASTER] Completed predict_future for APGE
[2026-02-11T20:16:18.263409] [INFO ] [sig       ] APGE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:18.403562] [INFO ] [LOCAL     ] Saved forecast: APGE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/APGE.txt
[2026-02-11T20:16:18.403749] [INFO ] [sig       ] [205/3412] Completed APGE in 0.3s | 2.78 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-11T20:16:18.403788] [INFO ] [sig       ] [206/3412] Forecasting APH...
[2026-02-11T20:16:18.403819] [INFO ] [sig       ] Generating forecast for: APH
[2026-02-11T20:16:18.403850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2026-02-11T20:16:18.416400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2026-02-11T20:16:18.416787] [INFO ] [FORECASTER] Starting predict_future for APH
[2026-02-11T20:16:18.417657] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2026-02-11T20:16:18.417710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:18.417758] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:18.417795] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:18.417869] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:18.478037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:18.478923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:18.479013] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:18.479046] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:18.606548] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:18.606718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:18.606761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:18.606792] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:18.610468] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2026-02-11T20:16:18.610795] [INFO ] [FORECASTER] Completed predict_future for APH
[2026-02-11T20:16:18.610961] [INFO ] [sig       ] APH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:18.756070] [INFO ] [LOCAL     ] Saved forecast: APH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/APH.txt
[2026-02-11T20:16:18.756204] [INFO ] [sig       ] [206/3412] Completed APH in 0.4s | 2.78 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-11T20:16:18.756244] [INFO ] [sig       ] [207/3412] Forecasting API...
[2026-02-11T20:16:18.756273] [INFO ] [sig       ] Generating forecast for: API
[2026-02-11T20:16:18.756302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2026-02-11T20:16:18.767728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2026-02-11T20:16:18.768044] [INFO ] [FORECASTER] Starting predict_future for API
[2026-02-11T20:16:18.768909] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2026-02-11T20:16:18.768967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:18.769043] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:18.769078] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:18.769146] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:18.826990] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:18.827862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:18.827970] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:18.828006] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:18.946712] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:18.946875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:18.946917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:18.946946] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:18.950671] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=59.11%)
[2026-02-11T20:16:18.950983] [INFO ] [FORECASTER] Completed predict_future for API
[2026-02-11T20:16:18.951124] [INFO ] [sig       ] API: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:19.090705] [INFO ] [LOCAL     ] Saved forecast: API	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/API.txt
[2026-02-11T20:16:19.090854] [INFO ] [sig       ] [207/3412] Completed API in 0.3s | 2.78 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-11T20:16:19.090896] [INFO ] [sig       ] [208/3412] Forecasting APLD...
[2026-02-11T20:16:19.090924] [INFO ] [sig       ] Generating forecast for: APLD
[2026-02-11T20:16:19.090954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2026-02-11T20:16:19.102071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2026-02-11T20:16:19.102414] [INFO ] [FORECASTER] Starting predict_future for APLD
[2026-02-11T20:16:19.103255] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2026-02-11T20:16:19.103306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:19.103338] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:19.103365] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:19.103421] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:19.160840] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:19.161750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:19.161839] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:19.161871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:19.280247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:19.280410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:19.280450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:19.280479] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:19.283902] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: DOWN (p=47.19%)
[2026-02-11T20:16:19.284183] [INFO ] [FORECASTER] Completed predict_future for APLD
[2026-02-11T20:16:19.284318] [INFO ] [sig       ] APLD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:19.423774] [INFO ] [LOCAL     ] Saved forecast: APLD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/APLD.txt
[2026-02-11T20:16:19.423937] [INFO ] [sig       ] [208/3412] Completed APLD in 0.3s | 2.79 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-11T20:16:19.423978] [INFO ] [sig       ] [209/3412] Forecasting APLE...
[2026-02-11T20:16:19.424006] [INFO ] [sig       ] Generating forecast for: APLE
[2026-02-11T20:16:19.424036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2026-02-11T20:16:19.435688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2026-02-11T20:16:19.436043] [INFO ] [FORECASTER] Starting predict_future for APLE
[2026-02-11T20:16:19.437000] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2026-02-11T20:16:19.437059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:19.437093] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:19.437121] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:19.437179] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:19.499940] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:19.500887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:19.500974] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:19.501168] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:19.618687] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:19.618846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:19.618887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:19.618914] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:19.622430] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2026-02-11T20:16:19.622742] [INFO ] [FORECASTER] Completed predict_future for APLE
[2026-02-11T20:16:19.622883] [INFO ] [sig       ] APLE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:19.765640] [INFO ] [LOCAL     ] Saved forecast: APLE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/APLE.txt
[2026-02-11T20:16:19.765771] [INFO ] [sig       ] [209/3412] Completed APLE in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.2m
[2026-02-11T20:16:19.765816] [INFO ] [sig       ] [210/3412] Forecasting APLS...
[2026-02-11T20:16:19.765847] [INFO ] [sig       ] Generating forecast for: APLS
[2026-02-11T20:16:19.765878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2026-02-11T20:16:19.777835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2026-02-11T20:16:19.778338] [INFO ] [FORECASTER] Starting predict_future for APLS
[2026-02-11T20:16:19.779376] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2026-02-11T20:16:19.779430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:19.779462] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:19.779489] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:19.779546] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:19.837412] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:19.838317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:19.838404] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:19.838645] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:19.966177] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:19.966342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:19.966383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:19.966444] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:19.970068] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=43.47%)
[2026-02-11T20:16:19.970353] [INFO ] [FORECASTER] Completed predict_future for APLS
[2026-02-11T20:16:19.970504] [INFO ] [sig       ] APLS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:20.110984] [INFO ] [LOCAL     ] Saved forecast: APLS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/APLS.txt
[2026-02-11T20:16:20.111146] [INFO ] [sig       ] [210/3412] Completed APLS in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.2m
[2026-02-11T20:16:20.111186] [INFO ] [sig       ] [211/3412] Forecasting APO...
[2026-02-11T20:16:20.111216] [INFO ] [sig       ] Generating forecast for: APO
[2026-02-11T20:16:20.111247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2026-02-11T20:16:20.124232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2026-02-11T20:16:20.124529] [INFO ] [FORECASTER] Starting predict_future for APO
[2026-02-11T20:16:20.125353] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2026-02-11T20:16:20.125406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:20.125438] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:20.125465] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:20.125522] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:20.182341] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:20.183027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:20.183109] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:20.183141] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:20.312566] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:20.312766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:20.312819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:20.312857] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:20.317898] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=7.84%)
[2026-02-11T20:16:20.318263] [INFO ] [FORECASTER] Completed predict_future for APO
[2026-02-11T20:16:20.318453] [INFO ] [sig       ] APO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:20.466353] [INFO ] [LOCAL     ] Saved forecast: APO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/APO.txt
[2026-02-11T20:16:20.466512] [INFO ] [sig       ] [211/3412] Completed APO in 0.4s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-11T20:16:20.466553] [INFO ] [sig       ] [212/3412] Forecasting APOG...
[2026-02-11T20:16:20.466603] [INFO ] [sig       ] Generating forecast for: APOG
[2026-02-11T20:16:20.466636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2026-02-11T20:16:20.477725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2026-02-11T20:16:20.478026] [INFO ] [FORECASTER] Starting predict_future for APOG
[2026-02-11T20:16:20.478868] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2026-02-11T20:16:20.478920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:20.478952] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:20.478979] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:20.479037] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:20.536412] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:20.537174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:20.537259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:20.537292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:20.666700] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:20.666888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:20.666939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:20.666981] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:20.670887] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=51.02%)
[2026-02-11T20:16:20.671184] [INFO ] [FORECASTER] Completed predict_future for APOG
[2026-02-11T20:16:20.671349] [INFO ] [sig       ] APOG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:20.825016] [INFO ] [LOCAL     ] Saved forecast: APOG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/APOG.txt
[2026-02-11T20:16:20.825189] [INFO ] [sig       ] [212/3412] Completed APOG in 0.4s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-11T20:16:20.825231] [INFO ] [sig       ] [213/3412] Forecasting APP...
[2026-02-11T20:16:20.825262] [INFO ] [sig       ] Generating forecast for: APP
[2026-02-11T20:16:20.825295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2026-02-11T20:16:20.838185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2026-02-11T20:16:20.838521] [INFO ] [FORECASTER] Starting predict_future for APP
[2026-02-11T20:16:20.839516] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2026-02-11T20:16:20.839598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:20.839637] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:20.839666] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:20.839725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:20.904477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:20.905437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:20.905527] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:20.905562] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:21.028091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:21.028242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:21.028282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:21.028327] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:21.031754] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2026-02-11T20:16:21.032031] [INFO ] [FORECASTER] Completed predict_future for APP
[2026-02-11T20:16:21.032160] [INFO ] [sig       ] APP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:21.174230] [INFO ] [LOCAL     ] Saved forecast: APP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/APP.txt
[2026-02-11T20:16:21.174362] [INFO ] [sig       ] [213/3412] Completed APP in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-11T20:16:21.174406] [INFO ] [sig       ] [214/3412] Forecasting APPF...
[2026-02-11T20:16:21.174437] [INFO ] [sig       ] Generating forecast for: APPF
[2026-02-11T20:16:21.174468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2026-02-11T20:16:21.185453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2026-02-11T20:16:21.185797] [INFO ] [FORECASTER] Starting predict_future for APPF
[2026-02-11T20:16:21.186611] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2026-02-11T20:16:21.186664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:21.186697] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:21.186724] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:21.186781] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:21.246321] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:21.247001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:21.247083] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:21.247116] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:21.368986] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:21.369144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:21.369186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:21.369214] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:21.372649] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: DOWN (p=47.06%)
[2026-02-11T20:16:21.372939] [INFO ] [FORECASTER] Completed predict_future for APPF
[2026-02-11T20:16:21.373069] [INFO ] [sig       ] APPF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:21.516556] [INFO ] [LOCAL     ] Saved forecast: APPF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/APPF.txt
[2026-02-11T20:16:21.516691] [INFO ] [sig       ] [214/3412] Completed APPF in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-11T20:16:21.516730] [INFO ] [sig       ] [215/3412] Forecasting APPN...
[2026-02-11T20:16:21.516760] [INFO ] [sig       ] Generating forecast for: APPN
[2026-02-11T20:16:21.516790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2026-02-11T20:16:21.528319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2026-02-11T20:16:21.528602] [INFO ] [FORECASTER] Starting predict_future for APPN
[2026-02-11T20:16:21.529386] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2026-02-11T20:16:21.529439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:21.529471] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:21.529497] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:21.529554] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:21.588993] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:21.589813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:21.589927] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:21.589963] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:21.709909] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:21.710030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:21.710070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:21.710100] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:21.713688] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2026-02-11T20:16:21.713972] [INFO ] [FORECASTER] Completed predict_future for APPN
[2026-02-11T20:16:21.714103] [INFO ] [sig       ] APPN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:21.855018] [INFO ] [LOCAL     ] Saved forecast: APPN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/APPN.txt
[2026-02-11T20:16:21.855143] [INFO ] [sig       ] [215/3412] Completed APPN in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-11T20:16:21.855183] [INFO ] [sig       ] [216/3412] Forecasting APPS...
[2026-02-11T20:16:21.855212] [INFO ] [sig       ] Generating forecast for: APPS
[2026-02-11T20:16:21.855242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2026-02-11T20:16:21.866673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2026-02-11T20:16:21.866945] [INFO ] [FORECASTER] Starting predict_future for APPS
[2026-02-11T20:16:21.867798] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2026-02-11T20:16:21.867852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:21.867884] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:21.867911] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:21.867972] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:21.924840] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:21.925460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:21.925541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:21.925591] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:22.047748] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:22.047879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:22.047917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:22.047946] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:22.051287] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2026-02-11T20:16:22.051562] [INFO ] [FORECASTER] Completed predict_future for APPS
[2026-02-11T20:16:22.051713] [INFO ] [sig       ] APPS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:22.194042] [INFO ] [LOCAL     ] Saved forecast: APPS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/APPS.txt
[2026-02-11T20:16:22.194340] [INFO ] [sig       ] [216/3412] Completed APPS in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-11T20:16:22.194392] [INFO ] [sig       ] [217/3412] Forecasting APYX...
[2026-02-11T20:16:22.194431] [INFO ] [sig       ] Generating forecast for: APYX
[2026-02-11T20:16:22.194463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2026-02-11T20:16:22.207642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2026-02-11T20:16:22.207920] [INFO ] [FORECASTER] Starting predict_future for APYX
[2026-02-11T20:16:22.208735] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2026-02-11T20:16:22.208787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:22.208819] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:22.208856] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:22.208920] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:22.271743] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:22.272548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:22.272673] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:22.272707] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:22.390536] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:22.390702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:22.390744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:22.390773] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:22.394385] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2026-02-11T20:16:22.394682] [INFO ] [FORECASTER] Completed predict_future for APYX
[2026-02-11T20:16:22.394810] [INFO ] [sig       ] APYX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:22.545842] [INFO ] [LOCAL     ] Saved forecast: APYX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/APYX.txt
[2026-02-11T20:16:22.545969] [INFO ] [sig       ] [217/3412] Completed APYX in 0.4s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-11T20:16:22.546008] [INFO ] [sig       ] [218/3412] Forecasting AQMS...
[2026-02-11T20:16:22.546038] [INFO ] [sig       ] Generating forecast for: AQMS
[2026-02-11T20:16:22.546068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2026-02-11T20:16:22.557333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2026-02-11T20:16:22.557659] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2026-02-11T20:16:22.558472] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2026-02-11T20:16:22.558525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:22.558557] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:22.558607] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:22.558666] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:22.618087] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:22.618710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:22.618789] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:22.618822] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:22.732999] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:22.733147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:22.733188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:22.733217] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:22.736669] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2026-02-11T20:16:22.736948] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2026-02-11T20:16:22.737103] [INFO ] [sig       ] AQMS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:22.881822] [INFO ] [LOCAL     ] Saved forecast: AQMS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AQMS.txt
[2026-02-11T20:16:22.881958] [INFO ] [sig       ] [218/3412] Completed AQMS in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-11T20:16:22.881997] [INFO ] [sig       ] [219/3412] Forecasting AQN...
[2026-02-11T20:16:22.882026] [INFO ] [sig       ] Generating forecast for: AQN
[2026-02-11T20:16:22.882056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2026-02-11T20:16:22.893993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2026-02-11T20:16:22.894390] [INFO ] [FORECASTER] Starting predict_future for AQN
[2026-02-11T20:16:22.895227] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2026-02-11T20:16:22.895280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:22.895312] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:22.895338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:22.895394] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:22.957977] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:22.958890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:22.958986] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:22.959026] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:23.087339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:23.087536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:23.087599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:23.087633] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:23.091397] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: UP (p=89.91%)
[2026-02-11T20:16:23.091699] [INFO ] [FORECASTER] Completed predict_future for AQN
[2026-02-11T20:16:23.091836] [INFO ] [sig       ] AQN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:23.234530] [INFO ] [LOCAL     ] Saved forecast: AQN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AQN.txt
[2026-02-11T20:16:23.234671] [INFO ] [sig       ] [219/3412] Completed AQN in 0.4s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-11T20:16:23.234711] [INFO ] [sig       ] [220/3412] Forecasting AQNB...
[2026-02-11T20:16:23.234740] [INFO ] [sig       ] Generating forecast for: AQNB
[2026-02-11T20:16:23.234770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2026-02-11T20:16:23.246222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2026-02-11T20:16:23.246610] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2026-02-11T20:16:23.247410] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2026-02-11T20:16:23.247498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:23.247539] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:23.247566] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:23.247645] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:23.305766] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:23.306673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:23.306771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:23.306805] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:23.418167] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:23.418302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:23.418343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:23.418371] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:23.421899] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=89.78%)
[2026-02-11T20:16:23.422170] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2026-02-11T20:16:23.422299] [INFO ] [sig       ] AQNB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:23.563664] [INFO ] [LOCAL     ] Saved forecast: AQNB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AQNB.txt
[2026-02-11T20:16:23.563817] [INFO ] [sig       ] [220/3412] Completed AQNB in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-11T20:16:23.563858] [INFO ] [sig       ] [221/3412] Forecasting ARBB...
[2026-02-11T20:16:23.563887] [INFO ] [sig       ] Generating forecast for: ARBB
[2026-02-11T20:16:23.563923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2026-02-11T20:16:23.574395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2026-02-11T20:16:23.574679] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2026-02-11T20:16:23.575460] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2026-02-11T20:16:23.575513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:23.575546] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:23.575596] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:23.575678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:23.633212] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:23.633820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:23.633899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:23.633932] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:23.751549] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:23.751673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:23.751710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:23.751738] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:23.754942] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: UP (p=74.24%)
[2026-02-11T20:16:23.755208] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2026-02-11T20:16:23.755333] [INFO ] [sig       ] ARBB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:23.907520] [INFO ] [LOCAL     ] Saved forecast: ARBB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ARBB.txt
[2026-02-11T20:16:23.907729] [INFO ] [sig       ] [221/3412] Completed ARBB in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.0m
[2026-02-11T20:16:23.907779] [INFO ] [sig       ] [222/3412] Forecasting ARBE...
[2026-02-11T20:16:23.907820] [INFO ] [sig       ] Generating forecast for: ARBE
[2026-02-11T20:16:23.907862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2026-02-11T20:16:23.920862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2026-02-11T20:16:23.921453] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2026-02-11T20:16:23.922389] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2026-02-11T20:16:23.922446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:23.922478] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:23.922506] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:23.922565] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:23.995309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:23.996446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:23.996567] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:23.996629] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:24.142349] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:24.142532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:24.142597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:24.142632] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:24.146252] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2026-02-11T20:16:24.146565] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2026-02-11T20:16:24.146733] [INFO ] [sig       ] ARBE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:24.301651] [INFO ] [LOCAL     ] Saved forecast: ARBE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ARBE.txt
[2026-02-11T20:16:24.301827] [INFO ] [sig       ] [222/3412] Completed ARBE in 0.4s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-11T20:16:24.301870] [INFO ] [sig       ] [223/3412] Forecasting ARCB...
[2026-02-11T20:16:24.301900] [INFO ] [sig       ] Generating forecast for: ARCB
[2026-02-11T20:16:24.301937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2026-02-11T20:16:24.313927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2026-02-11T20:16:24.314540] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2026-02-11T20:16:24.315408] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2026-02-11T20:16:24.315461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:24.315494] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:24.315521] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:24.315600] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:24.373391] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:24.374404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:24.374512] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:24.374545] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:24.501892] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:24.502046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:24.502087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:24.502116] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:24.505689] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2026-02-11T20:16:24.506019] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2026-02-11T20:16:24.506159] [INFO ] [sig       ] ARCB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:24.656925] [INFO ] [LOCAL     ] Saved forecast: ARCB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ARCB.txt
[2026-02-11T20:16:24.657138] [INFO ] [sig       ] [223/3412] Completed ARCB in 0.4s | 2.79 sym/s | Total: 1.3m | ETA: 19.0m
[2026-02-11T20:16:24.657180] [INFO ] [sig       ] [224/3412] Forecasting ARCC...
[2026-02-11T20:16:24.657211] [INFO ] [sig       ] Generating forecast for: ARCC
[2026-02-11T20:16:24.657241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2026-02-11T20:16:24.669533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2026-02-11T20:16:24.669983] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2026-02-11T20:16:24.670890] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2026-02-11T20:16:24.670946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:24.671016] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:24.671044] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:24.671102] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:24.729707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:24.730653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:24.730751] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:24.730784] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:24.849502] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:24.849715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:24.849769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:24.849806] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:24.854470] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=59.21%)
[2026-02-11T20:16:24.854891] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2026-02-11T20:16:24.855070] [INFO ] [sig       ] ARCC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:25.013044] [INFO ] [LOCAL     ] Saved forecast: ARCC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ARCC.txt
[2026-02-11T20:16:25.013206] [INFO ] [sig       ] [224/3412] Completed ARCC in 0.4s | 2.79 sym/s | Total: 1.3m | ETA: 19.0m
[2026-02-11T20:16:25.013249] [INFO ] [sig       ] [225/3412] Forecasting ARCO...
[2026-02-11T20:16:25.013278] [INFO ] [sig       ] Generating forecast for: ARCO
[2026-02-11T20:16:25.013309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2026-02-11T20:16:25.024735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2026-02-11T20:16:25.025151] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2026-02-11T20:16:25.026018] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2026-02-11T20:16:25.026071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:25.026104] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:25.026131] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:25.026192] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:25.086867] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:25.087781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:25.087869] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:25.087901] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:25.211875] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:25.212039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:25.212083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:25.212113] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:25.215856] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2026-02-11T20:16:25.216184] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2026-02-11T20:16:25.216321] [INFO ] [sig       ] ARCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:25.358338] [INFO ] [LOCAL     ] Saved forecast: ARCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ARCO.txt
[2026-02-11T20:16:25.358494] [INFO ] [sig       ] [225/3412] Completed ARCO in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.0m
[2026-02-11T20:16:25.358534] [INFO ] [sig       ] [226/3412] Forecasting ARDC...
[2026-02-11T20:16:25.358565] [INFO ] [sig       ] Generating forecast for: ARDC
[2026-02-11T20:16:25.358619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2026-02-11T20:16:25.371283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2026-02-11T20:16:25.371722] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2026-02-11T20:16:25.372590] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2026-02-11T20:16:25.372646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:25.372678] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:25.372705] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:25.372762] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:25.436593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:25.437788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:25.437901] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:25.437937] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:25.571963] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:25.572182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:25.572232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:25.572263] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:25.576005] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=59.15%)
[2026-02-11T20:16:25.576340] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2026-02-11T20:16:25.576510] [INFO ] [sig       ] ARDC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:25.763908] [INFO ] [LOCAL     ] Saved forecast: ARDC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ARDC.txt
[2026-02-11T20:16:25.764120] [INFO ] [sig       ] [226/3412] Completed ARDC in 0.4s | 2.79 sym/s | Total: 1.4m | ETA: 19.0m
[2026-02-11T20:16:25.764174] [INFO ] [sig       ] [227/3412] Forecasting ARDX...
[2026-02-11T20:16:25.764212] [INFO ] [sig       ] Generating forecast for: ARDX
[2026-02-11T20:16:25.764258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2026-02-11T20:16:25.780279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2026-02-11T20:16:25.780862] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2026-02-11T20:16:25.782115] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2026-02-11T20:16:25.782190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:25.782233] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:25.782266] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:25.782340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:25.850481] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:25.851629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:25.851765] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:25.851805] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:26.025336] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:26.025544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:26.025635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:26.025739] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:26.031790] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=5.75%)
[2026-02-11T20:16:26.032364] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2026-02-11T20:16:26.032648] [INFO ] [sig       ] ARDX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:26.275812] [INFO ] [LOCAL     ] Saved forecast: ARDX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ARDX.txt
[2026-02-11T20:16:26.276067] [INFO ] [sig       ] [227/3412] Completed ARDX in 0.5s | 2.78 sym/s | Total: 1.4m | ETA: 19.1m
[2026-02-11T20:16:26.276149] [INFO ] [sig       ] [228/3412] Forecasting ARE...
[2026-02-11T20:16:26.276209] [INFO ] [sig       ] Generating forecast for: ARE
[2026-02-11T20:16:26.276274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2026-02-11T20:16:26.327977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2026-02-11T20:16:26.328589] [INFO ] [FORECASTER] Starting predict_future for ARE
[2026-02-11T20:16:26.329981] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2026-02-11T20:16:26.330058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:26.330098] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:26.330129] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:26.330225] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:26.418143] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:26.419910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:26.420056] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:26.420104] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:26.594352] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:26.594561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:26.594633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:26.594668] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:26.599975] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2026-02-11T20:16:26.600598] [INFO ] [FORECASTER] Completed predict_future for ARE
[2026-02-11T20:16:26.600843] [INFO ] [sig       ] ARE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:26.824314] [INFO ] [LOCAL     ] Saved forecast: ARE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ARE.txt
[2026-02-11T20:16:26.824532] [INFO ] [sig       ] [228/3412] Completed ARE in 0.5s | 2.78 sym/s | Total: 1.4m | ETA: 19.1m
[2026-02-11T20:16:26.824600] [INFO ] [sig       ] [229/3412] Forecasting AREC...
[2026-02-11T20:16:26.824642] [INFO ] [sig       ] Generating forecast for: AREC
[2026-02-11T20:16:26.824678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2026-02-11T20:16:26.847282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2026-02-11T20:16:26.847896] [INFO ] [FORECASTER] Starting predict_future for AREC
[2026-02-11T20:16:26.849193] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2026-02-11T20:16:26.849266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:26.849327] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:26.849379] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:26.849483] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:26.930442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:26.931802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:26.931941] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:26.932000] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:27.082641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:27.082833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:27.082889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:27.082921] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:27.086930] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: DOWN (p=16.47%)
[2026-02-11T20:16:27.087369] [INFO ] [FORECASTER] Completed predict_future for AREC
[2026-02-11T20:16:27.087623] [INFO ] [sig       ] AREC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:27.242120] [INFO ] [LOCAL     ] Saved forecast: AREC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AREC.txt
[2026-02-11T20:16:27.242303] [INFO ] [sig       ] [229/3412] Completed AREC in 0.4s | 2.78 sym/s | Total: 1.4m | ETA: 19.1m
[2026-02-11T20:16:27.242355] [INFO ] [sig       ] [230/3412] Forecasting ARES...
[2026-02-11T20:16:27.242385] [INFO ] [sig       ] Generating forecast for: ARES
[2026-02-11T20:16:27.242437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2026-02-11T20:16:27.257200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2026-02-11T20:16:27.257734] [INFO ] [FORECASTER] Starting predict_future for ARES
[2026-02-11T20:16:27.258770] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2026-02-11T20:16:27.258855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:27.258903] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:27.258940] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:27.259032] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:27.326403] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:27.327960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:27.328077] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:27.328121] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:27.470284] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:27.470447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:27.470490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:27.470519] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:27.474265] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=83.60%)
[2026-02-11T20:16:27.474562] [INFO ] [FORECASTER] Completed predict_future for ARES
[2026-02-11T20:16:27.474720] [INFO ] [sig       ] ARES: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:27.638829] [INFO ] [LOCAL     ] Saved forecast: ARES	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ARES.txt
[2026-02-11T20:16:27.638972] [INFO ] [sig       ] [230/3412] Completed ARES in 0.4s | 2.77 sym/s | Total: 1.4m | ETA: 19.1m
[2026-02-11T20:16:27.639012] [INFO ] [sig       ] [231/3412] Forecasting ARGX...
[2026-02-11T20:16:27.639041] [INFO ] [sig       ] Generating forecast for: ARGX
[2026-02-11T20:16:27.639071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2026-02-11T20:16:27.654901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2026-02-11T20:16:27.655204] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2026-02-11T20:16:27.656023] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2026-02-11T20:16:27.656077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:27.656109] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:27.656137] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:27.656194] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:27.717732] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:27.718557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:27.718659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:27.718693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:27.840793] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:27.840949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:27.840991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:27.841021] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:27.844503] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=74.85%)
[2026-02-11T20:16:27.844810] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2026-02-11T20:16:27.844946] [INFO ] [sig       ] ARGX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:27.988381] [INFO ] [LOCAL     ] Saved forecast: ARGX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ARGX.txt
[2026-02-11T20:16:27.988513] [INFO ] [sig       ] [231/3412] Completed ARGX in 0.3s | 2.78 sym/s | Total: 1.4m | ETA: 19.1m
[2026-02-11T20:16:27.988551] [INFO ] [sig       ] [232/3412] Forecasting ARHS...
[2026-02-11T20:16:27.988599] [INFO ] [sig       ] Generating forecast for: ARHS
[2026-02-11T20:16:27.988633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2026-02-11T20:16:28.000258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2026-02-11T20:16:28.000513] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2026-02-11T20:16:28.001328] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2026-02-11T20:16:28.001380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:28.001412] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:28.001439] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:28.001495] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:28.058342] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:28.058953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:28.059032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:28.059065] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:28.183718] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:28.183840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:28.183879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:28.183907] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:28.187221] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=28.75%)
[2026-02-11T20:16:28.187518] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2026-02-11T20:16:28.187665] [INFO ] [sig       ] ARHS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:28.330670] [INFO ] [LOCAL     ] Saved forecast: ARHS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ARHS.txt
[2026-02-11T20:16:28.330787] [INFO ] [sig       ] [232/3412] Completed ARHS in 0.3s | 2.78 sym/s | Total: 1.4m | ETA: 19.1m
[2026-02-11T20:16:28.330825] [INFO ] [sig       ] [233/3412] Forecasting ARI...
[2026-02-11T20:16:28.330855] [INFO ] [sig       ] Generating forecast for: ARI
[2026-02-11T20:16:28.330885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2026-02-11T20:16:28.342125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2026-02-11T20:16:28.342376] [INFO ] [FORECASTER] Starting predict_future for ARI
[2026-02-11T20:16:28.343173] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2026-02-11T20:16:28.343225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:28.343257] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:28.343284] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:28.343341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:28.400758] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:28.401379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:28.401459] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:28.401492] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:28.523882] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:28.523982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:28.524017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:28.524043] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:28.527226] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=96.34%)
[2026-02-11T20:16:28.527518] [INFO ] [FORECASTER] Completed predict_future for ARI
[2026-02-11T20:16:28.527669] [INFO ] [sig       ] ARI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:28.666863] [INFO ] [LOCAL     ] Saved forecast: ARI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ARI.txt
[2026-02-11T20:16:28.666982] [INFO ] [sig       ] [233/3412] Completed ARI in 0.3s | 2.78 sym/s | Total: 1.4m | ETA: 19.1m
[2026-02-11T20:16:28.667022] [INFO ] [sig       ] [234/3412] Forecasting ARKO...
[2026-02-11T20:16:28.667050] [INFO ] [sig       ] Generating forecast for: ARKO
[2026-02-11T20:16:28.667081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2026-02-11T20:16:28.678316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2026-02-11T20:16:28.678567] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2026-02-11T20:16:28.679377] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2026-02-11T20:16:28.679429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:28.679461] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:28.679489] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:28.679546] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:28.736185] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:28.737086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:28.737225] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:28.737259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:28.859438] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:28.859616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:28.859658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:28.859688] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:28.863157] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: UP (p=91.67%)
[2026-02-11T20:16:28.863430] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2026-02-11T20:16:28.863559] [INFO ] [sig       ] ARKO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:29.006976] [INFO ] [LOCAL     ] Saved forecast: ARKO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ARKO.txt
[2026-02-11T20:16:29.007118] [INFO ] [sig       ] [234/3412] Completed ARKO in 0.3s | 2.78 sym/s | Total: 1.4m | ETA: 19.1m
[2026-02-11T20:16:29.007157] [INFO ] [sig       ] [235/3412] Forecasting ARLO...
[2026-02-11T20:16:29.007186] [INFO ] [sig       ] Generating forecast for: ARLO
[2026-02-11T20:16:29.007216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2026-02-11T20:16:29.019289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2026-02-11T20:16:29.019623] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2026-02-11T20:16:29.020429] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2026-02-11T20:16:29.020481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:29.020513] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:29.020539] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:29.020614] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:29.078812] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:29.079871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:29.079962] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:29.079993] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:29.204308] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:29.204476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:29.204520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:29.204549] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:29.208522] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=45.12%)
[2026-02-11T20:16:29.208889] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2026-02-11T20:16:29.209041] [INFO ] [sig       ] ARLO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:29.352281] [INFO ] [LOCAL     ] Saved forecast: ARLO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ARLO.txt
[2026-02-11T20:16:29.352439] [INFO ] [sig       ] [235/3412] Completed ARLO in 0.3s | 2.78 sym/s | Total: 1.4m | ETA: 19.1m
[2026-02-11T20:16:29.352480] [INFO ] [sig       ] [236/3412] Forecasting ARLP...
[2026-02-11T20:16:29.352508] [INFO ] [sig       ] Generating forecast for: ARLP
[2026-02-11T20:16:29.352538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2026-02-11T20:16:29.364469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2026-02-11T20:16:29.364864] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2026-02-11T20:16:29.365724] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2026-02-11T20:16:29.365777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:29.365809] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:29.365835] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:29.365893] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:29.424516] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:29.425300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:29.425386] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:29.425420] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:29.548251] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:29.548453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:29.548500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:29.548531] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:29.552296] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2026-02-11T20:16:29.552598] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2026-02-11T20:16:29.552753] [INFO ] [sig       ] ARLP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:29.694088] [INFO ] [LOCAL     ] Saved forecast: ARLP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ARLP.txt
[2026-02-11T20:16:29.694226] [INFO ] [sig       ] [236/3412] Completed ARLP in 0.3s | 2.78 sym/s | Total: 1.4m | ETA: 19.1m
[2026-02-11T20:16:29.694266] [INFO ] [sig       ] [237/3412] Forecasting ARM...
[2026-02-11T20:16:29.694295] [INFO ] [sig       ] Generating forecast for: ARM
[2026-02-11T20:16:29.694332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2026-02-11T20:16:29.706802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2026-02-11T20:16:29.707074] [INFO ] [FORECASTER] Starting predict_future for ARM
[2026-02-11T20:16:29.707918] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2026-02-11T20:16:29.707971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:29.708003] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:29.708029] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:29.708109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:29.765252] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:29.766094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:29.766192] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:29.766226] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:29.884330] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:29.884490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:29.884545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:29.884596] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:29.888035] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2026-02-11T20:16:29.888328] [INFO ] [FORECASTER] Completed predict_future for ARM
[2026-02-11T20:16:29.888460] [INFO ] [sig       ] ARM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:30.031073] [INFO ] [LOCAL     ] Saved forecast: ARM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ARM.txt
[2026-02-11T20:16:30.031243] [INFO ] [sig       ] [237/3412] Completed ARM in 0.3s | 2.78 sym/s | Total: 1.4m | ETA: 19.0m
[2026-02-11T20:16:30.031284] [INFO ] [sig       ] [238/3412] Forecasting ARMK...
[2026-02-11T20:16:30.031313] [INFO ] [sig       ] Generating forecast for: ARMK
[2026-02-11T20:16:30.031344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2026-02-11T20:16:30.043263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2026-02-11T20:16:30.043586] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2026-02-11T20:16:30.044428] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2026-02-11T20:16:30.044481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:30.044513] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:30.044540] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:30.044624] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:30.106442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:30.107333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:30.107660] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:30.107695] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:30.233494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:30.233678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:30.233721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:30.233748] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:30.237855] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=60.70%)
[2026-02-11T20:16:30.238203] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2026-02-11T20:16:30.238545] [INFO ] [sig       ] ARMK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:30.428862] [INFO ] [LOCAL     ] Saved forecast: ARMK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ARMK.txt
[2026-02-11T20:16:30.429052] [INFO ] [sig       ] [238/3412] Completed ARMK in 0.4s | 2.78 sym/s | Total: 1.4m | ETA: 19.0m
[2026-02-11T20:16:30.429102] [INFO ] [sig       ] [239/3412] Forecasting AROC...
[2026-02-11T20:16:30.429134] [INFO ] [sig       ] Generating forecast for: AROC
[2026-02-11T20:16:30.429166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2026-02-11T20:16:30.441705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2026-02-11T20:16:30.442098] [INFO ] [FORECASTER] Starting predict_future for AROC
[2026-02-11T20:16:30.443007] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2026-02-11T20:16:30.443063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:30.443096] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:30.443124] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:30.443188] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:30.507763] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:30.508753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:30.508873] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:30.508910] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:30.637649] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:30.637844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:30.637899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:30.637930] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:30.641875] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=90.23%)
[2026-02-11T20:16:30.642272] [INFO ] [FORECASTER] Completed predict_future for AROC
[2026-02-11T20:16:30.642434] [INFO ] [sig       ] AROC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:30.793081] [INFO ] [LOCAL     ] Saved forecast: AROC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AROC.txt
[2026-02-11T20:16:30.793268] [INFO ] [sig       ] [239/3412] Completed AROC in 0.4s | 2.78 sym/s | Total: 1.4m | ETA: 19.0m
[2026-02-11T20:16:30.793322] [INFO ] [sig       ] [240/3412] Forecasting ARQ...
[2026-02-11T20:16:30.793353] [INFO ] [sig       ] Generating forecast for: ARQ
[2026-02-11T20:16:30.793383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2026-02-11T20:16:30.805848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2026-02-11T20:16:30.806288] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2026-02-11T20:16:30.807227] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2026-02-11T20:16:30.807284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:30.807318] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:30.807345] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:30.807412] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:30.869442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:30.870411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:30.870503] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:30.870537] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:30.994131] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:30.994311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:30.994351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:30.994379] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:30.998209] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2026-02-11T20:16:30.998630] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2026-02-11T20:16:30.998786] [INFO ] [sig       ] ARQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:31.145693] [INFO ] [LOCAL     ] Saved forecast: ARQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ARQ.txt
[2026-02-11T20:16:31.145853] [INFO ] [sig       ] [240/3412] Completed ARQ in 0.4s | 2.78 sym/s | Total: 1.4m | ETA: 19.0m
[2026-02-11T20:16:31.145905] [INFO ] [sig       ] [241/3412] Forecasting ARQQ...
[2026-02-11T20:16:31.145935] [INFO ] [sig       ] Generating forecast for: ARQQ
[2026-02-11T20:16:31.145967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2026-02-11T20:16:31.157779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2026-02-11T20:16:31.158208] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2026-02-11T20:16:31.159130] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2026-02-11T20:16:31.159199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:31.159278] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:31.159308] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:31.159367] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:31.223851] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:31.224896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:31.225001] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:31.225035] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:31.355062] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:31.355228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:31.355269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:31.355297] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:31.358852] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2026-02-11T20:16:31.359183] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2026-02-11T20:16:31.359328] [INFO ] [sig       ] ARQQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:31.508098] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ARQQ.txt
[2026-02-11T20:16:31.508458] [INFO ] [sig       ] [241/3412] Completed ARQQ in 0.4s | 2.78 sym/s | Total: 1.4m | ETA: 19.0m
[2026-02-11T20:16:31.508499] [INFO ] [sig       ] [242/3412] Forecasting ARRY...
[2026-02-11T20:16:31.508529] [INFO ] [sig       ] Generating forecast for: ARRY
[2026-02-11T20:16:31.508559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2026-02-11T20:16:31.521704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2026-02-11T20:16:31.522149] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2026-02-11T20:16:31.523084] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2026-02-11T20:16:31.523147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:31.523185] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:31.523214] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:31.523273] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:31.586634] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:31.587606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:31.587713] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:31.587747] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:31.717774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:31.717946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:31.717990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:31.718023] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:31.721908] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: UP (p=99.21%)
[2026-02-11T20:16:31.722259] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2026-02-11T20:16:31.722415] [INFO ] [sig       ] ARRY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:31.874027] [INFO ] [LOCAL     ] Saved forecast: ARRY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ARRY.txt
[2026-02-11T20:16:31.874185] [INFO ] [sig       ] [242/3412] Completed ARRY in 0.4s | 2.78 sym/s | Total: 1.5m | ETA: 19.0m
[2026-02-11T20:16:31.874225] [INFO ] [sig       ] [243/3412] Forecasting ARTL...
[2026-02-11T20:16:31.874255] [INFO ] [sig       ] Generating forecast for: ARTL
[2026-02-11T20:16:31.874284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2026-02-11T20:16:31.885674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2026-02-11T20:16:31.886061] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2026-02-11T20:16:31.886978] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2026-02-11T20:16:31.887050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:31.887097] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:31.887128] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:31.887188] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:31.947989] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:31.948893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:31.948989] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:31.949023] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:32.073676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:32.073841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:32.073883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:32.073911] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:32.078178] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=10.33%)
[2026-02-11T20:16:32.078621] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2026-02-11T20:16:32.078784] [INFO ] [sig       ] ARTL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:32.231839] [INFO ] [LOCAL     ] Saved forecast: ARTL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ARTL.txt
[2026-02-11T20:16:32.232025] [INFO ] [sig       ] [243/3412] Completed ARTL in 0.4s | 2.78 sym/s | Total: 1.5m | ETA: 19.0m
[2026-02-11T20:16:32.232086] [INFO ] [sig       ] [244/3412] Forecasting ARTNA...
[2026-02-11T20:16:32.232121] [INFO ] [sig       ] Generating forecast for: ARTNA
[2026-02-11T20:16:32.232157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2026-02-11T20:16:32.244158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2026-02-11T20:16:32.244548] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2026-02-11T20:16:32.245546] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2026-02-11T20:16:32.245645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:32.245707] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:32.245745] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:32.245828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:32.306094] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:32.307244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:32.307347] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:32.307382] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:32.428883] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:32.429046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:32.429089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:32.429165] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:32.433074] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2026-02-11T20:16:32.433416] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2026-02-11T20:16:32.433563] [INFO ] [sig       ] ARTNA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:32.589800] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ARTNA.txt
[2026-02-11T20:16:32.589938] [INFO ] [sig       ] [244/3412] Completed ARTNA in 0.4s | 2.78 sym/s | Total: 1.5m | ETA: 19.0m
[2026-02-11T20:16:32.590005] [INFO ] [sig       ] [245/3412] Forecasting ARVN...
[2026-02-11T20:16:32.590037] [INFO ] [sig       ] Generating forecast for: ARVN
[2026-02-11T20:16:32.590070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2026-02-11T20:16:32.602602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2026-02-11T20:16:32.602870] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2026-02-11T20:16:32.603737] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2026-02-11T20:16:32.603792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:32.603827] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:32.603856] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:32.603916] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:32.667665] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:32.668393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:32.668475] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:32.668507] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:32.790690] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:32.790833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:32.790874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:32.790915] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:32.794283] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: UP (p=57.79%)
[2026-02-11T20:16:32.794591] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2026-02-11T20:16:32.794729] [INFO ] [sig       ] ARVN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:32.948082] [INFO ] [LOCAL     ] Saved forecast: ARVN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ARVN.txt
[2026-02-11T20:16:32.948239] [INFO ] [sig       ] [245/3412] Completed ARVN in 0.4s | 2.78 sym/s | Total: 1.5m | ETA: 19.0m
[2026-02-11T20:16:32.948279] [INFO ] [sig       ] [246/3412] Forecasting ASA...
[2026-02-11T20:16:32.948309] [INFO ] [sig       ] Generating forecast for: ASA
[2026-02-11T20:16:32.948340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2026-02-11T20:16:32.963663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2026-02-11T20:16:32.964169] [INFO ] [FORECASTER] Starting predict_future for ASA
[2026-02-11T20:16:32.965463] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2026-02-11T20:16:32.965530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:32.965592] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:32.965630] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:32.965712] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:33.030009] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:33.030928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:33.031018] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:33.031051] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:33.156887] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:33.157054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:33.157097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:33.157129] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:33.161206] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2026-02-11T20:16:33.161557] [INFO ] [FORECASTER] Completed predict_future for ASA
[2026-02-11T20:16:33.161744] [INFO ] [sig       ] ASA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:33.311548] [INFO ] [LOCAL     ] Saved forecast: ASA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ASA.txt
[2026-02-11T20:16:33.311770] [INFO ] [sig       ] [246/3412] Completed ASA in 0.4s | 2.78 sym/s | Total: 1.5m | ETA: 19.0m
[2026-02-11T20:16:33.311826] [INFO ] [sig       ] [247/3412] Forecasting ASB...
[2026-02-11T20:16:33.311865] [INFO ] [sig       ] Generating forecast for: ASB
[2026-02-11T20:16:33.311909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2026-02-11T20:16:33.325044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2026-02-11T20:16:33.325463] [INFO ] [FORECASTER] Starting predict_future for ASB
[2026-02-11T20:16:33.326404] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2026-02-11T20:16:33.326460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:33.326494] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:33.326522] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:33.326602] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:33.391667] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:33.392631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:33.392724] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:33.392774] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:33.517174] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:33.517383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:33.517431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:33.517492] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:33.521325] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: UP (p=78.07%)
[2026-02-11T20:16:33.521649] [INFO ] [FORECASTER] Completed predict_future for ASB
[2026-02-11T20:16:33.521788] [INFO ] [sig       ] ASB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:33.666220] [INFO ] [LOCAL     ] Saved forecast: ASB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ASB.txt
[2026-02-11T20:16:33.666380] [INFO ] [sig       ] [247/3412] Completed ASB in 0.4s | 2.78 sym/s | Total: 1.5m | ETA: 19.0m
[2026-02-11T20:16:33.666420] [INFO ] [sig       ] [248/3412] Forecasting ASBA...
[2026-02-11T20:16:33.666449] [INFO ] [sig       ] Generating forecast for: ASBA
[2026-02-11T20:16:33.666478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2026-02-11T20:16:33.677985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2026-02-11T20:16:33.678338] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2026-02-11T20:16:33.679164] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2026-02-11T20:16:33.679217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:33.679249] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:33.679275] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:33.679333] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:33.737924] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:33.738905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:33.739003] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:33.739037] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:33.856467] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:33.856647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:33.856690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:33.856734] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:33.860342] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=65.99%)
[2026-02-11T20:16:33.860640] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2026-02-11T20:16:33.860771] [INFO ] [sig       ] ASBA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:34.008512] [INFO ] [LOCAL     ] Saved forecast: ASBA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ASBA.txt
[2026-02-11T20:16:34.008682] [INFO ] [sig       ] [248/3412] Completed ASBA in 0.3s | 2.78 sym/s | Total: 1.5m | ETA: 19.0m
[2026-02-11T20:16:34.008728] [INFO ] [sig       ] [249/3412] Forecasting ASC...
[2026-02-11T20:16:34.008759] [INFO ] [sig       ] Generating forecast for: ASC
[2026-02-11T20:16:34.008792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2026-02-11T20:16:34.020846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2026-02-11T20:16:34.021224] [INFO ] [FORECASTER] Starting predict_future for ASC
[2026-02-11T20:16:34.022103] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2026-02-11T20:16:34.022158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:34.022194] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:34.022233] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:34.022306] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:34.083525] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:34.084513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:34.084626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:34.084664] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:34.209940] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:34.210110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:34.210167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:34.210205] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:34.214274] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=62.65%)
[2026-02-11T20:16:34.214599] [INFO ] [FORECASTER] Completed predict_future for ASC
[2026-02-11T20:16:34.214743] [INFO ] [sig       ] ASC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:34.374799] [INFO ] [LOCAL     ] Saved forecast: ASC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ASC.txt
[2026-02-11T20:16:34.374976] [INFO ] [sig       ] [249/3412] Completed ASC in 0.4s | 2.78 sym/s | Total: 1.5m | ETA: 19.0m
[2026-02-11T20:16:34.375019] [INFO ] [sig       ] [250/3412] Forecasting ASG...
[2026-02-11T20:16:34.375052] [INFO ] [sig       ] Generating forecast for: ASG
[2026-02-11T20:16:34.375084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2026-02-11T20:16:34.387142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2026-02-11T20:16:34.387611] [INFO ] [FORECASTER] Starting predict_future for ASG
[2026-02-11T20:16:34.388506] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2026-02-11T20:16:34.388562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:34.388631] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:34.388664] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:34.388723] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:34.450969] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:34.451895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:34.451987] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:34.452038] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:34.587671] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:34.587842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:34.587886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:34.587916] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:34.591996] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2026-02-11T20:16:34.592333] [INFO ] [FORECASTER] Completed predict_future for ASG
[2026-02-11T20:16:34.592486] [INFO ] [sig       ] ASG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:34.754359] [INFO ] [LOCAL     ] Saved forecast: ASG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ASG.txt
[2026-02-11T20:16:34.754518] [INFO ] [sig       ] [250/3412] Completed ASG in 0.4s | 2.78 sym/s | Total: 1.5m | ETA: 19.0m
[2026-02-11T20:16:34.754558] [INFO ] [sig       ] [251/3412] Forecasting ASGI...
[2026-02-11T20:16:34.754608] [INFO ] [sig       ] Generating forecast for: ASGI
[2026-02-11T20:16:34.754640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2026-02-11T20:16:34.768112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2026-02-11T20:16:34.768736] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2026-02-11T20:16:34.769898] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2026-02-11T20:16:34.769955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:34.769989] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:34.770019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:34.770085] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:34.832664] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:34.833754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:34.833900] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:34.833945] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:34.961240] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:34.961406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:34.961449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:34.961481] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:34.965081] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=17.84%)
[2026-02-11T20:16:34.965377] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2026-02-11T20:16:34.965515] [INFO ] [sig       ] ASGI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:35.114343] [INFO ] [LOCAL     ] Saved forecast: ASGI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ASGI.txt
[2026-02-11T20:16:35.114479] [INFO ] [sig       ] [251/3412] Completed ASGI in 0.4s | 2.78 sym/s | Total: 1.5m | ETA: 19.0m
[2026-02-11T20:16:35.114519] [INFO ] [sig       ] [252/3412] Forecasting ASGN...
[2026-02-11T20:16:35.114548] [INFO ] [sig       ] Generating forecast for: ASGN
[2026-02-11T20:16:35.114597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2026-02-11T20:16:35.126074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2026-02-11T20:16:35.126409] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2026-02-11T20:16:35.127301] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2026-02-11T20:16:35.127357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:35.127392] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:35.127430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:35.127527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:35.188390] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:35.189330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:35.189420] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:35.189452] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:35.311493] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:35.311673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:35.311718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:35.311763] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:35.315750] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: UP (p=92.46%)
[2026-02-11T20:16:35.316054] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2026-02-11T20:16:35.316195] [INFO ] [sig       ] ASGN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:35.462131] [INFO ] [LOCAL     ] Saved forecast: ASGN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ASGN.txt
[2026-02-11T20:16:35.462292] [INFO ] [sig       ] [252/3412] Completed ASGN in 0.3s | 2.78 sym/s | Total: 1.5m | ETA: 19.0m
[2026-02-11T20:16:35.462333] [INFO ] [sig       ] [253/3412] Forecasting ASH...
[2026-02-11T20:16:35.462363] [INFO ] [sig       ] Generating forecast for: ASH
[2026-02-11T20:16:35.462394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2026-02-11T20:16:35.474376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2026-02-11T20:16:35.474707] [INFO ] [FORECASTER] Starting predict_future for ASH
[2026-02-11T20:16:35.475666] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2026-02-11T20:16:35.475722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:35.475756] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:35.475784] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:35.475843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:35.537738] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:35.538655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:35.538745] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:35.538780] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:35.669435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:35.669616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:35.669660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:35.669689] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:35.673191] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2026-02-11T20:16:35.673662] [INFO ] [FORECASTER] Completed predict_future for ASH
[2026-02-11T20:16:35.673798] [INFO ] [sig       ] ASH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:35.830538] [INFO ] [LOCAL     ] Saved forecast: ASH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ASH.txt
[2026-02-11T20:16:35.830746] [INFO ] [sig       ] [253/3412] Completed ASH in 0.4s | 2.78 sym/s | Total: 1.5m | ETA: 19.0m
[2026-02-11T20:16:35.830790] [INFO ] [sig       ] [254/3412] Forecasting ASIX...
[2026-02-11T20:16:35.830843] [INFO ] [sig       ] Generating forecast for: ASIX
[2026-02-11T20:16:35.830892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2026-02-11T20:16:35.844383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2026-02-11T20:16:35.844835] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2026-02-11T20:16:35.845798] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2026-02-11T20:16:35.845856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:35.845889] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:35.845916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:35.845983] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:35.907643] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:35.908680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:35.908781] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:35.908813] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:36.029339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:36.029504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:36.029547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:36.029598] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:36.033358] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2026-02-11T20:16:36.033698] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2026-02-11T20:16:36.033838] [INFO ] [sig       ] ASIX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:36.178079] [INFO ] [LOCAL     ] Saved forecast: ASIX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ASIX.txt
[2026-02-11T20:16:36.178254] [INFO ] [sig       ] [254/3412] Completed ASIX in 0.3s | 2.78 sym/s | Total: 1.5m | ETA: 18.9m
[2026-02-11T20:16:36.178297] [INFO ] [sig       ] [255/3412] Forecasting ASLE...
[2026-02-11T20:16:36.178327] [INFO ] [sig       ] Generating forecast for: ASLE
[2026-02-11T20:16:36.178358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2026-02-11T20:16:36.284963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2026-02-11T20:16:36.285347] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2026-02-11T20:16:36.286206] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2026-02-11T20:16:36.286263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:36.286296] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:36.286323] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:36.286380] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:36.344536] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:36.345468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:36.345558] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:36.345614] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:36.465688] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:36.465845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:36.465887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:36.465917] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:36.469460] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=20.54%)
[2026-02-11T20:16:36.469775] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2026-02-11T20:16:36.469917] [INFO ] [sig       ] ASLE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:36.626449] [INFO ] [LOCAL     ] Saved forecast: ASLE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ASLE.txt
[2026-02-11T20:16:36.626832] [INFO ] [sig       ] [255/3412] Completed ASLE in 0.4s | 2.78 sym/s | Total: 1.5m | ETA: 19.0m
[2026-02-11T20:16:36.626878] [INFO ] [sig       ] [256/3412] Forecasting ASMB...
[2026-02-11T20:16:36.626907] [INFO ] [sig       ] Generating forecast for: ASMB
[2026-02-11T20:16:36.626943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2026-02-11T20:16:36.640355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2026-02-11T20:16:36.640805] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2026-02-11T20:16:36.641814] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2026-02-11T20:16:36.641874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:36.641907] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:36.641934] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:36.641991] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:36.704419] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:36.705409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:36.705506] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:36.705540] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:36.838808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:36.838965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:36.839010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:36.839039] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:36.842955] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=27.19%)
[2026-02-11T20:16:36.843244] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2026-02-11T20:16:36.843400] [INFO ] [sig       ] ASMB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:36.988420] [INFO ] [LOCAL     ] Saved forecast: ASMB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ASMB.txt
[2026-02-11T20:16:36.988603] [INFO ] [sig       ] [256/3412] Completed ASMB in 0.4s | 2.78 sym/s | Total: 1.5m | ETA: 19.0m
[2026-02-11T20:16:36.988645] [INFO ] [sig       ] [257/3412] Forecasting ASML...
[2026-02-11T20:16:36.988676] [INFO ] [sig       ] Generating forecast for: ASML
[2026-02-11T20:16:36.988705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2026-02-11T20:16:37.001311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2026-02-11T20:16:37.001601] [INFO ] [FORECASTER] Starting predict_future for ASML
[2026-02-11T20:16:37.002417] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2026-02-11T20:16:37.002470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:37.002503] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:37.002529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:37.002612] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:37.061680] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:37.062292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:37.062374] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:37.062406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:37.189774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:37.189935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:37.189976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:37.190013] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:37.193485] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2026-02-11T20:16:37.193781] [INFO ] [FORECASTER] Completed predict_future for ASML
[2026-02-11T20:16:37.193909] [INFO ] [sig       ] ASML: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:37.332810] [INFO ] [LOCAL     ] Saved forecast: ASML	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ASML.txt
[2026-02-11T20:16:37.332948] [INFO ] [sig       ] [257/3412] Completed ASML in 0.3s | 2.78 sym/s | Total: 1.5m | ETA: 18.9m
[2026-02-11T20:16:37.332989] [INFO ] [sig       ] [258/3412] Forecasting ASND...
[2026-02-11T20:16:37.333018] [INFO ] [sig       ] Generating forecast for: ASND
[2026-02-11T20:16:37.333048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2026-02-11T20:16:37.344227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2026-02-11T20:16:37.344551] [INFO ] [FORECASTER] Starting predict_future for ASND
[2026-02-11T20:16:37.345396] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2026-02-11T20:16:37.345449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:37.345508] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:37.345536] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:37.345614] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:37.402474] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:37.403092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:37.403175] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:37.403208] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:37.528542] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:37.528746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:37.528793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:37.528824] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:37.532392] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2026-02-11T20:16:37.532696] [INFO ] [FORECASTER] Completed predict_future for ASND
[2026-02-11T20:16:37.532826] [INFO ] [sig       ] ASND: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:37.673105] [INFO ] [LOCAL     ] Saved forecast: ASND	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ASND.txt
[2026-02-11T20:16:37.673230] [INFO ] [sig       ] [258/3412] Completed ASND in 0.3s | 2.78 sym/s | Total: 1.5m | ETA: 18.9m
[2026-02-11T20:16:37.673269] [INFO ] [sig       ] [259/3412] Forecasting ASO...
[2026-02-11T20:16:37.673303] [INFO ] [sig       ] Generating forecast for: ASO
[2026-02-11T20:16:37.673334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2026-02-11T20:16:37.684765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2026-02-11T20:16:37.685053] [INFO ] [FORECASTER] Starting predict_future for ASO
[2026-02-11T20:16:37.685889] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2026-02-11T20:16:37.685942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:37.685974] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:37.686001] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:37.686059] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:37.744706] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:37.745326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:37.745408] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:37.745441] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:37.869927] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:37.870072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:37.870113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:37.870143] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:37.873612] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2026-02-11T20:16:37.873896] [INFO ] [FORECASTER] Completed predict_future for ASO
[2026-02-11T20:16:37.874027] [INFO ] [sig       ] ASO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:38.014180] [INFO ] [LOCAL     ] Saved forecast: ASO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ASO.txt
[2026-02-11T20:16:38.014316] [INFO ] [sig       ] [259/3412] Completed ASO in 0.3s | 2.78 sym/s | Total: 1.6m | ETA: 18.9m
[2026-02-11T20:16:38.014355] [INFO ] [sig       ] [260/3412] Forecasting ASPI...
[2026-02-11T20:16:38.014384] [INFO ] [sig       ] Generating forecast for: ASPI
[2026-02-11T20:16:38.014415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2026-02-11T20:16:38.025467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2026-02-11T20:16:38.025795] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2026-02-11T20:16:38.026628] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2026-02-11T20:16:38.026681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:38.026713] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:38.026739] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:38.026796] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:38.084339] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:38.085175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:38.085259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:38.085293] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:38.203318] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:38.203477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:38.203518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:38.203545] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:38.206996] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: UP (p=68.73%)
[2026-02-11T20:16:38.207281] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2026-02-11T20:16:38.207458] [INFO ] [sig       ] ASPI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:38.351409] [INFO ] [LOCAL     ] Saved forecast: ASPI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ASPI.txt
[2026-02-11T20:16:38.351585] [INFO ] [sig       ] [260/3412] Completed ASPI in 0.3s | 2.78 sym/s | Total: 1.6m | ETA: 18.9m
[2026-02-11T20:16:38.351628] [INFO ] [sig       ] [261/3412] Forecasting ASPN...
[2026-02-11T20:16:38.351658] [INFO ] [sig       ] Generating forecast for: ASPN
[2026-02-11T20:16:38.351688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2026-02-11T20:16:38.363385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2026-02-11T20:16:38.363754] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2026-02-11T20:16:38.364664] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2026-02-11T20:16:38.364717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:38.364750] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:38.364776] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:38.364834] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:38.422797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:38.423453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:38.423538] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:38.423588] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:38.549268] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:38.549428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:38.549470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:38.549531] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:38.553182] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=63.14%)
[2026-02-11T20:16:38.553534] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2026-02-11T20:16:38.553699] [INFO ] [sig       ] ASPN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:38.776673] [INFO ] [LOCAL     ] Saved forecast: ASPN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ASPN.txt
[2026-02-11T20:16:38.776836] [INFO ] [sig       ] [261/3412] Completed ASPN in 0.4s | 2.78 sym/s | Total: 1.6m | ETA: 18.9m
[2026-02-11T20:16:38.776878] [INFO ] [sig       ] [262/3412] Forecasting ASPS...
[2026-02-11T20:16:38.776908] [INFO ] [sig       ] Generating forecast for: ASPS
[2026-02-11T20:16:38.776939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2026-02-11T20:16:38.789333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2026-02-11T20:16:38.789767] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2026-02-11T20:16:38.790654] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2026-02-11T20:16:38.790717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:38.790756] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:38.790785] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:38.790845] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:38.855262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:38.856284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:38.856402] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:38.856441] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:38.978708] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:38.978868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:38.978910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:38.978938] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:38.982797] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: DOWN (p=26.57%)
[2026-02-11T20:16:38.983164] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2026-02-11T20:16:38.983326] [INFO ] [sig       ] ASPS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:39.130174] [INFO ] [LOCAL     ] Saved forecast: ASPS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ASPS.txt
[2026-02-11T20:16:39.130338] [INFO ] [sig       ] [262/3412] Completed ASPS in 0.4s | 2.78 sym/s | Total: 1.6m | ETA: 18.9m
[2026-02-11T20:16:39.130379] [INFO ] [sig       ] [263/3412] Forecasting ASTE...
[2026-02-11T20:16:39.130410] [INFO ] [sig       ] Generating forecast for: ASTE
[2026-02-11T20:16:39.130440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2026-02-11T20:16:39.142502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2026-02-11T20:16:39.142927] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2026-02-11T20:16:39.143881] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2026-02-11T20:16:39.143937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:39.143970] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:39.143998] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:39.144078] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:39.204476] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:39.205426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:39.205519] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:39.205553] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:39.327690] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:39.327854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:39.327897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:39.327928] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:39.331605] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=27.22%)
[2026-02-11T20:16:39.331926] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2026-02-11T20:16:39.332073] [INFO ] [sig       ] ASTE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:39.482308] [INFO ] [LOCAL     ] Saved forecast: ASTE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ASTE.txt
[2026-02-11T20:16:39.482515] [INFO ] [sig       ] [263/3412] Completed ASTE in 0.4s | 2.78 sym/s | Total: 1.6m | ETA: 18.9m
[2026-02-11T20:16:39.482588] [INFO ] [sig       ] [264/3412] Forecasting ASTH...
[2026-02-11T20:16:39.482628] [INFO ] [sig       ] Generating forecast for: ASTH
[2026-02-11T20:16:39.482674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2026-02-11T20:16:39.495462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2026-02-11T20:16:39.495904] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2026-02-11T20:16:39.496843] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2026-02-11T20:16:39.496911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:39.496952] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:39.496986] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:39.497049] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:39.557952] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:39.559135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:39.559230] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:39.559264] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:39.678806] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:39.678966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:39.679008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:39.679036] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:39.682606] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=81.93%)
[2026-02-11T20:16:39.682925] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2026-02-11T20:16:39.683094] [INFO ] [sig       ] ASTH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:39.835491] [INFO ] [LOCAL     ] Saved forecast: ASTH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ASTH.txt
[2026-02-11T20:16:39.835656] [INFO ] [sig       ] [264/3412] Completed ASTH in 0.4s | 2.78 sym/s | Total: 1.6m | ETA: 18.9m
[2026-02-11T20:16:39.835700] [INFO ] [sig       ] [265/3412] Forecasting ASTI...
[2026-02-11T20:16:39.835730] [INFO ] [sig       ] Generating forecast for: ASTI
[2026-02-11T20:16:39.835761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2026-02-11T20:16:39.847865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2026-02-11T20:16:39.848190] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2026-02-11T20:16:39.849021] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2026-02-11T20:16:39.849084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:39.849117] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:39.849144] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:39.849200] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:39.908109] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:39.909077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:39.909161] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:39.909193] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:40.030459] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:40.030633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:40.030677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:40.030705] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:40.034184] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: DOWN (p=3.93%)
[2026-02-11T20:16:40.034468] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2026-02-11T20:16:40.034629] [INFO ] [sig       ] ASTI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:40.178601] [INFO ] [LOCAL     ] Saved forecast: ASTI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ASTI.txt
[2026-02-11T20:16:40.178769] [INFO ] [sig       ] [265/3412] Completed ASTI in 0.3s | 2.78 sym/s | Total: 1.6m | ETA: 18.9m
[2026-02-11T20:16:40.178810] [INFO ] [sig       ] [266/3412] Forecasting ASTL...
[2026-02-11T20:16:40.178841] [INFO ] [sig       ] Generating forecast for: ASTL
[2026-02-11T20:16:40.178871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2026-02-11T20:16:40.191517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2026-02-11T20:16:40.191847] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2026-02-11T20:16:40.192717] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2026-02-11T20:16:40.192771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:40.192803] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:40.192829] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:40.192885] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:40.250757] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:40.251408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:40.251490] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:40.251523] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:40.367462] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:40.367646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:40.367688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:40.367716] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:40.371221] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=68.47%)
[2026-02-11T20:16:40.371498] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2026-02-11T20:16:40.371650] [INFO ] [sig       ] ASTL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:40.513620] [INFO ] [LOCAL     ] Saved forecast: ASTL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ASTL.txt
[2026-02-11T20:16:40.513783] [INFO ] [sig       ] [266/3412] Completed ASTL in 0.3s | 2.78 sym/s | Total: 1.6m | ETA: 18.9m
[2026-02-11T20:16:40.513826] [INFO ] [sig       ] [267/3412] Forecasting ASTS...
[2026-02-11T20:16:40.513855] [INFO ] [sig       ] Generating forecast for: ASTS
[2026-02-11T20:16:40.513884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2026-02-11T20:16:40.524999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2026-02-11T20:16:40.525315] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2026-02-11T20:16:40.526129] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2026-02-11T20:16:40.526181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:40.526214] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:40.526241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:40.526302] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:40.583678] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:40.584420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:40.584505] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:40.584538] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:40.713038] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:40.713204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:40.713244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:40.713272] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:40.717249] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=8.11%)
[2026-02-11T20:16:40.717646] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2026-02-11T20:16:40.717792] [INFO ] [sig       ] ASTS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:40.865320] [INFO ] [LOCAL     ] Saved forecast: ASTS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ASTS.txt
[2026-02-11T20:16:40.865490] [INFO ] [sig       ] [267/3412] Completed ASTS in 0.4s | 2.78 sym/s | Total: 1.6m | ETA: 18.9m
[2026-02-11T20:16:40.865532] [INFO ] [sig       ] [268/3412] Forecasting ASX...
[2026-02-11T20:16:40.865563] [INFO ] [sig       ] Generating forecast for: ASX
[2026-02-11T20:16:40.865617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2026-02-11T20:16:40.878074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2026-02-11T20:16:40.878472] [INFO ] [FORECASTER] Starting predict_future for ASX
[2026-02-11T20:16:40.879333] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2026-02-11T20:16:40.879398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:40.879439] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:40.879472] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:40.879543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:40.943056] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:40.944013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:40.944154] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:40.944216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:41.073947] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:41.074124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:41.074171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:41.074201] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:41.077874] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=42.55%)
[2026-02-11T20:16:41.078160] [INFO ] [FORECASTER] Completed predict_future for ASX
[2026-02-11T20:16:41.078297] [INFO ] [sig       ] ASX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:41.225873] [INFO ] [LOCAL     ] Saved forecast: ASX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ASX.txt
[2026-02-11T20:16:41.226054] [INFO ] [sig       ] [268/3412] Completed ASX in 0.4s | 2.78 sym/s | Total: 1.6m | ETA: 18.9m
[2026-02-11T20:16:41.226097] [INFO ] [sig       ] [269/3412] Forecasting ASYS...
[2026-02-11T20:16:41.226132] [INFO ] [sig       ] Generating forecast for: ASYS
[2026-02-11T20:16:41.226178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2026-02-11T20:16:41.239718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2026-02-11T20:16:41.240183] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2026-02-11T20:16:41.241149] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2026-02-11T20:16:41.241216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:41.241262] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:41.241298] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:41.241379] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:41.305067] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:41.306348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:41.306469] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:41.306513] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:41.444558] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:41.444932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:41.444973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:41.445000] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:41.449000] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: UP (p=88.47%)
[2026-02-11T20:16:41.449323] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2026-02-11T20:16:41.449478] [INFO ] [sig       ] ASYS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:41.598460] [INFO ] [LOCAL     ] Saved forecast: ASYS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ASYS.txt
[2026-02-11T20:16:41.598643] [INFO ] [sig       ] [269/3412] Completed ASYS in 0.4s | 2.78 sym/s | Total: 1.6m | ETA: 18.9m
[2026-02-11T20:16:41.598688] [INFO ] [sig       ] [270/3412] Forecasting ATAI...
[2026-02-11T20:16:41.598717] [INFO ] [sig       ] Generating forecast for: ATAI
[2026-02-11T20:16:41.598748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2026-02-11T20:16:41.610303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2026-02-11T20:16:41.610669] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2026-02-11T20:16:41.611502] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2026-02-11T20:16:41.611555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:41.611609] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:41.611637] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:41.611695] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:41.670760] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:41.671702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:41.671825] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:41.671861] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:41.792390] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:41.792551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:41.792612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:41.792642] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:41.796123] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: UP (p=82.85%)
[2026-02-11T20:16:41.796421] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2026-02-11T20:16:41.796560] [INFO ] [sig       ] ATAI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:41.940006] [INFO ] [LOCAL     ] Saved forecast: ATAI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ATAI.txt
[2026-02-11T20:16:41.940126] [INFO ] [sig       ] [270/3412] Completed ATAI in 0.3s | 2.78 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-11T20:16:41.940165] [INFO ] [sig       ] [271/3412] Forecasting ATEC...
[2026-02-11T20:16:41.940193] [INFO ] [sig       ] Generating forecast for: ATEC
[2026-02-11T20:16:41.940223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2026-02-11T20:16:41.951835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2026-02-11T20:16:41.952142] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2026-02-11T20:16:41.952973] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2026-02-11T20:16:41.953025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:41.953058] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:41.953085] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:41.953142] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:42.011704] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:42.012327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:42.012422] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:42.012461] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:42.137979] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:42.138119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:42.138158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:42.138187] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:42.141669] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=86.48%)
[2026-02-11T20:16:42.141949] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2026-02-11T20:16:42.142075] [INFO ] [sig       ] ATEC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:42.283584] [INFO ] [LOCAL     ] Saved forecast: ATEC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ATEC.txt
[2026-02-11T20:16:42.283740] [INFO ] [sig       ] [271/3412] Completed ATEC in 0.3s | 2.78 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-11T20:16:42.283781] [INFO ] [sig       ] [272/3412] Forecasting ATEN...
[2026-02-11T20:16:42.283810] [INFO ] [sig       ] Generating forecast for: ATEN
[2026-02-11T20:16:42.283840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2026-02-11T20:16:42.295368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2026-02-11T20:16:42.295720] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2026-02-11T20:16:42.296514] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2026-02-11T20:16:42.296592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:42.296627] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:42.296654] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:42.296712] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:42.356561] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:42.357219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:42.357301] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:42.357335] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:42.479025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:42.479159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:42.479215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:42.479247] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:42.482799] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=7.22%)
[2026-02-11T20:16:42.483089] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2026-02-11T20:16:42.483225] [INFO ] [sig       ] ATEN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:42.623816] [INFO ] [LOCAL     ] Saved forecast: ATEN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ATEN.txt
[2026-02-11T20:16:42.623934] [INFO ] [sig       ] [272/3412] Completed ATEN in 0.3s | 2.78 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-11T20:16:42.623973] [INFO ] [sig       ] [273/3412] Forecasting ATEX...
[2026-02-11T20:16:42.624001] [INFO ] [sig       ] Generating forecast for: ATEX
[2026-02-11T20:16:42.624031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2026-02-11T20:16:42.635729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2026-02-11T20:16:42.636036] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2026-02-11T20:16:42.636899] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2026-02-11T20:16:42.636952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:42.636984] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:42.637011] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:42.637068] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:42.697628] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:42.698478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:42.698564] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:42.698794] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:42.816347] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:42.816509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:42.816553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:42.816603] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:42.820195] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=8.70%)
[2026-02-11T20:16:42.820485] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2026-02-11T20:16:42.820835] [INFO ] [sig       ] ATEX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:42.964819] [INFO ] [LOCAL     ] Saved forecast: ATEX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ATEX.txt
[2026-02-11T20:16:42.964941] [INFO ] [sig       ] [273/3412] Completed ATEX in 0.3s | 2.78 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-11T20:16:42.964978] [INFO ] [sig       ] [274/3412] Forecasting ATGE...
[2026-02-11T20:16:42.965008] [INFO ] [sig       ] Generating forecast for: ATGE
[2026-02-11T20:16:42.965037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2026-02-11T20:16:42.978115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2026-02-11T20:16:42.978415] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2026-02-11T20:16:42.979233] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2026-02-11T20:16:42.979286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:42.979319] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:42.979347] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:42.979409] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:43.040653] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:43.041315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:43.041399] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:43.041432] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:43.159194] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:43.159344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:43.159386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:43.159415] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:43.162935] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=14.34%)
[2026-02-11T20:16:43.163220] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2026-02-11T20:16:43.163357] [INFO ] [sig       ] ATGE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:43.308612] [INFO ] [LOCAL     ] Saved forecast: ATGE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ATGE.txt
[2026-02-11T20:16:43.308743] [INFO ] [sig       ] [274/3412] Completed ATGE in 0.3s | 2.78 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-11T20:16:43.308782] [INFO ] [sig       ] [275/3412] Forecasting ATHM...
[2026-02-11T20:16:43.308813] [INFO ] [sig       ] Generating forecast for: ATHM
[2026-02-11T20:16:43.308844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2026-02-11T20:16:43.321262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2026-02-11T20:16:43.321545] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2026-02-11T20:16:43.322552] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2026-02-11T20:16:43.322818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:43.322874] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:43.322903] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:43.322961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:43.385989] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:43.386887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:43.386975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:43.387008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:43.520211] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:43.520384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:43.520428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:43.520464] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:43.524690] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=81.50%)
[2026-02-11T20:16:43.525001] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2026-02-11T20:16:43.525165] [INFO ] [sig       ] ATHM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:43.676971] [INFO ] [LOCAL     ] Saved forecast: ATHM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ATHM.txt
[2026-02-11T20:16:43.677139] [INFO ] [sig       ] [275/3412] Completed ATHM in 0.4s | 2.78 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-11T20:16:43.677180] [INFO ] [sig       ] [276/3412] Forecasting ATI...
[2026-02-11T20:16:43.677211] [INFO ] [sig       ] Generating forecast for: ATI
[2026-02-11T20:16:43.677241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2026-02-11T20:16:43.689241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2026-02-11T20:16:43.689681] [INFO ] [FORECASTER] Starting predict_future for ATI
[2026-02-11T20:16:43.690559] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2026-02-11T20:16:43.690645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:43.690690] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:43.690718] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:43.690777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:43.750836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:43.751819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:43.751931] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:43.751965] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:43.880054] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:43.880231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:43.880275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:43.880307] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:43.884072] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2026-02-11T20:16:43.884384] [INFO ] [FORECASTER] Completed predict_future for ATI
[2026-02-11T20:16:43.884525] [INFO ] [sig       ] ATI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:44.048263] [INFO ] [LOCAL     ] Saved forecast: ATI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ATI.txt
[2026-02-11T20:16:44.048503] [INFO ] [sig       ] [276/3412] Completed ATI in 0.4s | 2.78 sym/s | Total: 1.7m | ETA: 18.8m
[2026-02-11T20:16:44.048566] [INFO ] [sig       ] [277/3412] Forecasting ATLC...
[2026-02-11T20:16:44.048628] [INFO ] [sig       ] Generating forecast for: ATLC
[2026-02-11T20:16:44.048674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2026-02-11T20:16:44.062471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2026-02-11T20:16:44.062852] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2026-02-11T20:16:44.063810] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2026-02-11T20:16:44.063872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:44.063906] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:44.063934] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:44.063993] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:44.131420] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:44.132327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:44.132421] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:44.132456] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:44.271253] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:44.271441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:44.271493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:44.271524] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:44.275856] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: UP (p=67.68%)
[2026-02-11T20:16:44.276249] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2026-02-11T20:16:44.276404] [INFO ] [sig       ] ATLC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:44.444788] [INFO ] [LOCAL     ] Saved forecast: ATLC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ATLC.txt
[2026-02-11T20:16:44.444948] [INFO ] [sig       ] [277/3412] Completed ATLC in 0.4s | 2.78 sym/s | Total: 1.7m | ETA: 18.8m
[2026-02-11T20:16:44.444989] [INFO ] [sig       ] [278/3412] Forecasting ATLCZ...
[2026-02-11T20:16:44.445019] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2026-02-11T20:16:44.445050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2026-02-11T20:16:44.457545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2026-02-11T20:16:44.458122] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2026-02-11T20:16:44.459228] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2026-02-11T20:16:44.459284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:44.459317] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:44.459343] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:44.459409] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:44.521841] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:44.522592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:44.522679] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:44.522713] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:44.646501] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:44.646683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:44.646728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:44.646790] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:44.651011] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: DOWN (p=15.09%)
[2026-02-11T20:16:44.651365] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2026-02-11T20:16:44.651517] [INFO ] [sig       ] ATLCZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:44.801895] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ATLCZ.txt
[2026-02-11T20:16:44.802047] [INFO ] [sig       ] [278/3412] Completed ATLCZ in 0.4s | 2.78 sym/s | Total: 1.7m | ETA: 18.8m
[2026-02-11T20:16:44.802090] [INFO ] [sig       ] [279/3412] Forecasting ATLO...
[2026-02-11T20:16:44.802122] [INFO ] [sig       ] Generating forecast for: ATLO
[2026-02-11T20:16:44.802154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2026-02-11T20:16:44.813987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2026-02-11T20:16:44.814350] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2026-02-11T20:16:44.815256] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2026-02-11T20:16:44.815320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:44.815369] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:44.815406] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:44.815478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:44.879066] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:44.880091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:44.880185] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:44.880228] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:45.002550] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:45.002756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:45.002820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:45.002867] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:45.007015] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=80.57%)
[2026-02-11T20:16:45.007316] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2026-02-11T20:16:45.007476] [INFO ] [sig       ] ATLO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:45.162820] [INFO ] [LOCAL     ] Saved forecast: ATLO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ATLO.txt
[2026-02-11T20:16:45.162984] [INFO ] [sig       ] [279/3412] Completed ATLO in 0.4s | 2.78 sym/s | Total: 1.7m | ETA: 18.8m
[2026-02-11T20:16:45.163034] [INFO ] [sig       ] [280/3412] Forecasting ATNI...
[2026-02-11T20:16:45.163066] [INFO ] [sig       ] Generating forecast for: ATNI
[2026-02-11T20:16:45.163098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2026-02-11T20:16:45.177486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2026-02-11T20:16:45.178061] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2026-02-11T20:16:45.179128] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2026-02-11T20:16:45.179188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:45.179223] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:45.179250] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:45.179309] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:45.249784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:45.250683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:45.250773] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:45.250820] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:45.388254] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:45.388418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:45.388461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:45.388490] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:45.392805] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=20.25%)
[2026-02-11T20:16:45.393096] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2026-02-11T20:16:45.393232] [INFO ] [sig       ] ATNI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:45.552887] [INFO ] [LOCAL     ] Saved forecast: ATNI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ATNI.txt
[2026-02-11T20:16:45.553030] [INFO ] [sig       ] [280/3412] Completed ATNI in 0.4s | 2.78 sym/s | Total: 1.7m | ETA: 18.8m
[2026-02-11T20:16:45.553071] [INFO ] [sig       ] [281/3412] Forecasting ATO...
[2026-02-11T20:16:45.553102] [INFO ] [sig       ] Generating forecast for: ATO
[2026-02-11T20:16:45.553134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2026-02-11T20:16:45.565907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2026-02-11T20:16:45.566223] [INFO ] [FORECASTER] Starting predict_future for ATO
[2026-02-11T20:16:45.567077] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2026-02-11T20:16:45.567131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:45.567164] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:45.567191] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:45.567249] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:45.632084] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:45.633536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:45.633722] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:45.633759] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:45.766193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:45.766367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:45.766410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:45.766439] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:45.770665] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2026-02-11T20:16:45.770977] [INFO ] [FORECASTER] Completed predict_future for ATO
[2026-02-11T20:16:45.771145] [INFO ] [sig       ] ATO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:45.915854] [INFO ] [LOCAL     ] Saved forecast: ATO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ATO.txt
[2026-02-11T20:16:45.916040] [INFO ] [sig       ] [281/3412] Completed ATO in 0.4s | 2.78 sym/s | Total: 1.7m | ETA: 18.8m
[2026-02-11T20:16:45.916088] [INFO ] [sig       ] [282/3412] Forecasting ATOM...
[2026-02-11T20:16:45.916121] [INFO ] [sig       ] Generating forecast for: ATOM
[2026-02-11T20:16:45.916160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2026-02-11T20:16:45.930841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2026-02-11T20:16:45.931329] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2026-02-11T20:16:45.932497] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2026-02-11T20:16:45.932558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:45.932612] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:45.932641] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:45.932718] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:46.016002] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:46.017040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:46.017144] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:46.017178] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:46.156796] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:46.156962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:46.157006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:46.157035] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:46.161305] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=59.01%)
[2026-02-11T20:16:46.161682] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2026-02-11T20:16:46.161839] [INFO ] [sig       ] ATOM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:46.318509] [INFO ] [LOCAL     ] Saved forecast: ATOM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ATOM.txt
[2026-02-11T20:16:46.318725] [INFO ] [sig       ] [282/3412] Completed ATOM in 0.4s | 2.78 sym/s | Total: 1.7m | ETA: 18.8m
[2026-02-11T20:16:46.318782] [INFO ] [sig       ] [283/3412] Forecasting ATRA...
[2026-02-11T20:16:46.318816] [INFO ] [sig       ] Generating forecast for: ATRA
[2026-02-11T20:16:46.318848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2026-02-11T20:16:46.331116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2026-02-11T20:16:46.331481] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2026-02-11T20:16:46.332376] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2026-02-11T20:16:46.332435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:46.332475] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:46.332521] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:46.332629] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:46.391962] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:46.392828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:46.392918] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:46.392951] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:46.514853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:46.515029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:46.515070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:46.515115] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:46.518668] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2026-02-11T20:16:46.518948] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2026-02-11T20:16:46.519082] [INFO ] [sig       ] ATRA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:46.662408] [INFO ] [LOCAL     ] Saved forecast: ATRA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ATRA.txt
[2026-02-11T20:16:46.662557] [INFO ] [sig       ] [283/3412] Completed ATRA in 0.3s | 2.78 sym/s | Total: 1.7m | ETA: 18.8m
[2026-02-11T20:16:46.662618] [INFO ] [sig       ] [284/3412] Forecasting ATRC...
[2026-02-11T20:16:46.662648] [INFO ] [sig       ] Generating forecast for: ATRC
[2026-02-11T20:16:46.662679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2026-02-11T20:16:46.674493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2026-02-11T20:16:46.674913] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2026-02-11T20:16:46.675849] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2026-02-11T20:16:46.675903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:46.675937] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:46.675963] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:46.676022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:46.742238] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:46.743112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:46.743203] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:46.743238] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:46.865949] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:46.866110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:46.866153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:46.866182] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:46.869688] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: DOWN (p=15.19%)
[2026-02-11T20:16:46.869973] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2026-02-11T20:16:46.870106] [INFO ] [sig       ] ATRC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:47.013368] [INFO ] [LOCAL     ] Saved forecast: ATRC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ATRC.txt
[2026-02-11T20:16:47.013520] [INFO ] [sig       ] [284/3412] Completed ATRC in 0.4s | 2.78 sym/s | Total: 1.7m | ETA: 18.8m
[2026-02-11T20:16:47.013595] [INFO ] [sig       ] [285/3412] Forecasting ATRO...
[2026-02-11T20:16:47.013629] [INFO ] [sig       ] Generating forecast for: ATRO
[2026-02-11T20:16:47.013661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2026-02-11T20:16:47.025826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2026-02-11T20:16:47.026180] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2026-02-11T20:16:47.027478] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2026-02-11T20:16:47.027533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:47.027566] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:47.027625] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:47.027690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:47.090890] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:47.091942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:47.092101] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:47.092160] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:47.229022] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:47.229198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:47.229240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:47.229279] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:47.233476] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2026-02-11T20:16:47.233812] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2026-02-11T20:16:47.233959] [INFO ] [sig       ] ATRO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:47.381902] [INFO ] [LOCAL     ] Saved forecast: ATRO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ATRO.txt
[2026-02-11T20:16:47.382062] [INFO ] [sig       ] [285/3412] Completed ATRO in 0.4s | 2.78 sym/s | Total: 1.7m | ETA: 18.8m
[2026-02-11T20:16:47.382104] [INFO ] [sig       ] [286/3412] Forecasting AUB...
[2026-02-11T20:16:47.382133] [INFO ] [sig       ] Generating forecast for: AUB
[2026-02-11T20:16:47.382174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2026-02-11T20:16:47.394901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2026-02-11T20:16:47.395292] [INFO ] [FORECASTER] Starting predict_future for AUB
[2026-02-11T20:16:47.396244] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2026-02-11T20:16:47.396300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:47.396334] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:47.396361] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:47.396420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:47.460255] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:47.461279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:47.461387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:47.461424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:47.586714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:47.586872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:47.586916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:47.586946] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:47.590936] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=25.05%)
[2026-02-11T20:16:47.591240] [INFO ] [FORECASTER] Completed predict_future for AUB
[2026-02-11T20:16:47.591389] [INFO ] [sig       ] AUB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:47.737414] [INFO ] [LOCAL     ] Saved forecast: AUB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AUB.txt
[2026-02-11T20:16:47.737601] [INFO ] [sig       ] [286/3412] Completed AUB in 0.4s | 2.78 sym/s | Total: 1.7m | ETA: 18.8m
[2026-02-11T20:16:47.737644] [INFO ] [sig       ] [287/3412] Forecasting AUDC...
[2026-02-11T20:16:47.737672] [INFO ] [sig       ] Generating forecast for: AUDC
[2026-02-11T20:16:47.737702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2026-02-11T20:16:47.751665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2026-02-11T20:16:47.752233] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2026-02-11T20:16:47.753099] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2026-02-11T20:16:47.753151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:47.753192] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:47.753220] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:47.753276] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:47.815443] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:47.816292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:47.816381] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:47.816415] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:47.941005] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:47.941174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:47.941217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:47.941245] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:47.945230] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=52.42%)
[2026-02-11T20:16:47.945533] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2026-02-11T20:16:47.945718] [INFO ] [sig       ] AUDC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:48.092655] [INFO ] [LOCAL     ] Saved forecast: AUDC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AUDC.txt
[2026-02-11T20:16:48.092791] [INFO ] [sig       ] [287/3412] Completed AUDC in 0.4s | 2.78 sym/s | Total: 1.7m | ETA: 18.8m
[2026-02-11T20:16:48.092832] [INFO ] [sig       ] [288/3412] Forecasting AUPH...
[2026-02-11T20:16:48.092861] [INFO ] [sig       ] Generating forecast for: AUPH
[2026-02-11T20:16:48.092890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2026-02-11T20:16:48.105484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2026-02-11T20:16:48.105831] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2026-02-11T20:16:48.106721] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2026-02-11T20:16:48.106775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:48.106808] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:48.106836] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:48.106895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:48.167153] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:48.167846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:48.167927] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:48.167961] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:48.285670] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:48.285823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:48.285863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:48.285899] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:48.289905] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2026-02-11T20:16:48.290176] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2026-02-11T20:16:48.290320] [INFO ] [sig       ] AUPH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:48.435894] [INFO ] [LOCAL     ] Saved forecast: AUPH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AUPH.txt
[2026-02-11T20:16:48.436078] [INFO ] [sig       ] [288/3412] Completed AUPH in 0.3s | 2.78 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-11T20:16:48.436128] [INFO ] [sig       ] [289/3412] Forecasting AURA...
[2026-02-11T20:16:48.436169] [INFO ] [sig       ] Generating forecast for: AURA
[2026-02-11T20:16:48.436210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2026-02-11T20:16:48.448705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2026-02-11T20:16:48.449062] [INFO ] [FORECASTER] Starting predict_future for AURA
[2026-02-11T20:16:48.449912] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2026-02-11T20:16:48.449967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:48.450000] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:48.450027] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:48.450085] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:48.511878] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:48.512900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:48.512991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:48.513026] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:48.639244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:48.639402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:48.639448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:48.639479] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:48.643186] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=74.07%)
[2026-02-11T20:16:48.643479] [INFO ] [FORECASTER] Completed predict_future for AURA
[2026-02-11T20:16:48.643642] [INFO ] [sig       ] AURA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:48.792326] [INFO ] [LOCAL     ] Saved forecast: AURA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AURA.txt
[2026-02-11T20:16:48.792511] [INFO ] [sig       ] [289/3412] Completed AURA in 0.4s | 2.78 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-11T20:16:48.792570] [INFO ] [sig       ] [290/3412] Forecasting AUTL...
[2026-02-11T20:16:48.792634] [INFO ] [sig       ] Generating forecast for: AUTL
[2026-02-11T20:16:48.792682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2026-02-11T20:16:48.805789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2026-02-11T20:16:48.806170] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2026-02-11T20:16:48.807040] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2026-02-11T20:16:48.807094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:48.807127] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:48.807154] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:48.807212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:48.872370] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:48.873312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:48.873433] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:48.873470] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:49.005813] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:49.005993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:49.006042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:49.006086] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:49.010444] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2026-02-11T20:16:49.010758] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2026-02-11T20:16:49.010898] [INFO ] [sig       ] AUTL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:49.162243] [INFO ] [LOCAL     ] Saved forecast: AUTL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AUTL.txt
[2026-02-11T20:16:49.162437] [INFO ] [sig       ] [290/3412] Completed AUTL in 0.4s | 2.78 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-11T20:16:49.162497] [INFO ] [sig       ] [291/3412] Forecasting AVA...
[2026-02-11T20:16:49.162546] [INFO ] [sig       ] Generating forecast for: AVA
[2026-02-11T20:16:49.162616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2026-02-11T20:16:49.176056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2026-02-11T20:16:49.176521] [INFO ] [FORECASTER] Starting predict_future for AVA
[2026-02-11T20:16:49.177736] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2026-02-11T20:16:49.177792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:49.177826] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:49.177853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:49.177910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:49.242020] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:49.243065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:49.243160] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:49.243194] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:49.367691] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:49.367881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:49.367928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:49.367958] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:49.372200] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=38.27%)
[2026-02-11T20:16:49.372492] [INFO ] [FORECASTER] Completed predict_future for AVA
[2026-02-11T20:16:49.372646] [INFO ] [sig       ] AVA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:49.525609] [INFO ] [LOCAL     ] Saved forecast: AVA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AVA.txt
[2026-02-11T20:16:49.525776] [INFO ] [sig       ] [291/3412] Completed AVA in 0.4s | 2.78 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-11T20:16:49.525818] [INFO ] [sig       ] [292/3412] Forecasting AVAH...
[2026-02-11T20:16:49.525849] [INFO ] [sig       ] Generating forecast for: AVAH
[2026-02-11T20:16:49.525889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2026-02-11T20:16:49.539525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2026-02-11T20:16:49.539914] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2026-02-11T20:16:49.540803] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2026-02-11T20:16:49.540857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:49.540934] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:49.540972] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:49.541040] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:49.604523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:49.605422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:49.605510] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:49.605544] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:49.733868] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:49.734036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:49.734077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:49.734106] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:49.738190] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: DOWN (p=41.60%)
[2026-02-11T20:16:49.738486] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2026-02-11T20:16:49.738676] [INFO ] [sig       ] AVAH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:49.892034] [INFO ] [LOCAL     ] Saved forecast: AVAH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AVAH.txt
[2026-02-11T20:16:49.892195] [INFO ] [sig       ] [292/3412] Completed AVAH in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:49.892239] [INFO ] [sig       ] [293/3412] Forecasting AVAL...
[2026-02-11T20:16:49.892269] [INFO ] [sig       ] Generating forecast for: AVAL
[2026-02-11T20:16:49.892300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2026-02-11T20:16:49.905276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2026-02-11T20:16:49.905724] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2026-02-11T20:16:49.906679] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2026-02-11T20:16:49.906736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:49.906783] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:49.906819] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:49.906906] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:49.972756] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:49.973744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:49.973837] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:49.973870] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:50.103494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:50.103675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:50.103719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:50.103747] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:50.107838] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: DOWN (p=45.01%)
[2026-02-11T20:16:50.108200] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2026-02-11T20:16:50.108377] [INFO ] [sig       ] AVAL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:50.263255] [INFO ] [LOCAL     ] Saved forecast: AVAL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AVAL.txt
[2026-02-11T20:16:50.263435] [INFO ] [sig       ] [293/3412] Completed AVAL in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:50.263481] [INFO ] [sig       ] [294/3412] Forecasting AVB...
[2026-02-11T20:16:50.263510] [INFO ] [sig       ] Generating forecast for: AVB
[2026-02-11T20:16:50.263540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2026-02-11T20:16:50.277905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2026-02-11T20:16:50.278242] [INFO ] [FORECASTER] Starting predict_future for AVB
[2026-02-11T20:16:50.279127] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2026-02-11T20:16:50.279182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:50.279216] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:50.279243] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:50.279304] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:50.346413] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:50.347378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:50.351186] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:50.351253] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:50.485295] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:50.485489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:50.485545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:50.485628] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:50.489482] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=45.58%)
[2026-02-11T20:16:50.489873] [INFO ] [FORECASTER] Completed predict_future for AVB
[2026-02-11T20:16:50.490019] [INFO ] [sig       ] AVB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:50.643726] [INFO ] [LOCAL     ] Saved forecast: AVB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AVB.txt
[2026-02-11T20:16:50.644078] [INFO ] [sig       ] [294/3412] Completed AVB in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:50.644133] [INFO ] [sig       ] [295/3412] Forecasting AVBP...
[2026-02-11T20:16:50.644179] [INFO ] [sig       ] Generating forecast for: AVBP
[2026-02-11T20:16:50.644215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2026-02-11T20:16:50.656900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2026-02-11T20:16:50.657297] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2026-02-11T20:16:50.658202] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2026-02-11T20:16:50.658257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:50.658289] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:50.658316] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:50.658375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:50.723323] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:50.724185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:50.724275] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:50.724308] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:50.854719] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:50.854881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:50.854921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:50.854985] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:50.858720] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2026-02-11T20:16:50.859014] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2026-02-11T20:16:50.859156] [INFO ] [sig       ] AVBP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:51.013336] [INFO ] [LOCAL     ] Saved forecast: AVBP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AVBP.txt
[2026-02-11T20:16:51.013503] [INFO ] [sig       ] [295/3412] Completed AVBP in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:51.013546] [INFO ] [sig       ] [296/3412] Forecasting AVD...
[2026-02-11T20:16:51.013601] [INFO ] [sig       ] Generating forecast for: AVD
[2026-02-11T20:16:51.013644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2026-02-11T20:16:51.027084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2026-02-11T20:16:51.027520] [INFO ] [FORECASTER] Starting predict_future for AVD
[2026-02-11T20:16:51.028431] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2026-02-11T20:16:51.028494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:51.028532] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:51.028567] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:51.028677] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:51.089315] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:51.090407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:51.090501] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:51.090536] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:51.214230] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:51.214399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:51.214446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:51.214476] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:51.218474] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2026-02-11T20:16:51.218808] [INFO ] [FORECASTER] Completed predict_future for AVD
[2026-02-11T20:16:51.219134] [INFO ] [sig       ] AVD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:51.367851] [INFO ] [LOCAL     ] Saved forecast: AVD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AVD.txt
[2026-02-11T20:16:51.368001] [INFO ] [sig       ] [296/3412] Completed AVD in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:51.368042] [INFO ] [sig       ] [297/3412] Forecasting AVDL...
[2026-02-11T20:16:51.368070] [INFO ] [sig       ] Generating forecast for: AVDL
[2026-02-11T20:16:51.368100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2026-02-11T20:16:51.381943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2026-02-11T20:16:51.382337] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2026-02-11T20:16:51.383229] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2026-02-11T20:16:51.383282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:51.383315] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:51.383341] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:51.383398] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:51.450127] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:51.451306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:51.451406] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:51.451449] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:51.583189] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:51.583353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:51.583397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:51.583426] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:51.587538] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: DOWN (p=26.23%)
[2026-02-11T20:16:51.587882] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2026-02-11T20:16:51.588034] [INFO ] [sig       ] AVDL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:51.741709] [INFO ] [LOCAL     ] Saved forecast: AVDL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AVDL.txt
[2026-02-11T20:16:51.741896] [INFO ] [sig       ] [297/3412] Completed AVDL in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:51.741959] [INFO ] [sig       ] [298/3412] Forecasting AVGO...
[2026-02-11T20:16:51.742002] [INFO ] [sig       ] Generating forecast for: AVGO
[2026-02-11T20:16:51.742051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2026-02-11T20:16:51.754553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2026-02-11T20:16:51.754950] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2026-02-11T20:16:51.755850] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2026-02-11T20:16:51.755906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:51.755938] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:51.755965] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:51.756036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:51.819842] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:51.820796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:51.820911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:51.820950] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:51.951047] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:51.951210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:51.951252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:51.951281] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:51.955045] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: DOWN (p=38.65%)
[2026-02-11T20:16:51.955352] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2026-02-11T20:16:51.955494] [INFO ] [sig       ] AVGO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:52.104083] [INFO ] [LOCAL     ] Saved forecast: AVGO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AVGO.txt
[2026-02-11T20:16:52.104230] [INFO ] [sig       ] [298/3412] Completed AVGO in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:52.104271] [INFO ] [sig       ] [299/3412] Forecasting AVGX...
[2026-02-11T20:16:52.104300] [INFO ] [sig       ] Generating forecast for: AVGX
[2026-02-11T20:16:52.104330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2026-02-11T20:16:52.116819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2026-02-11T20:16:52.117156] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2026-02-11T20:16:52.118004] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2026-02-11T20:16:52.118057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:52.118090] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:52.118116] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:52.118173] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:52.177782] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:52.178683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:52.178781] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:52.178818] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:52.311300] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:52.311471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:52.311513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:52.311542] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:52.315448] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2026-02-11T20:16:52.315817] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2026-02-11T20:16:52.315961] [INFO ] [sig       ] AVGX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:52.465243] [INFO ] [LOCAL     ] Saved forecast: AVGX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AVGX.txt
[2026-02-11T20:16:52.465399] [INFO ] [sig       ] [299/3412] Completed AVGX in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:52.465441] [INFO ] [sig       ] [300/3412] Forecasting AVK...
[2026-02-11T20:16:52.465472] [INFO ] [sig       ] Generating forecast for: AVK
[2026-02-11T20:16:52.465506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2026-02-11T20:16:52.479461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2026-02-11T20:16:52.479899] [INFO ] [FORECASTER] Starting predict_future for AVK
[2026-02-11T20:16:52.480942] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2026-02-11T20:16:52.481008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:52.481043] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:52.481083] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:52.481171] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:52.543926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:52.544824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:52.544919] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:52.544956] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:52.679325] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:52.679504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:52.679552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:52.679619] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:52.684611] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=68.11%)
[2026-02-11T20:16:52.685105] [INFO ] [FORECASTER] Completed predict_future for AVK
[2026-02-11T20:16:52.685249] [INFO ] [sig       ] AVK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:52.839614] [INFO ] [LOCAL     ] Saved forecast: AVK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AVK.txt
[2026-02-11T20:16:52.839773] [INFO ] [sig       ] [300/3412] Completed AVK in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:52.839832] [INFO ] [sig       ] [301/3412] Forecasting AVNS...
[2026-02-11T20:16:52.839873] [INFO ] [sig       ] Generating forecast for: AVNS
[2026-02-11T20:16:52.839906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2026-02-11T20:16:52.852840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2026-02-11T20:16:52.853222] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2026-02-11T20:16:52.854077] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2026-02-11T20:16:52.854139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:52.854185] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:52.854226] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:52.854312] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:52.918031] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:52.918971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:52.919064] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:52.919100] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:53.055203] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:53.055367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:53.055409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:53.055447] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:53.059244] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=64.25%)
[2026-02-11T20:16:53.059540] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2026-02-11T20:16:53.059722] [INFO ] [sig       ] AVNS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:53.216485] [INFO ] [LOCAL     ] Saved forecast: AVNS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AVNS.txt
[2026-02-11T20:16:53.216661] [INFO ] [sig       ] [301/3412] Completed AVNS in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:53.216706] [INFO ] [sig       ] [302/3412] Forecasting AVO...
[2026-02-11T20:16:53.216736] [INFO ] [sig       ] Generating forecast for: AVO
[2026-02-11T20:16:53.216767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2026-02-11T20:16:53.230206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2026-02-11T20:16:53.230564] [INFO ] [FORECASTER] Starting predict_future for AVO
[2026-02-11T20:16:53.231721] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2026-02-11T20:16:53.231774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:53.231815] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:53.231856] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:53.231924] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:53.299352] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:53.300371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:53.300497] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:53.300533] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:53.432816] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:53.432977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:53.433020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:53.433050] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:53.436781] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=61.72%)
[2026-02-11T20:16:53.437107] [INFO ] [FORECASTER] Completed predict_future for AVO
[2026-02-11T20:16:53.437281] [INFO ] [sig       ] AVO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:53.591794] [INFO ] [LOCAL     ] Saved forecast: AVO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AVO.txt
[2026-02-11T20:16:53.591984] [INFO ] [sig       ] [302/3412] Completed AVO in 0.4s | 2.77 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:53.592038] [INFO ] [sig       ] [303/3412] Forecasting AVTX...
[2026-02-11T20:16:53.592090] [INFO ] [sig       ] Generating forecast for: AVTX
[2026-02-11T20:16:53.592134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2026-02-11T20:16:53.604343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2026-02-11T20:16:53.604745] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2026-02-11T20:16:53.605639] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2026-02-11T20:16:53.605694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:53.605726] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:53.605753] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:53.605811] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:53.672269] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:53.673309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:53.673448] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:53.673495] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:53.808133] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:53.808305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:53.808357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:53.808388] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:53.812287] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: UP (p=56.31%)
[2026-02-11T20:16:53.812614] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2026-02-11T20:16:53.812763] [INFO ] [sig       ] AVTX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:53.971729] [INFO ] [LOCAL     ] Saved forecast: AVTX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AVTX.txt
[2026-02-11T20:16:53.971922] [INFO ] [sig       ] [303/3412] Completed AVTX in 0.4s | 2.77 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:53.971974] [INFO ] [sig       ] [304/3412] Forecasting AVXL...
[2026-02-11T20:16:53.972005] [INFO ] [sig       ] Generating forecast for: AVXL
[2026-02-11T20:16:53.972035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2026-02-11T20:16:53.983263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2026-02-11T20:16:53.983659] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2026-02-11T20:16:53.984514] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2026-02-11T20:16:53.984567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:53.984630] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:53.984665] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:53.984737] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:54.048732] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:54.049673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:54.049779] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:54.049815] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:54.186628] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:54.186826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:54.186890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:54.186932] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:54.192303] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=66.24%)
[2026-02-11T20:16:54.192837] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2026-02-11T20:16:54.193054] [INFO ] [sig       ] AVXL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:54.354088] [INFO ] [LOCAL     ] Saved forecast: AVXL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AVXL.txt
[2026-02-11T20:16:54.354279] [INFO ] [sig       ] [304/3412] Completed AVXL in 0.4s | 2.77 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:54.354338] [INFO ] [sig       ] [305/3412] Forecasting AVY...
[2026-02-11T20:16:54.354388] [INFO ] [sig       ] Generating forecast for: AVY
[2026-02-11T20:16:54.354437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2026-02-11T20:16:54.368901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2026-02-11T20:16:54.369440] [INFO ] [FORECASTER] Starting predict_future for AVY
[2026-02-11T20:16:54.370356] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2026-02-11T20:16:54.370411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:54.370444] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:54.370483] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:54.370548] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:54.438396] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:54.439666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:54.439758] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:54.439795] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:54.578883] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:54.579046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:54.579095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:54.579145] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:54.582999] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=62.03%)
[2026-02-11T20:16:54.583315] [INFO ] [FORECASTER] Completed predict_future for AVY
[2026-02-11T20:16:54.583455] [INFO ] [sig       ] AVY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:54.738295] [INFO ] [LOCAL     ] Saved forecast: AVY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AVY.txt
[2026-02-11T20:16:54.738489] [INFO ] [sig       ] [305/3412] Completed AVY in 0.4s | 2.77 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:54.738533] [INFO ] [sig       ] [306/3412] Forecasting AWF...
[2026-02-11T20:16:54.738563] [INFO ] [sig       ] Generating forecast for: AWF
[2026-02-11T20:16:54.738616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2026-02-11T20:16:54.751945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2026-02-11T20:16:54.752343] [INFO ] [FORECASTER] Starting predict_future for AWF
[2026-02-11T20:16:54.753327] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2026-02-11T20:16:54.753383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:54.753419] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:54.753454] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:54.753514] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:54.822505] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:54.823471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:54.823597] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:54.823648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:54.954449] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:54.954629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:54.954674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:54.954703] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:54.958405] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=38.67%)
[2026-02-11T20:16:54.958742] [INFO ] [FORECASTER] Completed predict_future for AWF
[2026-02-11T20:16:54.958894] [INFO ] [sig       ] AWF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:55.119436] [INFO ] [LOCAL     ] Saved forecast: AWF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AWF.txt
[2026-02-11T20:16:55.119648] [INFO ] [sig       ] [306/3412] Completed AWF in 0.4s | 2.77 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:55.119701] [INFO ] [sig       ] [307/3412] Forecasting AWI...
[2026-02-11T20:16:55.119740] [INFO ] [sig       ] Generating forecast for: AWI
[2026-02-11T20:16:55.119788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2026-02-11T20:16:55.134363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2026-02-11T20:16:55.134792] [INFO ] [FORECASTER] Starting predict_future for AWI
[2026-02-11T20:16:55.135737] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2026-02-11T20:16:55.135792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:55.135835] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:55.135864] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:55.135927] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:55.200367] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:55.201370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:55.201474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:55.201511] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:55.333494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:55.333674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:55.333734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:55.333765] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:55.338192] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=29.40%)
[2026-02-11T20:16:55.338604] [INFO ] [FORECASTER] Completed predict_future for AWI
[2026-02-11T20:16:55.338768] [INFO ] [sig       ] AWI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:55.499590] [INFO ] [LOCAL     ] Saved forecast: AWI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AWI.txt
[2026-02-11T20:16:55.499751] [INFO ] [sig       ] [307/3412] Completed AWI in 0.4s | 2.77 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-11T20:16:55.499797] [INFO ] [sig       ] [308/3412] Forecasting AWK...
[2026-02-11T20:16:55.499841] [INFO ] [sig       ] Generating forecast for: AWK
[2026-02-11T20:16:55.499889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2026-02-11T20:16:55.512737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2026-02-11T20:16:55.513153] [INFO ] [FORECASTER] Starting predict_future for AWK
[2026-02-11T20:16:55.514080] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2026-02-11T20:16:55.514141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:55.514184] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:55.514214] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:55.514272] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:55.580146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:55.581052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:55.581144] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:55.581179] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:55.711993] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:55.712173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:55.712215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:55.712247] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:55.716764] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=79.80%)
[2026-02-11T20:16:55.717215] [INFO ] [FORECASTER] Completed predict_future for AWK
[2026-02-11T20:16:55.717355] [INFO ] [sig       ] AWK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:55.875687] [INFO ] [LOCAL     ] Saved forecast: AWK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AWK.txt
[2026-02-11T20:16:55.875908] [INFO ] [sig       ] [308/3412] Completed AWK in 0.4s | 2.77 sym/s | Total: 1.9m | ETA: 18.7m
[2026-02-11T20:16:55.875964] [INFO ] [sig       ] [309/3412] Forecasting AWP...
[2026-02-11T20:16:55.875994] [INFO ] [sig       ] Generating forecast for: AWP
[2026-02-11T20:16:55.876026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2026-02-11T20:16:55.888747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2026-02-11T20:16:55.889118] [INFO ] [FORECASTER] Starting predict_future for AWP
[2026-02-11T20:16:55.889978] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2026-02-11T20:16:55.890032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:55.890128] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:55.890168] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:55.890229] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:55.956256] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:55.957212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:55.957303] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:55.957336] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:56.094237] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:56.094406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:56.094465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:56.094511] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:56.099270] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=78.73%)
[2026-02-11T20:16:56.099670] [INFO ] [FORECASTER] Completed predict_future for AWP
[2026-02-11T20:16:56.099838] [INFO ] [sig       ] AWP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:56.255684] [INFO ] [LOCAL     ] Saved forecast: AWP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AWP.txt
[2026-02-11T20:16:56.255873] [INFO ] [sig       ] [309/3412] Completed AWP in 0.4s | 2.77 sym/s | Total: 1.9m | ETA: 18.7m
[2026-02-11T20:16:56.255925] [INFO ] [sig       ] [310/3412] Forecasting AWRE...
[2026-02-11T20:16:56.255968] [INFO ] [sig       ] Generating forecast for: AWRE
[2026-02-11T20:16:56.256017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2026-02-11T20:16:56.268386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2026-02-11T20:16:56.268788] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2026-02-11T20:16:56.269688] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2026-02-11T20:16:56.269756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:56.269798] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:56.269834] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:56.269905] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:56.338284] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:56.339188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:56.339287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:56.339330] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:56.459996] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:56.460156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:56.460200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:56.460230] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:56.464252] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=56.61%)
[2026-02-11T20:16:56.464563] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2026-02-11T20:16:56.464751] [INFO ] [sig       ] AWRE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:56.626321] [INFO ] [LOCAL     ] Saved forecast: AWRE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AWRE.txt
[2026-02-11T20:16:56.626477] [INFO ] [sig       ] [310/3412] Completed AWRE in 0.4s | 2.77 sym/s | Total: 1.9m | ETA: 18.7m
[2026-02-11T20:16:56.626520] [INFO ] [sig       ] [311/3412] Forecasting AXGN...
[2026-02-11T20:16:56.626550] [INFO ] [sig       ] Generating forecast for: AXGN
[2026-02-11T20:16:56.626603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2026-02-11T20:16:56.644939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2026-02-11T20:16:56.645350] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2026-02-11T20:16:56.646262] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2026-02-11T20:16:56.646317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:56.646362] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:56.646392] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:56.646451] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:56.712727] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:56.713672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:56.713819] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:56.713867] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:56.850056] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:56.850218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:56.850262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:56.850292] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:56.853995] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: UP (p=68.95%)
[2026-02-11T20:16:56.854284] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2026-02-11T20:16:56.854421] [INFO ] [sig       ] AXGN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:57.015115] [INFO ] [LOCAL     ] Saved forecast: AXGN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AXGN.txt
[2026-02-11T20:16:57.015281] [INFO ] [sig       ] [311/3412] Completed AXGN in 0.4s | 2.77 sym/s | Total: 1.9m | ETA: 18.7m
[2026-02-11T20:16:57.015324] [INFO ] [sig       ] [312/3412] Forecasting AXP...
[2026-02-11T20:16:57.015355] [INFO ] [sig       ] Generating forecast for: AXP
[2026-02-11T20:16:57.015387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2026-02-11T20:16:57.028958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2026-02-11T20:16:57.029595] [INFO ] [FORECASTER] Starting predict_future for AXP
[2026-02-11T20:16:57.030521] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2026-02-11T20:16:57.030621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:57.030662] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:57.030713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:57.030818] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:57.093917] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:57.094814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:57.094902] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:57.094937] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:57.223424] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:57.223627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:57.223690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:57.223764] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:57.228212] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2026-02-11T20:16:57.228660] [INFO ] [FORECASTER] Completed predict_future for AXP
[2026-02-11T20:16:57.228899] [INFO ] [sig       ] AXP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:57.391591] [INFO ] [LOCAL     ] Saved forecast: AXP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AXP.txt
[2026-02-11T20:16:57.391762] [INFO ] [sig       ] [312/3412] Completed AXP in 0.4s | 2.77 sym/s | Total: 1.9m | ETA: 18.7m
[2026-02-11T20:16:57.391826] [INFO ] [sig       ] [313/3412] Forecasting AXS...
[2026-02-11T20:16:57.391887] [INFO ] [sig       ] Generating forecast for: AXS
[2026-02-11T20:16:57.391923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2026-02-11T20:16:57.405884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2026-02-11T20:16:57.406501] [INFO ] [FORECASTER] Starting predict_future for AXS
[2026-02-11T20:16:57.407654] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2026-02-11T20:16:57.407708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:57.407742] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:57.407770] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:57.407835] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:57.475714] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:57.476797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:57.476905] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:57.476939] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:57.608564] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:57.608760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:57.608810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:57.608846] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:57.612623] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=7.10%)
[2026-02-11T20:16:57.612915] [INFO ] [FORECASTER] Completed predict_future for AXS
[2026-02-11T20:16:57.613052] [INFO ] [sig       ] AXS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:57.753735] [INFO ] [LOCAL     ] Saved forecast: AXS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AXS.txt
[2026-02-11T20:16:57.753876] [INFO ] [sig       ] [313/3412] Completed AXS in 0.4s | 2.77 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-11T20:16:57.754087] [INFO ] [sig       ] [314/3412] Forecasting AXSM...
[2026-02-11T20:16:57.754115] [INFO ] [sig       ] Generating forecast for: AXSM
[2026-02-11T20:16:57.754144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2026-02-11T20:16:57.766531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2026-02-11T20:16:57.766839] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2026-02-11T20:16:57.767686] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2026-02-11T20:16:57.767738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:57.767774] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:57.767800] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:57.767857] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:57.825411] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:57.826097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:57.826178] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:57.826211] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:57.946837] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:57.946991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:57.947032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:57.947061] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:57.950545] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: UP (p=52.45%)
[2026-02-11T20:16:57.950871] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2026-02-11T20:16:57.951004] [INFO ] [sig       ] AXSM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:58.091179] [INFO ] [LOCAL     ] Saved forecast: AXSM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AXSM.txt
[2026-02-11T20:16:58.091300] [INFO ] [sig       ] [314/3412] Completed AXSM in 0.3s | 2.77 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-11T20:16:58.091339] [INFO ] [sig       ] [315/3412] Forecasting AXTA...
[2026-02-11T20:16:58.091373] [INFO ] [sig       ] Generating forecast for: AXTA
[2026-02-11T20:16:58.091405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2026-02-11T20:16:58.103085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2026-02-11T20:16:58.103373] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2026-02-11T20:16:58.104240] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2026-02-11T20:16:58.104293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:58.104327] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:58.104353] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:58.104410] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:58.161635] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:58.162249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:58.162331] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:58.162364] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:58.286698] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:58.286912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:58.286953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:58.286982] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:58.290522] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=7.76%)
[2026-02-11T20:16:58.290823] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2026-02-11T20:16:58.290954] [INFO ] [sig       ] AXTA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:58.430711] [INFO ] [LOCAL     ] Saved forecast: AXTA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AXTA.txt
[2026-02-11T20:16:58.430864] [INFO ] [sig       ] [315/3412] Completed AXTA in 0.3s | 2.77 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-11T20:16:58.430903] [INFO ] [sig       ] [316/3412] Forecasting AXTI...
[2026-02-11T20:16:58.430933] [INFO ] [sig       ] Generating forecast for: AXTI
[2026-02-11T20:16:58.430964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2026-02-11T20:16:58.443714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2026-02-11T20:16:58.444035] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2026-02-11T20:16:58.444853] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2026-02-11T20:16:58.444905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:58.444937] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:58.444965] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:58.445022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:58.505558] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:58.506338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:58.506425] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:58.506460] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:58.631991] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:58.632156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:58.632197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:58.632226] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:58.635964] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=54.34%)
[2026-02-11T20:16:58.636272] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2026-02-11T20:16:58.636451] [INFO ] [sig       ] AXTI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:58.784291] [INFO ] [LOCAL     ] Saved forecast: AXTI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AXTI.txt
[2026-02-11T20:16:58.784437] [INFO ] [sig       ] [316/3412] Completed AXTI in 0.4s | 2.77 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-11T20:16:58.784476] [INFO ] [sig       ] [317/3412] Forecasting AYI...
[2026-02-11T20:16:58.784505] [INFO ] [sig       ] Generating forecast for: AYI
[2026-02-11T20:16:58.784534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2026-02-11T20:16:58.796471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2026-02-11T20:16:58.796798] [INFO ] [FORECASTER] Starting predict_future for AYI
[2026-02-11T20:16:58.797622] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2026-02-11T20:16:58.797675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:58.797713] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:58.797745] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:58.797815] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:58.855228] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:58.855996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:58.856079] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:58.856112] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:58.982762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:58.982926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:58.982966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:58.982995] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:58.986641] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: UP (p=89.01%)
[2026-02-11T20:16:58.986948] [INFO ] [FORECASTER] Completed predict_future for AYI
[2026-02-11T20:16:58.987273] [INFO ] [sig       ] AYI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:16:59.132901] [INFO ] [LOCAL     ] Saved forecast: AYI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AYI.txt
[2026-02-11T20:16:59.133057] [INFO ] [sig       ] [317/3412] Completed AYI in 0.3s | 2.77 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-11T20:16:59.133100] [INFO ] [sig       ] [318/3412] Forecasting AZ...
[2026-02-11T20:16:59.133129] [INFO ] [sig       ] Generating forecast for: AZ
[2026-02-11T20:16:59.133159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2026-02-11T20:16:59.145443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2026-02-11T20:16:59.145902] [INFO ] [FORECASTER] Starting predict_future for AZ
[2026-02-11T20:16:59.146874] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2026-02-11T20:16:59.146946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:59.146994] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:59.147032] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:59.147095] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:59.208864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:59.209951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:59.210058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:59.210096] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:59.347198] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:59.347371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:59.347413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:59.347481] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:59.351792] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2026-02-11T20:16:59.352156] [INFO ] [FORECASTER] Completed predict_future for AZ
[2026-02-11T20:16:59.352495] [INFO ] [sig       ] AZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:59.524352] [INFO ] [LOCAL     ] Saved forecast: AZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AZ.txt
[2026-02-11T20:16:59.524587] [INFO ] [sig       ] [318/3412] Completed AZ in 0.4s | 2.77 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-11T20:16:59.524648] [INFO ] [sig       ] [319/3412] Forecasting AZN...
[2026-02-11T20:16:59.524687] [INFO ] [sig       ] Generating forecast for: AZN
[2026-02-11T20:16:59.524725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2026-02-11T20:16:59.539748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2026-02-11T20:16:59.540242] [INFO ] [FORECASTER] Starting predict_future for AZN
[2026-02-11T20:16:59.541356] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2026-02-11T20:16:59.541424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:59.541472] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:59.541516] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:59.541622] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:59.609138] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:59.610113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:59.610210] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:59.610282] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:16:59.741489] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:16:59.741695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:16:59.741739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:16:59.741769] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:16:59.746676] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=42.81%)
[2026-02-11T20:16:59.747181] [INFO ] [FORECASTER] Completed predict_future for AZN
[2026-02-11T20:16:59.747389] [INFO ] [sig       ] AZN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:16:59.912631] [INFO ] [LOCAL     ] Saved forecast: AZN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/AZN.txt
[2026-02-11T20:16:59.912811] [INFO ] [sig       ] [319/3412] Completed AZN in 0.4s | 2.77 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-11T20:16:59.912855] [INFO ] [sig       ] [320/3412] Forecasting AZO...
[2026-02-11T20:16:59.912885] [INFO ] [sig       ] Generating forecast for: AZO
[2026-02-11T20:16:59.912916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2026-02-11T20:16:59.925155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2026-02-11T20:16:59.925594] [INFO ] [FORECASTER] Starting predict_future for AZO
[2026-02-11T20:16:59.926485] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2026-02-11T20:16:59.926543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:16:59.926596] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:16:59.926627] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:16:59.926685] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:16:59.984922] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:16:59.985838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:16:59.985951] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:16:59.985996] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:00.105651] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:00.105813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:00.105857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:00.105888] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:00.109548] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=81.06%)
[2026-02-11T20:17:00.109885] [INFO ] [FORECASTER] Completed predict_future for AZO
[2026-02-11T20:17:00.110040] [INFO ] [sig       ] AZO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:00.252603] [INFO ] [LOCAL     ] Saved forecast: AZO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AZO.txt
[2026-02-11T20:17:00.252759] [INFO ] [sig       ] [320/3412] Completed AZO in 0.3s | 2.77 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-11T20:17:00.252799] [INFO ] [sig       ] [321/3412] Forecasting AZZ...
[2026-02-11T20:17:00.252828] [INFO ] [sig       ] Generating forecast for: AZZ
[2026-02-11T20:17:00.252858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2026-02-11T20:17:00.264357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2026-02-11T20:17:00.264693] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2026-02-11T20:17:00.265488] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2026-02-11T20:17:00.265541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:00.265599] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:00.265631] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:00.265689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:00.322936] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:00.323698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:00.323783] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:00.323819] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:00.446999] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:00.447140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:00.447181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:00.447210] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:00.450790] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2026-02-11T20:17:00.451078] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2026-02-11T20:17:00.451212] [INFO ] [sig       ] AZZ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:00.593489] [INFO ] [LOCAL     ] Saved forecast: AZZ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/AZZ.txt
[2026-02-11T20:17:00.593665] [INFO ] [sig       ] [321/3412] Completed AZZ in 0.3s | 2.77 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-11T20:17:00.593708] [INFO ] [sig       ] [322/3412] Forecasting BA...
[2026-02-11T20:17:00.593739] [INFO ] [sig       ] Generating forecast for: BA
[2026-02-11T20:17:00.593769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2026-02-11T20:17:00.606114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2026-02-11T20:17:00.606696] [INFO ] [FORECASTER] Starting predict_future for BA
[2026-02-11T20:17:00.607563] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2026-02-11T20:17:00.607640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:00.607671] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:00.607698] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:00.607755] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:00.665353] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:00.666173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:00.666258] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:00.666291] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:00.790399] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:00.790523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:00.790565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:00.790619] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:00.794281] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=5.99%)
[2026-02-11T20:17:00.794613] [INFO ] [FORECASTER] Completed predict_future for BA
[2026-02-11T20:17:00.794786] [INFO ] [sig       ] BA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:00.937962] [INFO ] [LOCAL     ] Saved forecast: BA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BA.txt
[2026-02-11T20:17:00.938767] [INFO ] [sig       ] [322/3412] Completed BA in 0.3s | 2.77 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-11T20:17:00.938857] [INFO ] [sig       ] [323/3412] Forecasting BABA...
[2026-02-11T20:17:00.938896] [INFO ] [sig       ] Generating forecast for: BABA
[2026-02-11T20:17:00.938934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2026-02-11T20:17:00.950999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2026-02-11T20:17:00.951360] [INFO ] [FORECASTER] Starting predict_future for BABA
[2026-02-11T20:17:00.952193] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2026-02-11T20:17:00.952246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:00.952279] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:00.952306] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:00.952364] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:01.010476] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:01.011269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:01.011354] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:01.011387] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:01.134357] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:01.134507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:01.134549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:01.134596] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:01.138107] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=24.60%)
[2026-02-11T20:17:01.138384] [INFO ] [FORECASTER] Completed predict_future for BABA
[2026-02-11T20:17:01.138522] [INFO ] [sig       ] BABA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:01.280589] [INFO ] [LOCAL     ] Saved forecast: BABA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BABA.txt
[2026-02-11T20:17:01.280741] [INFO ] [sig       ] [323/3412] Completed BABA in 0.3s | 2.77 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-11T20:17:01.280781] [INFO ] [sig       ] [324/3412] Forecasting BABX...
[2026-02-11T20:17:01.280810] [INFO ] [sig       ] Generating forecast for: BABX
[2026-02-11T20:17:01.280843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2026-02-11T20:17:01.293362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2026-02-11T20:17:01.293753] [INFO ] [FORECASTER] Starting predict_future for BABX
[2026-02-11T20:17:01.294598] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2026-02-11T20:17:01.294660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:01.294694] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:01.294721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:01.294779] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:01.356612] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:01.357595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:01.357687] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:01.357721] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:01.493650] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:01.493854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:01.493905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:01.493941] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:01.498099] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=34.49%)
[2026-02-11T20:17:01.498606] [INFO ] [FORECASTER] Completed predict_future for BABX
[2026-02-11T20:17:01.498779] [INFO ] [sig       ] BABX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:01.662009] [INFO ] [LOCAL     ] Saved forecast: BABX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BABX.txt
[2026-02-11T20:17:01.662171] [INFO ] [sig       ] [324/3412] Completed BABX in 0.4s | 2.77 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-11T20:17:01.662216] [INFO ] [sig       ] [325/3412] Forecasting BAC...
[2026-02-11T20:17:01.662245] [INFO ] [sig       ] Generating forecast for: BAC
[2026-02-11T20:17:01.662276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2026-02-11T20:17:01.674629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2026-02-11T20:17:01.675089] [INFO ] [FORECASTER] Starting predict_future for BAC
[2026-02-11T20:17:01.676063] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2026-02-11T20:17:01.676120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:01.676155] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:01.676195] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:01.676278] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:01.735190] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:01.736092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:01.736179] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:01.736213] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:01.865595] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:01.865757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:01.865799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:01.865828] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:01.869596] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=46.35%)
[2026-02-11T20:17:01.869908] [INFO ] [FORECASTER] Completed predict_future for BAC
[2026-02-11T20:17:01.870059] [INFO ] [sig       ] BAC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:02.011707] [INFO ] [LOCAL     ] Saved forecast: BAC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BAC.txt
[2026-02-11T20:17:02.011870] [INFO ] [sig       ] [325/3412] Completed BAC in 0.3s | 2.77 sym/s | Total: 2.0m | ETA: 18.6m
[2026-02-11T20:17:02.011910] [INFO ] [sig       ] [326/3412] Forecasting BAH...
[2026-02-11T20:17:02.011940] [INFO ] [sig       ] Generating forecast for: BAH
[2026-02-11T20:17:02.011971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2026-02-11T20:17:02.024845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2026-02-11T20:17:02.025315] [INFO ] [FORECASTER] Starting predict_future for BAH
[2026-02-11T20:17:02.026244] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2026-02-11T20:17:02.026298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:02.026331] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:02.026386] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:02.026447] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:02.087950] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:02.088924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:02.089018] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:02.089052] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:02.237763] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:02.237929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:02.237975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:02.238006] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:02.241772] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2026-02-11T20:17:02.242088] [INFO ] [FORECASTER] Completed predict_future for BAH
[2026-02-11T20:17:02.242233] [INFO ] [sig       ] BAH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:02.392709] [INFO ] [LOCAL     ] Saved forecast: BAH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BAH.txt
[2026-02-11T20:17:02.392968] [INFO ] [sig       ] [326/3412] Completed BAH in 0.4s | 2.77 sym/s | Total: 2.0m | ETA: 18.6m
[2026-02-11T20:17:02.393021] [INFO ] [sig       ] [327/3412] Forecasting BALL...
[2026-02-11T20:17:02.393055] [INFO ] [sig       ] Generating forecast for: BALL
[2026-02-11T20:17:02.393086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2026-02-11T20:17:02.406050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2026-02-11T20:17:02.406468] [INFO ] [FORECASTER] Starting predict_future for BALL
[2026-02-11T20:17:02.407414] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2026-02-11T20:17:02.407498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:02.407532] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:02.407559] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:02.407657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:02.475444] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:02.476449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:02.476553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:02.476619] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:02.609739] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:02.609911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:02.609954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:02.609983] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:02.614736] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=51.21%)
[2026-02-11T20:17:02.615162] [INFO ] [FORECASTER] Completed predict_future for BALL
[2026-02-11T20:17:02.615355] [INFO ] [sig       ] BALL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:02.781371] [INFO ] [LOCAL     ] Saved forecast: BALL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BALL.txt
[2026-02-11T20:17:02.781538] [INFO ] [sig       ] [327/3412] Completed BALL in 0.4s | 2.77 sym/s | Total: 2.0m | ETA: 18.6m
[2026-02-11T20:17:02.781606] [INFO ] [sig       ] [328/3412] Forecasting BAM...
[2026-02-11T20:17:02.781640] [INFO ] [sig       ] Generating forecast for: BAM
[2026-02-11T20:17:02.781670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2026-02-11T20:17:02.793502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2026-02-11T20:17:02.793942] [INFO ] [FORECASTER] Starting predict_future for BAM
[2026-02-11T20:17:02.794915] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2026-02-11T20:17:02.794972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:02.795005] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:02.795033] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:02.795090] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:02.857184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:02.858245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:02.858352] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:02.858387] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:02.986725] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:02.986910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:02.986956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:02.986984] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:02.991202] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=87.72%)
[2026-02-11T20:17:02.991758] [INFO ] [FORECASTER] Completed predict_future for BAM
[2026-02-11T20:17:02.991928] [INFO ] [sig       ] BAM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:03.144333] [INFO ] [LOCAL     ] Saved forecast: BAM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BAM.txt
[2026-02-11T20:17:03.144525] [INFO ] [sig       ] [328/3412] Completed BAM in 0.4s | 2.77 sym/s | Total: 2.0m | ETA: 18.6m
[2026-02-11T20:17:03.144596] [INFO ] [sig       ] [329/3412] Forecasting BANC...
[2026-02-11T20:17:03.144629] [INFO ] [sig       ] Generating forecast for: BANC
[2026-02-11T20:17:03.144660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2026-02-11T20:17:03.157698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2026-02-11T20:17:03.158124] [INFO ] [FORECASTER] Starting predict_future for BANC
[2026-02-11T20:17:03.159053] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2026-02-11T20:17:03.159109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:03.159142] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:03.159170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:03.159228] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:03.234462] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:03.235461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:03.235554] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:03.235612] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:03.369032] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:03.369398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:03.369441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:03.369470] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:03.373389] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=25.21%)
[2026-02-11T20:17:03.373726] [INFO ] [FORECASTER] Completed predict_future for BANC
[2026-02-11T20:17:03.373887] [INFO ] [sig       ] BANC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:03.527097] [INFO ] [LOCAL     ] Saved forecast: BANC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BANC.txt
[2026-02-11T20:17:03.527260] [INFO ] [sig       ] [329/3412] Completed BANC in 0.4s | 2.77 sym/s | Total: 2.0m | ETA: 18.6m
[2026-02-11T20:17:03.527299] [INFO ] [sig       ] [330/3412] Forecasting BAND...
[2026-02-11T20:17:03.527329] [INFO ] [sig       ] Generating forecast for: BAND
[2026-02-11T20:17:03.527360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2026-02-11T20:17:03.541630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2026-02-11T20:17:03.542064] [INFO ] [FORECASTER] Starting predict_future for BAND
[2026-02-11T20:17:03.543355] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2026-02-11T20:17:03.543413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:03.543447] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:03.543473] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:03.543531] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:03.605176] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:03.606172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:03.606267] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:03.606300] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:03.741592] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:03.741758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:03.741801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:03.741833] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:03.745439] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=86.33%)
[2026-02-11T20:17:03.745763] [INFO ] [FORECASTER] Completed predict_future for BAND
[2026-02-11T20:17:03.745911] [INFO ] [sig       ] BAND: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:03.899396] [INFO ] [LOCAL     ] Saved forecast: BAND	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BAND.txt
[2026-02-11T20:17:03.899608] [INFO ] [sig       ] [330/3412] Completed BAND in 0.4s | 2.77 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-11T20:17:03.899658] [INFO ] [sig       ] [331/3412] Forecasting BANF...
[2026-02-11T20:17:03.899690] [INFO ] [sig       ] Generating forecast for: BANF
[2026-02-11T20:17:03.899721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2026-02-11T20:17:03.912343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2026-02-11T20:17:03.912769] [INFO ] [FORECASTER] Starting predict_future for BANF
[2026-02-11T20:17:03.913662] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2026-02-11T20:17:03.913724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:03.913765] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:03.913801] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:03.913872] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:03.975811] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:03.977012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:03.977298] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:03.977331] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:04.101870] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:04.102047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:04.102104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:04.102135] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:04.105692] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=87.59%)
[2026-02-11T20:17:04.106017] [INFO ] [FORECASTER] Completed predict_future for BANF
[2026-02-11T20:17:04.106155] [INFO ] [sig       ] BANF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:04.251457] [INFO ] [LOCAL     ] Saved forecast: BANF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BANF.txt
[2026-02-11T20:17:04.251641] [INFO ] [sig       ] [331/3412] Completed BANF in 0.4s | 2.77 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-11T20:17:04.251684] [INFO ] [sig       ] [332/3412] Forecasting BANX...
[2026-02-11T20:17:04.251715] [INFO ] [sig       ] Generating forecast for: BANX
[2026-02-11T20:17:04.251746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2026-02-11T20:17:04.265108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2026-02-11T20:17:04.265745] [INFO ] [FORECASTER] Starting predict_future for BANX
[2026-02-11T20:17:04.266832] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2026-02-11T20:17:04.266885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:04.266918] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:04.266944] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:04.267002] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:04.328716] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:04.329680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:04.329782] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:04.329815] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:04.453368] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:04.453530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:04.453596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:04.453630] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:04.457691] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: UP (p=96.57%)
[2026-02-11T20:17:04.458006] [INFO ] [FORECASTER] Completed predict_future for BANX
[2026-02-11T20:17:04.458150] [INFO ] [sig       ] BANX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:04.633709] [INFO ] [LOCAL     ] Saved forecast: BANX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BANX.txt
[2026-02-11T20:17:04.633905] [INFO ] [sig       ] [332/3412] Completed BANX in 0.4s | 2.77 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-11T20:17:04.633959] [INFO ] [sig       ] [333/3412] Forecasting BAP...
[2026-02-11T20:17:04.634181] [INFO ] [sig       ] Generating forecast for: BAP
[2026-02-11T20:17:04.634214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2026-02-11T20:17:04.649910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2026-02-11T20:17:04.650501] [INFO ] [FORECASTER] Starting predict_future for BAP
[2026-02-11T20:17:04.651623] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2026-02-11T20:17:04.651688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:04.651735] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:04.651775] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:04.651855] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:04.728175] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:04.729262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:04.729367] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:04.729414] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:04.869502] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:04.869700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:04.869747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:04.869776] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:04.873787] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=9.50%)
[2026-02-11T20:17:04.874121] [INFO ] [FORECASTER] Completed predict_future for BAP
[2026-02-11T20:17:04.874267] [INFO ] [sig       ] BAP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:05.026559] [INFO ] [LOCAL     ] Saved forecast: BAP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BAP.txt
[2026-02-11T20:17:05.026750] [INFO ] [sig       ] [333/3412] Completed BAP in 0.4s | 2.77 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-11T20:17:05.026791] [INFO ] [sig       ] [334/3412] Forecasting BATRA...
[2026-02-11T20:17:05.026821] [INFO ] [sig       ] Generating forecast for: BATRA
[2026-02-11T20:17:05.026851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2026-02-11T20:17:05.041500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2026-02-11T20:17:05.041912] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2026-02-11T20:17:05.042763] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2026-02-11T20:17:05.042815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:05.042848] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:05.042874] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:05.042934] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:05.111019] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:05.111972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:05.112067] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:05.112101] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:05.248773] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:05.248952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:05.249001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:05.249036] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:05.253063] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: UP (p=71.34%)
[2026-02-11T20:17:05.253483] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2026-02-11T20:17:05.253694] [INFO ] [sig       ] BATRA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:05.398973] [INFO ] [LOCAL     ] Saved forecast: BATRA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BATRA.txt
[2026-02-11T20:17:05.399148] [INFO ] [sig       ] [334/3412] Completed BATRA in 0.4s | 2.77 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-11T20:17:05.399191] [INFO ] [sig       ] [335/3412] Forecasting BATRK...
[2026-02-11T20:17:05.399222] [INFO ] [sig       ] Generating forecast for: BATRK
[2026-02-11T20:17:05.399252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2026-02-11T20:17:05.411567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2026-02-11T20:17:05.411949] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2026-02-11T20:17:05.412782] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2026-02-11T20:17:05.412833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:05.412876] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:05.412904] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:05.412962] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:05.470874] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:05.471956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:05.472043] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:05.472076] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:05.597836] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:05.598018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:05.598068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:05.598098] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:05.601957] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2026-02-11T20:17:05.602273] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2026-02-11T20:17:05.602415] [INFO ] [sig       ] BATRK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:05.771729] [INFO ] [LOCAL     ] Saved forecast: BATRK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BATRK.txt
[2026-02-11T20:17:05.771889] [INFO ] [sig       ] [335/3412] Completed BATRK in 0.4s | 2.77 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-11T20:17:05.771932] [INFO ] [sig       ] [336/3412] Forecasting BAX...
[2026-02-11T20:17:05.771961] [INFO ] [sig       ] Generating forecast for: BAX
[2026-02-11T20:17:05.771993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2026-02-11T20:17:05.784285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2026-02-11T20:17:05.784608] [INFO ] [FORECASTER] Starting predict_future for BAX
[2026-02-11T20:17:05.785436] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2026-02-11T20:17:05.785499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:05.785532] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:05.785560] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:05.785640] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:05.845429] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:05.846544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:05.846684] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:05.846719] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:05.967150] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:05.967320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:05.967362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:05.967391] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:05.970927] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2026-02-11T20:17:05.971230] [INFO ] [FORECASTER] Completed predict_future for BAX
[2026-02-11T20:17:05.971360] [INFO ] [sig       ] BAX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:06.122180] [INFO ] [LOCAL     ] Saved forecast: BAX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BAX.txt
[2026-02-11T20:17:06.122318] [INFO ] [sig       ] [336/3412] Completed BAX in 0.4s | 2.77 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-11T20:17:06.122360] [INFO ] [sig       ] [337/3412] Forecasting BB...
[2026-02-11T20:17:06.122390] [INFO ] [sig       ] Generating forecast for: BB
[2026-02-11T20:17:06.122420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2026-02-11T20:17:06.133988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2026-02-11T20:17:06.134327] [INFO ] [FORECASTER] Starting predict_future for BB
[2026-02-11T20:17:06.135184] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2026-02-11T20:17:06.135236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:06.135268] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:06.135295] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:06.135353] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:06.192981] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:06.193698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:06.193781] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:06.193814] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:06.319387] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:06.319564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:06.319643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:06.319696] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:06.323214] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=76.05%)
[2026-02-11T20:17:06.323507] [INFO ] [FORECASTER] Completed predict_future for BB
[2026-02-11T20:17:06.323671] [INFO ] [sig       ] BB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:06.469521] [INFO ] [LOCAL     ] Saved forecast: BB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BB.txt
[2026-02-11T20:17:06.469704] [INFO ] [sig       ] [337/3412] Completed BB in 0.3s | 2.77 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-11T20:17:06.469746] [INFO ] [sig       ] [338/3412] Forecasting BBAI...
[2026-02-11T20:17:06.469776] [INFO ] [sig       ] Generating forecast for: BBAI
[2026-02-11T20:17:06.469806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2026-02-11T20:17:06.482727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2026-02-11T20:17:06.483119] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2026-02-11T20:17:06.484149] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2026-02-11T20:17:06.484204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:06.484237] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:06.484264] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:06.484326] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:06.544999] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:06.545938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:06.546032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:06.546067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:06.678454] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:06.678664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:06.678729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:06.678773] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:06.683145] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2026-02-11T20:17:06.683660] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2026-02-11T20:17:06.683840] [INFO ] [sig       ] BBAI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:06.836056] [INFO ] [LOCAL     ] Saved forecast: BBAI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BBAI.txt
[2026-02-11T20:17:06.836392] [INFO ] [sig       ] [338/3412] Completed BBAI in 0.4s | 2.77 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-11T20:17:06.836434] [INFO ] [sig       ] [339/3412] Forecasting BBCP...
[2026-02-11T20:17:06.836470] [INFO ] [sig       ] Generating forecast for: BBCP
[2026-02-11T20:17:06.836503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2026-02-11T20:17:06.849201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2026-02-11T20:17:06.849603] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2026-02-11T20:17:06.850500] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2026-02-11T20:17:06.850557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:06.850619] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:06.850651] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:06.850712] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:06.911569] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:06.912597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:06.912696] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:06.912732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:07.039499] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:07.039685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:07.039729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:07.039759] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:07.043749] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: DOWN (p=12.54%)
[2026-02-11T20:17:07.044045] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2026-02-11T20:17:07.044180] [INFO ] [sig       ] BBCP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:07.193970] [INFO ] [LOCAL     ] Saved forecast: BBCP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BBCP.txt
[2026-02-11T20:17:07.194119] [INFO ] [sig       ] [339/3412] Completed BBCP in 0.4s | 2.77 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-11T20:17:07.194160] [INFO ] [sig       ] [340/3412] Forecasting BBD...
[2026-02-11T20:17:07.194190] [INFO ] [sig       ] Generating forecast for: BBD
[2026-02-11T20:17:07.194221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2026-02-11T20:17:07.207353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2026-02-11T20:17:07.207847] [INFO ] [FORECASTER] Starting predict_future for BBD
[2026-02-11T20:17:07.208745] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2026-02-11T20:17:07.208799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:07.208833] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:07.208861] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:07.208924] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:07.289904] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:07.291106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:07.291257] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:07.291309] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:07.425173] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:07.425341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:07.425384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:07.425413] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:07.429481] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2026-02-11T20:17:07.429952] [INFO ] [FORECASTER] Completed predict_future for BBD
[2026-02-11T20:17:07.430126] [INFO ] [sig       ] BBD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:07.575526] [INFO ] [LOCAL     ] Saved forecast: BBD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BBD.txt
[2026-02-11T20:17:07.575714] [INFO ] [sig       ] [340/3412] Completed BBD in 0.4s | 2.77 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-11T20:17:07.575763] [INFO ] [sig       ] [341/3412] Forecasting BBDO...
[2026-02-11T20:17:07.575795] [INFO ] [sig       ] Generating forecast for: BBDO
[2026-02-11T20:17:07.575826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2026-02-11T20:17:07.587128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2026-02-11T20:17:07.587513] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2026-02-11T20:17:07.588374] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2026-02-11T20:17:07.588430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:07.588463] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:07.588491] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:07.588549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:07.647875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:07.648804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:07.648898] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:07.648933] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:07.772697] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:07.772859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:07.772900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:07.772929] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:07.776399] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=10.08%)
[2026-02-11T20:17:07.776698] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2026-02-11T20:17:07.776830] [INFO ] [sig       ] BBDO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:07.923102] [INFO ] [LOCAL     ] Saved forecast: BBDO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BBDO.txt
[2026-02-11T20:17:07.923249] [INFO ] [sig       ] [341/3412] Completed BBDO in 0.3s | 2.77 sym/s | Total: 2.1m | ETA: 18.5m
[2026-02-11T20:17:07.923306] [INFO ] [sig       ] [342/3412] Forecasting BBH...
[2026-02-11T20:17:07.923344] [INFO ] [sig       ] Generating forecast for: BBH
[2026-02-11T20:17:07.923376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2026-02-11T20:17:07.935290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2026-02-11T20:17:07.935665] [INFO ] [FORECASTER] Starting predict_future for BBH
[2026-02-11T20:17:07.936518] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2026-02-11T20:17:07.936591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:07.936628] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:07.936656] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:07.936715] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:07.999076] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:08.000028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:08.000139] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:08.000174] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:08.108833] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:08.108996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:08.109045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:08.109100] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:08.112651] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: DOWN (p=12.90%)
[2026-02-11T20:17:08.112944] [INFO ] [FORECASTER] Completed predict_future for BBH
[2026-02-11T20:17:08.113083] [INFO ] [sig       ] BBH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:08.258765] [INFO ] [LOCAL     ] Saved forecast: BBH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BBH.txt
[2026-02-11T20:17:08.258924] [INFO ] [sig       ] [342/3412] Completed BBH in 0.3s | 2.77 sym/s | Total: 2.1m | ETA: 18.5m
[2026-02-11T20:17:08.258971] [INFO ] [sig       ] [343/3412] Forecasting BBIO...
[2026-02-11T20:17:08.259007] [INFO ] [sig       ] Generating forecast for: BBIO
[2026-02-11T20:17:08.259044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2026-02-11T20:17:08.271153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2026-02-11T20:17:08.271548] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2026-02-11T20:17:08.272439] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2026-02-11T20:17:08.272493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:08.272554] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:08.272605] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:08.272668] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:08.332116] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:08.333069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:08.333175] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:08.333209] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:08.462110] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:08.462280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:08.462331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:08.462369] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:08.466024] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2026-02-11T20:17:08.466319] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2026-02-11T20:17:08.466455] [INFO ] [sig       ] BBIO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:08.615289] [INFO ] [LOCAL     ] Saved forecast: BBIO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BBIO.txt
[2026-02-11T20:17:08.615454] [INFO ] [sig       ] [343/3412] Completed BBIO in 0.4s | 2.77 sym/s | Total: 2.1m | ETA: 18.5m
[2026-02-11T20:17:08.615497] [INFO ] [sig       ] [344/3412] Forecasting BBLG...
[2026-02-11T20:17:08.615527] [INFO ] [sig       ] Generating forecast for: BBLG
[2026-02-11T20:17:08.615558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2026-02-11T20:17:08.627242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2026-02-11T20:17:08.627558] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2026-02-11T20:17:08.628403] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2026-02-11T20:17:08.628455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:08.628487] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:08.628514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:08.628590] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:08.687126] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:08.687926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:08.688025] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:08.688083] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:08.807434] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:08.807635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:08.807683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:08.807723] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:08.811326] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=21.17%)
[2026-02-11T20:17:08.811627] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2026-02-11T20:17:08.811758] [INFO ] [sig       ] BBLG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:08.962195] [INFO ] [LOCAL     ] Saved forecast: BBLG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BBLG.txt
[2026-02-11T20:17:08.962343] [INFO ] [sig       ] [344/3412] Completed BBLG in 0.3s | 2.77 sym/s | Total: 2.1m | ETA: 18.5m
[2026-02-11T20:17:08.962383] [INFO ] [sig       ] [345/3412] Forecasting BBN...
[2026-02-11T20:17:08.962412] [INFO ] [sig       ] Generating forecast for: BBN
[2026-02-11T20:17:08.962442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2026-02-11T20:17:08.974811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2026-02-11T20:17:08.975173] [INFO ] [FORECASTER] Starting predict_future for BBN
[2026-02-11T20:17:08.976090] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2026-02-11T20:17:08.976145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:08.976180] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:08.976209] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:08.976268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:09.040903] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:09.042162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:09.042258] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:09.042292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:09.169779] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:09.169938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:09.169982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:09.170012] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:09.174120] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2026-02-11T20:17:09.174412] [INFO ] [FORECASTER] Completed predict_future for BBN
[2026-02-11T20:17:09.174548] [INFO ] [sig       ] BBN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:09.331506] [INFO ] [LOCAL     ] Saved forecast: BBN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BBN.txt
[2026-02-11T20:17:09.331664] [INFO ] [sig       ] [345/3412] Completed BBN in 0.4s | 2.77 sym/s | Total: 2.1m | ETA: 18.5m
[2026-02-11T20:17:09.331716] [INFO ] [sig       ] [346/3412] Forecasting BBSI...
[2026-02-11T20:17:09.331747] [INFO ] [sig       ] Generating forecast for: BBSI
[2026-02-11T20:17:09.331778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2026-02-11T20:17:09.343428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2026-02-11T20:17:09.343741] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2026-02-11T20:17:09.344585] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2026-02-11T20:17:09.344639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:09.344672] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:09.344699] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:09.344767] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:09.402617] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:09.403518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:09.403624] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:09.403659] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:09.525840] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:09.525997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:09.526038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:09.526096] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:09.529618] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=92.14%)
[2026-02-11T20:17:09.529895] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2026-02-11T20:17:09.530034] [INFO ] [sig       ] BBSI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:09.672556] [INFO ] [LOCAL     ] Saved forecast: BBSI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BBSI.txt
[2026-02-11T20:17:09.672717] [INFO ] [sig       ] [346/3412] Completed BBSI in 0.3s | 2.77 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-11T20:17:09.672757] [INFO ] [sig       ] [347/3412] Forecasting BBUC...
[2026-02-11T20:17:09.672786] [INFO ] [sig       ] Generating forecast for: BBUC
[2026-02-11T20:17:09.672816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2026-02-11T20:17:09.685218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2026-02-11T20:17:09.685510] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2026-02-11T20:17:09.686320] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2026-02-11T20:17:09.686372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:09.686404] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:09.686432] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:09.686488] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:09.746360] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:09.747423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:09.747554] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:09.747623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:09.881237] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:09.881414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:09.881472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:09.881505] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:09.885474] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2026-02-11T20:17:09.885811] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2026-02-11T20:17:09.885960] [INFO ] [sig       ] BBUC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:10.030272] [INFO ] [LOCAL     ] Saved forecast: BBUC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BBUC.txt
[2026-02-11T20:17:10.030431] [INFO ] [sig       ] [347/3412] Completed BBUC in 0.4s | 2.77 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-11T20:17:10.030474] [INFO ] [sig       ] [348/3412] Forecasting BBVA...
[2026-02-11T20:17:10.030504] [INFO ] [sig       ] Generating forecast for: BBVA
[2026-02-11T20:17:10.030534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2026-02-11T20:17:10.042521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2026-02-11T20:17:10.042825] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2026-02-11T20:17:10.043670] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2026-02-11T20:17:10.043724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:10.043758] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:10.043787] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:10.043846] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:10.105542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:10.106414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:10.106507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:10.106542] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:10.231972] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:10.232134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:10.232175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:10.232204] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:10.235792] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2026-02-11T20:17:10.236101] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2026-02-11T20:17:10.236236] [INFO ] [sig       ] BBVA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:10.375788] [INFO ] [LOCAL     ] Saved forecast: BBVA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BBVA.txt
[2026-02-11T20:17:10.375926] [INFO ] [sig       ] [348/3412] Completed BBVA in 0.3s | 2.77 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-11T20:17:10.375967] [INFO ] [sig       ] [349/3412] Forecasting BBWI...
[2026-02-11T20:17:10.375995] [INFO ] [sig       ] Generating forecast for: BBWI
[2026-02-11T20:17:10.376027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2026-02-11T20:17:10.387874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2026-02-11T20:17:10.388195] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2026-02-11T20:17:10.389015] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2026-02-11T20:17:10.389067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:10.389099] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:10.389125] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:10.389182] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:10.445989] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:10.446608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:10.446690] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:10.446722] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:10.573874] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:10.574057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:10.574115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:10.574158] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:10.578904] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=66.61%)
[2026-02-11T20:17:10.579335] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2026-02-11T20:17:10.579523] [INFO ] [sig       ] BBWI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:10.732002] [INFO ] [LOCAL     ] Saved forecast: BBWI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BBWI.txt
[2026-02-11T20:17:10.732210] [INFO ] [sig       ] [349/3412] Completed BBWI in 0.4s | 2.77 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-11T20:17:10.732264] [INFO ] [sig       ] [350/3412] Forecasting BBY...
[2026-02-11T20:17:10.732308] [INFO ] [sig       ] Generating forecast for: BBY
[2026-02-11T20:17:10.732359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2026-02-11T20:17:10.748415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2026-02-11T20:17:10.748941] [INFO ] [FORECASTER] Starting predict_future for BBY
[2026-02-11T20:17:10.750116] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2026-02-11T20:17:10.750187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:10.750229] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:10.750269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:10.750366] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:10.810169] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:10.811118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:10.811211] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:10.811244] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:10.939888] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:10.940059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:10.940110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:10.940148] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:10.943709] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2026-02-11T20:17:10.943998] [INFO ] [FORECASTER] Completed predict_future for BBY
[2026-02-11T20:17:10.944138] [INFO ] [sig       ] BBY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:11.094878] [INFO ] [LOCAL     ] Saved forecast: BBY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BBY.txt
[2026-02-11T20:17:11.095042] [INFO ] [sig       ] [350/3412] Completed BBY in 0.4s | 2.77 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-11T20:17:11.095092] [INFO ] [sig       ] [351/3412] Forecasting BC...
[2026-02-11T20:17:11.095128] [INFO ] [sig       ] Generating forecast for: BC
[2026-02-11T20:17:11.095165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2026-02-11T20:17:11.108188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2026-02-11T20:17:11.108610] [INFO ] [FORECASTER] Starting predict_future for BC
[2026-02-11T20:17:11.109480] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2026-02-11T20:17:11.109537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:11.109603] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:11.109637] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:11.109700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:11.171190] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:11.172126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:11.172226] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:11.172259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:11.298903] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:11.299062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:11.299103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:11.299132] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:11.302710] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=44.10%)
[2026-02-11T20:17:11.303071] [INFO ] [FORECASTER] Completed predict_future for BC
[2026-02-11T20:17:11.303246] [INFO ] [sig       ] BC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:11.446604] [INFO ] [LOCAL     ] Saved forecast: BC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BC.txt
[2026-02-11T20:17:11.446761] [INFO ] [sig       ] [351/3412] Completed BC in 0.4s | 2.77 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-11T20:17:11.446801] [INFO ] [sig       ] [352/3412] Forecasting BCAL...
[2026-02-11T20:17:11.446832] [INFO ] [sig       ] Generating forecast for: BCAL
[2026-02-11T20:17:11.446862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2026-02-11T20:17:11.458543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2026-02-11T20:17:11.458856] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2026-02-11T20:17:11.459668] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2026-02-11T20:17:11.459720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:11.459751] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:11.459778] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:11.459835] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:11.518903] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:11.519777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:11.519882] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:11.519915] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:11.636295] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:11.636460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:11.636501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:11.636529] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:11.640393] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=75.64%)
[2026-02-11T20:17:11.640693] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2026-02-11T20:17:11.640825] [INFO ] [sig       ] BCAL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:11.787269] [INFO ] [LOCAL     ] Saved forecast: BCAL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BCAL.txt
[2026-02-11T20:17:11.787430] [INFO ] [sig       ] [352/3412] Completed BCAL in 0.3s | 2.77 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-11T20:17:11.787489] [INFO ] [sig       ] [353/3412] Forecasting BCAX...
[2026-02-11T20:17:11.787519] [INFO ] [sig       ] Generating forecast for: BCAX
[2026-02-11T20:17:11.787548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2026-02-11T20:17:11.799916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2026-02-11T20:17:11.800308] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2026-02-11T20:17:11.801183] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2026-02-11T20:17:11.801237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:11.801267] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:11.801294] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:11.801351] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:11.866784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:11.867952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:11.868111] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:11.868155] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:12.002117] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:12.002312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:12.002357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:12.002388] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:12.006725] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: UP (p=80.78%)
[2026-02-11T20:17:12.007151] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2026-02-11T20:17:12.007341] [INFO ] [sig       ] BCAX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:12.166455] [INFO ] [LOCAL     ] Saved forecast: BCAX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BCAX.txt
[2026-02-11T20:17:12.166649] [INFO ] [sig       ] [353/3412] Completed BCAX in 0.4s | 2.77 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-11T20:17:12.166695] [INFO ] [sig       ] [354/3412] Forecasting BCBP...
[2026-02-11T20:17:12.166725] [INFO ] [sig       ] Generating forecast for: BCBP
[2026-02-11T20:17:12.166756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2026-02-11T20:17:12.179700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2026-02-11T20:17:12.180177] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2026-02-11T20:17:12.181233] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2026-02-11T20:17:12.181296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:12.181333] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:12.181372] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:12.181443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:12.246458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:12.247539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:12.247689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:12.247753] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:12.382719] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:12.382887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:12.382932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:12.382962] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:12.386871] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: UP (p=62.76%)
[2026-02-11T20:17:12.387307] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2026-02-11T20:17:12.387504] [INFO ] [sig       ] BCBP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:12.539308] [INFO ] [LOCAL     ] Saved forecast: BCBP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BCBP.txt
[2026-02-11T20:17:12.539471] [INFO ] [sig       ] [354/3412] Completed BCBP in 0.4s | 2.77 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-11T20:17:12.539513] [INFO ] [sig       ] [355/3412] Forecasting BCC...
[2026-02-11T20:17:12.539542] [INFO ] [sig       ] Generating forecast for: BCC
[2026-02-11T20:17:12.539594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2026-02-11T20:17:12.551666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2026-02-11T20:17:12.552063] [INFO ] [FORECASTER] Starting predict_future for BCC
[2026-02-11T20:17:12.552940] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2026-02-11T20:17:12.552994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:12.553026] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:12.553053] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:12.553110] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:12.613356] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:12.614311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:12.614409] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:12.614443] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:12.743784] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:12.743998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:12.744051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:12.744083] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:12.748012] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2026-02-11T20:17:12.748357] [INFO ] [FORECASTER] Completed predict_future for BCC
[2026-02-11T20:17:12.748508] [INFO ] [sig       ] BCC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:12.902382] [INFO ] [LOCAL     ] Saved forecast: BCC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BCC.txt
[2026-02-11T20:17:12.902541] [INFO ] [sig       ] [355/3412] Completed BCC in 0.4s | 2.77 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-11T20:17:12.902605] [INFO ] [sig       ] [356/3412] Forecasting BCDA...
[2026-02-11T20:17:12.902640] [INFO ] [sig       ] Generating forecast for: BCDA
[2026-02-11T20:17:12.902671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2026-02-11T20:17:12.914431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2026-02-11T20:17:12.914816] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2026-02-11T20:17:12.915674] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2026-02-11T20:17:12.915728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:12.915760] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:12.915787] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:12.915844] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:12.974433] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:12.975358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:12.975450] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:12.975483] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:13.097292] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:13.097470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:13.097521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:13.097557] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:13.101105] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=74.26%)
[2026-02-11T20:17:13.101386] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2026-02-11T20:17:13.101518] [INFO ] [sig       ] BCDA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:13.241607] [INFO ] [LOCAL     ] Saved forecast: BCDA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BCDA.txt
[2026-02-11T20:17:13.241777] [INFO ] [sig       ] [356/3412] Completed BCDA in 0.3s | 2.77 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-11T20:17:13.241818] [INFO ] [sig       ] [357/3412] Forecasting BCE...
[2026-02-11T20:17:13.241847] [INFO ] [sig       ] Generating forecast for: BCE
[2026-02-11T20:17:13.241879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2026-02-11T20:17:13.255010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2026-02-11T20:17:13.255336] [INFO ] [FORECASTER] Starting predict_future for BCE
[2026-02-11T20:17:13.256171] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2026-02-11T20:17:13.256234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:13.256270] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:13.256296] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:13.256352] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:13.314766] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:13.315619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:13.315703] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:13.315735] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:13.438787] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:13.438954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:13.438997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:13.439026] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:13.442627] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=32.49%)
[2026-02-11T20:17:13.442909] [INFO ] [FORECASTER] Completed predict_future for BCE
[2026-02-11T20:17:13.443046] [INFO ] [sig       ] BCE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:13.588251] [INFO ] [LOCAL     ] Saved forecast: BCE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BCE.txt
[2026-02-11T20:17:13.588399] [INFO ] [sig       ] [357/3412] Completed BCE in 0.3s | 2.77 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-11T20:17:13.588445] [INFO ] [sig       ] [358/3412] Forecasting BCH...
[2026-02-11T20:17:13.588476] [INFO ] [sig       ] Generating forecast for: BCH
[2026-02-11T20:17:13.588512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2026-02-11T20:17:13.600705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2026-02-11T20:17:13.601035] [INFO ] [FORECASTER] Starting predict_future for BCH
[2026-02-11T20:17:13.601868] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2026-02-11T20:17:13.601920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:13.601953] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:13.601979] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:13.602036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:13.664482] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:13.665446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:13.665542] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:13.665598] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:13.805738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:13.805913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:13.805960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:13.805990] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:13.810238] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: DOWN (p=36.13%)
[2026-02-11T20:17:13.810807] [INFO ] [FORECASTER] Completed predict_future for BCH
[2026-02-11T20:17:13.810964] [INFO ] [sig       ] BCH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:13.966606] [INFO ] [LOCAL     ] Saved forecast: BCH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BCH.txt
[2026-02-11T20:17:13.966766] [INFO ] [sig       ] [358/3412] Completed BCH in 0.4s | 2.77 sym/s | Total: 2.2m | ETA: 18.4m
[2026-02-11T20:17:13.966806] [INFO ] [sig       ] [359/3412] Forecasting BCML...
[2026-02-11T20:17:13.966837] [INFO ] [sig       ] Generating forecast for: BCML
[2026-02-11T20:17:13.966867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2026-02-11T20:17:13.979919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2026-02-11T20:17:13.980228] [INFO ] [FORECASTER] Starting predict_future for BCML
[2026-02-11T20:17:13.981266] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2026-02-11T20:17:13.981509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:13.981550] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:13.981597] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:13.981656] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:14.041260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:14.042155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:14.042242] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:14.042275] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:14.149353] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:14.149512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:14.149553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:14.149603] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:14.153012] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2026-02-11T20:17:14.153315] [INFO ] [FORECASTER] Completed predict_future for BCML
[2026-02-11T20:17:14.153442] [INFO ] [sig       ] BCML: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:14.292726] [INFO ] [LOCAL     ] Saved forecast: BCML	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BCML.txt
[2026-02-11T20:17:14.292861] [INFO ] [sig       ] [359/3412] Completed BCML in 0.3s | 2.77 sym/s | Total: 2.2m | ETA: 18.4m
[2026-02-11T20:17:14.292900] [INFO ] [sig       ] [360/3412] Forecasting BCO...
[2026-02-11T20:17:14.292929] [INFO ] [sig       ] Generating forecast for: BCO
[2026-02-11T20:17:14.292960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2026-02-11T20:17:14.305069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2026-02-11T20:17:14.305340] [INFO ] [FORECASTER] Starting predict_future for BCO
[2026-02-11T20:17:14.306145] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2026-02-11T20:17:14.306197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:14.306254] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:14.306282] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:14.306340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:14.363743] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:14.364727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:14.364815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:14.364851] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:14.511321] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:14.511796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:14.511878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:14.511929] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:14.517663] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: UP (p=94.39%)
[2026-02-11T20:17:14.518212] [INFO ] [FORECASTER] Completed predict_future for BCO
[2026-02-11T20:17:14.518437] [INFO ] [sig       ] BCO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:14.697804] [INFO ] [LOCAL     ] Saved forecast: BCO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BCO.txt
[2026-02-11T20:17:14.697964] [INFO ] [sig       ] [360/3412] Completed BCO in 0.4s | 2.77 sym/s | Total: 2.2m | ETA: 18.4m
[2026-02-11T20:17:14.698005] [INFO ] [sig       ] [361/3412] Forecasting BCPC...
[2026-02-11T20:17:14.698034] [INFO ] [sig       ] Generating forecast for: BCPC
[2026-02-11T20:17:14.698079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2026-02-11T20:17:14.717187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2026-02-11T20:17:14.717686] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2026-02-11T20:17:14.718690] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2026-02-11T20:17:14.718747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:14.718778] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:14.718804] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:14.718868] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:14.776741] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:14.777819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:14.777914] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:14.777947] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:14.914178] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:14.914353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:14.914398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:14.914426] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:14.918532] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2026-02-11T20:17:14.919001] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2026-02-11T20:17:14.919168] [INFO ] [sig       ] BCPC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:15.074866] [INFO ] [LOCAL     ] Saved forecast: BCPC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BCPC.txt
[2026-02-11T20:17:15.075039] [INFO ] [sig       ] [361/3412] Completed BCPC in 0.4s | 2.77 sym/s | Total: 2.2m | ETA: 18.4m
[2026-02-11T20:17:15.075082] [INFO ] [sig       ] [362/3412] Forecasting BCRX...
[2026-02-11T20:17:15.075112] [INFO ] [sig       ] Generating forecast for: BCRX
[2026-02-11T20:17:15.075143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2026-02-11T20:17:15.088205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2026-02-11T20:17:15.088641] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2026-02-11T20:17:15.089494] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2026-02-11T20:17:15.089548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:15.089602] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:15.089633] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:15.089693] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:15.154929] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:15.156005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:15.156115] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:15.156165] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:15.309184] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:15.309413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:15.309480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:15.309519] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:15.315174] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=34.98%)
[2026-02-11T20:17:15.315753] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2026-02-11T20:17:15.316003] [INFO ] [sig       ] BCRX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:15.519791] [INFO ] [LOCAL     ] Saved forecast: BCRX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BCRX.txt
[2026-02-11T20:17:15.520024] [INFO ] [sig       ] [362/3412] Completed BCRX in 0.4s | 2.77 sym/s | Total: 2.2m | ETA: 18.4m
[2026-02-11T20:17:15.520080] [INFO ] [sig       ] [363/3412] Forecasting BCS...
[2026-02-11T20:17:15.520118] [INFO ] [sig       ] Generating forecast for: BCS
[2026-02-11T20:17:15.520165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2026-02-11T20:17:15.536481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2026-02-11T20:17:15.536999] [INFO ] [FORECASTER] Starting predict_future for BCS
[2026-02-11T20:17:15.538095] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2026-02-11T20:17:15.538172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:15.538219] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:15.538259] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:15.538374] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:15.603792] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:15.604805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:15.604919] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:15.604967] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:15.725228] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:15.725391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:15.725433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:15.725515] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:15.729172] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2026-02-11T20:17:15.729527] [INFO ] [FORECASTER] Completed predict_future for BCS
[2026-02-11T20:17:15.729695] [INFO ] [sig       ] BCS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:15.873123] [INFO ] [LOCAL     ] Saved forecast: BCS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BCS.txt
[2026-02-11T20:17:15.873292] [INFO ] [sig       ] [363/3412] Completed BCS in 0.4s | 2.77 sym/s | Total: 2.2m | ETA: 18.4m
[2026-02-11T20:17:15.873333] [INFO ] [sig       ] [364/3412] Forecasting BCSF...
[2026-02-11T20:17:15.873363] [INFO ] [sig       ] Generating forecast for: BCSF
[2026-02-11T20:17:15.873395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2026-02-11T20:17:15.885505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2026-02-11T20:17:15.885934] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2026-02-11T20:17:15.886826] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2026-02-11T20:17:15.886879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:15.886911] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:15.886938] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:15.886996] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:15.947098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:15.948047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:15.948148] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:15.948188] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:16.081470] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:16.081660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:16.081703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:16.081731] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:16.085228] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=73.98%)
[2026-02-11T20:17:16.085543] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2026-02-11T20:17:16.085726] [INFO ] [sig       ] BCSF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:16.245464] [INFO ] [LOCAL     ] Saved forecast: BCSF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BCSF.txt
[2026-02-11T20:17:16.245666] [INFO ] [sig       ] [364/3412] Completed BCSF in 0.4s | 2.77 sym/s | Total: 2.2m | ETA: 18.4m
[2026-02-11T20:17:16.245711] [INFO ] [sig       ] [365/3412] Forecasting BCTX...
[2026-02-11T20:17:16.245742] [INFO ] [sig       ] Generating forecast for: BCTX
[2026-02-11T20:17:16.245773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2026-02-11T20:17:16.259139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2026-02-11T20:17:16.259559] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2026-02-11T20:17:16.260505] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2026-02-11T20:17:16.260561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:16.260618] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:16.260647] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:16.260706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:16.326700] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:16.327954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:16.328084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:16.328135] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:16.461421] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:16.461794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:16.461837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:16.461866] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:16.465884] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: DOWN (p=27.93%)
[2026-02-11T20:17:16.466216] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2026-02-11T20:17:16.466365] [INFO ] [sig       ] BCTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:16.630866] [INFO ] [LOCAL     ] Saved forecast: BCTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BCTX.txt
[2026-02-11T20:17:16.631036] [INFO ] [sig       ] [365/3412] Completed BCTX in 0.4s | 2.77 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-11T20:17:16.631081] [INFO ] [sig       ] [366/3412] Forecasting BCX...
[2026-02-11T20:17:16.631112] [INFO ] [sig       ] Generating forecast for: BCX
[2026-02-11T20:17:16.631146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2026-02-11T20:17:16.643994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2026-02-11T20:17:16.644460] [INFO ] [FORECASTER] Starting predict_future for BCX
[2026-02-11T20:17:16.645430] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2026-02-11T20:17:16.645501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:16.645548] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:16.645602] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:16.645665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:16.710464] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:16.711447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:16.711542] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:16.711599] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:16.843444] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:16.843633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:16.843678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:16.843723] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:16.847875] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=86.74%)
[2026-02-11T20:17:16.848348] [INFO ] [FORECASTER] Completed predict_future for BCX
[2026-02-11T20:17:16.848545] [INFO ] [sig       ] BCX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:17.017634] [INFO ] [LOCAL     ] Saved forecast: BCX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BCX.txt
[2026-02-11T20:17:17.017825] [INFO ] [sig       ] [366/3412] Completed BCX in 0.4s | 2.77 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-11T20:17:17.017868] [INFO ] [sig       ] [367/3412] Forecasting BCYC...
[2026-02-11T20:17:17.017900] [INFO ] [sig       ] Generating forecast for: BCYC
[2026-02-11T20:17:17.017934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2026-02-11T20:17:17.032692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2026-02-11T20:17:17.033094] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2026-02-11T20:17:17.034071] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2026-02-11T20:17:17.034316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:17.034353] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:17.034382] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:17.034443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:17.103796] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:17.104966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:17.105060] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:17.105095] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:17.232919] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:17.233083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:17.233125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:17.233156] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:17.236810] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2026-02-11T20:17:17.237112] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2026-02-11T20:17:17.237266] [INFO ] [sig       ] BCYC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:17.392715] [INFO ] [LOCAL     ] Saved forecast: BCYC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BCYC.txt
[2026-02-11T20:17:17.392853] [INFO ] [sig       ] [367/3412] Completed BCYC in 0.4s | 2.77 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-11T20:17:17.392901] [INFO ] [sig       ] [368/3412] Forecasting BDC...
[2026-02-11T20:17:17.392932] [INFO ] [sig       ] Generating forecast for: BDC
[2026-02-11T20:17:17.392963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2026-02-11T20:17:17.408408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2026-02-11T20:17:17.408780] [INFO ] [FORECASTER] Starting predict_future for BDC
[2026-02-11T20:17:17.409808] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2026-02-11T20:17:17.409871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:17.409913] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:17.409950] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:17.410026] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:17.484836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:17.486119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:17.486241] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:17.486286] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:17.621823] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:17.621986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:17.622026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:17.622055] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:17.625546] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=46.07%)
[2026-02-11T20:17:17.625862] [INFO ] [FORECASTER] Completed predict_future for BDC
[2026-02-11T20:17:17.626006] [INFO ] [sig       ] BDC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:17.774110] [INFO ] [LOCAL     ] Saved forecast: BDC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BDC.txt
[2026-02-11T20:17:17.774273] [INFO ] [sig       ] [368/3412] Completed BDC in 0.4s | 2.77 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-11T20:17:17.774323] [INFO ] [sig       ] [369/3412] Forecasting BDJ...
[2026-02-11T20:17:17.774358] [INFO ] [sig       ] Generating forecast for: BDJ
[2026-02-11T20:17:17.774388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2026-02-11T20:17:17.786355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2026-02-11T20:17:17.786704] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2026-02-11T20:17:17.787528] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2026-02-11T20:17:17.787600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:17.787634] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:17.787660] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:17.787717] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:17.846077] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:17.846916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:17.847003] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:17.847036] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:17.968433] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:17.968827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:17.968869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:17.968897] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:17.972725] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=55.32%)
[2026-02-11T20:17:17.973008] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2026-02-11T20:17:17.973143] [INFO ] [sig       ] BDJ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:18.117762] [INFO ] [LOCAL     ] Saved forecast: BDJ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BDJ.txt
[2026-02-11T20:17:18.117930] [INFO ] [sig       ] [369/3412] Completed BDJ in 0.3s | 2.77 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-11T20:17:18.117971] [INFO ] [sig       ] [370/3412] Forecasting BDN...
[2026-02-11T20:17:18.118001] [INFO ] [sig       ] Generating forecast for: BDN
[2026-02-11T20:17:18.118032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2026-02-11T20:17:18.129750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2026-02-11T20:17:18.130142] [INFO ] [FORECASTER] Starting predict_future for BDN
[2026-02-11T20:17:18.131016] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2026-02-11T20:17:18.131069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:18.131100] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:18.131138] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:18.131197] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:18.192015] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:18.193170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:18.193323] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:18.193362] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:18.316857] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:18.317022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:18.317063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:18.317092] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:18.320638] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2026-02-11T20:17:18.320914] [INFO ] [FORECASTER] Completed predict_future for BDN
[2026-02-11T20:17:18.321048] [INFO ] [sig       ] BDN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:18.463184] [INFO ] [LOCAL     ] Saved forecast: BDN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BDN.txt
[2026-02-11T20:17:18.463333] [INFO ] [sig       ] [370/3412] Completed BDN in 0.3s | 2.77 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-11T20:17:18.463375] [INFO ] [sig       ] [371/3412] Forecasting BDRX...
[2026-02-11T20:17:18.463404] [INFO ] [sig       ] Generating forecast for: BDRX
[2026-02-11T20:17:18.463436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2026-02-11T20:17:18.475490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2026-02-11T20:17:18.475816] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2026-02-11T20:17:18.476667] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2026-02-11T20:17:18.476720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:18.476753] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:18.476780] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:18.476839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:18.538798] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:18.539865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:18.539964] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:18.539999] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:18.662592] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:18.662753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:18.662793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:18.662822] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:18.666346] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=15.85%)
[2026-02-11T20:17:18.666662] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2026-02-11T20:17:18.666798] [INFO ] [sig       ] BDRX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:18.806927] [INFO ] [LOCAL     ] Saved forecast: BDRX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BDRX.txt
[2026-02-11T20:17:18.807069] [INFO ] [sig       ] [371/3412] Completed BDRX in 0.3s | 2.77 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-11T20:17:18.807109] [INFO ] [sig       ] [372/3412] Forecasting BDSX...
[2026-02-11T20:17:18.807138] [INFO ] [sig       ] Generating forecast for: BDSX
[2026-02-11T20:17:18.807168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2026-02-11T20:17:18.818457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2026-02-11T20:17:18.818864] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2026-02-11T20:17:18.819716] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2026-02-11T20:17:18.819768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:18.819800] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:18.819827] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:18.819884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:18.880041] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:18.880968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:18.881058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:18.881092] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:19.003181] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:19.003349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:19.003393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:19.003422] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:19.007105] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=86.90%)
[2026-02-11T20:17:19.007472] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2026-02-11T20:17:19.007678] [INFO ] [sig       ] BDSX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:19.160898] [INFO ] [LOCAL     ] Saved forecast: BDSX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BDSX.txt
[2026-02-11T20:17:19.161066] [INFO ] [sig       ] [372/3412] Completed BDSX in 0.4s | 2.77 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-11T20:17:19.161110] [INFO ] [sig       ] [373/3412] Forecasting BDTX...
[2026-02-11T20:17:19.161139] [INFO ] [sig       ] Generating forecast for: BDTX
[2026-02-11T20:17:19.161170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2026-02-11T20:17:19.174536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2026-02-11T20:17:19.174947] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2026-02-11T20:17:19.175911] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2026-02-11T20:17:19.175967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:19.176012] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:19.176055] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:19.176135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:19.241602] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:19.242498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:19.242626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:19.242673] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:19.382977] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:19.383157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:19.383201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:19.383231] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:19.387166] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=20.10%)
[2026-02-11T20:17:19.387649] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2026-02-11T20:17:19.387792] [INFO ] [sig       ] BDTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:19.547138] [INFO ] [LOCAL     ] Saved forecast: BDTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BDTX.txt
[2026-02-11T20:17:19.547349] [INFO ] [sig       ] [373/3412] Completed BDTX in 0.4s | 2.77 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-11T20:17:19.547403] [INFO ] [sig       ] [374/3412] Forecasting BDX...
[2026-02-11T20:17:19.547434] [INFO ] [sig       ] Generating forecast for: BDX
[2026-02-11T20:17:19.547714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2026-02-11T20:17:19.561242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2026-02-11T20:17:19.561881] [INFO ] [FORECASTER] Starting predict_future for BDX
[2026-02-11T20:17:19.562944] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2026-02-11T20:17:19.562999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:19.563033] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:19.563060] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:19.563118] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:19.630645] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:19.631692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:19.631818] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:19.631864] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:19.772479] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:19.772858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:19.772901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:19.772932] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:19.776735] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=26.61%)
[2026-02-11T20:17:19.777022] [INFO ] [FORECASTER] Completed predict_future for BDX
[2026-02-11T20:17:19.777192] [INFO ] [sig       ] BDX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:19.927698] [INFO ] [LOCAL     ] Saved forecast: BDX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BDX.txt
[2026-02-11T20:17:19.927892] [INFO ] [sig       ] [374/3412] Completed BDX in 0.4s | 2.77 sym/s | Total: 2.3m | ETA: 18.3m
[2026-02-11T20:17:19.927945] [INFO ] [sig       ] [375/3412] Forecasting BE...
[2026-02-11T20:17:19.927986] [INFO ] [sig       ] Generating forecast for: BE
[2026-02-11T20:17:19.928026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2026-02-11T20:17:19.944106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2026-02-11T20:17:19.944547] [INFO ] [FORECASTER] Starting predict_future for BE
[2026-02-11T20:17:19.945648] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2026-02-11T20:17:19.945712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:19.945755] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:19.945791] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:19.945875] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:20.011002] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:20.012126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:20.012218] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:20.012253] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:20.140950] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:20.141121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:20.141165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:20.141193] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:20.144799] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2026-02-11T20:17:20.145136] [INFO ] [FORECASTER] Completed predict_future for BE
[2026-02-11T20:17:20.145296] [INFO ] [sig       ] BE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:20.290419] [INFO ] [LOCAL     ] Saved forecast: BE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BE.txt
[2026-02-11T20:17:20.290585] [INFO ] [sig       ] [375/3412] Completed BE in 0.4s | 2.77 sym/s | Total: 2.3m | ETA: 18.3m
[2026-02-11T20:17:20.290628] [INFO ] [sig       ] [376/3412] Forecasting BEAM...
[2026-02-11T20:17:20.290657] [INFO ] [sig       ] Generating forecast for: BEAM
[2026-02-11T20:17:20.290687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2026-02-11T20:17:20.303480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2026-02-11T20:17:20.303895] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2026-02-11T20:17:20.304790] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2026-02-11T20:17:20.304846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:20.304883] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:20.304912] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:20.304972] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:20.366100] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:20.366985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:20.367075] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:20.367110] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:20.486499] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:20.486684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:20.486728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:20.486759] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:20.490344] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=47.69%)
[2026-02-11T20:17:20.490654] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2026-02-11T20:17:20.490792] [INFO ] [sig       ] BEAM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:20.630542] [INFO ] [LOCAL     ] Saved forecast: BEAM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BEAM.txt
[2026-02-11T20:17:20.630705] [INFO ] [sig       ] [376/3412] Completed BEAM in 0.3s | 2.77 sym/s | Total: 2.3m | ETA: 18.3m
[2026-02-11T20:17:20.630747] [INFO ] [sig       ] [377/3412] Forecasting BEEM...
[2026-02-11T20:17:20.630777] [INFO ] [sig       ] Generating forecast for: BEEM
[2026-02-11T20:17:20.630807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2026-02-11T20:17:20.642374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2026-02-11T20:17:20.642738] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2026-02-11T20:17:20.643542] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2026-02-11T20:17:20.643613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:20.643672] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:20.643701] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:20.643759] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:20.703669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:20.704498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:20.704599] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:20.704635] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:20.823984] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:20.824155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:20.824199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:20.824228] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:20.827759] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2026-02-11T20:17:20.828038] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2026-02-11T20:17:20.828169] [INFO ] [sig       ] BEEM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:20.979107] [INFO ] [LOCAL     ] Saved forecast: BEEM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BEEM.txt
[2026-02-11T20:17:20.979263] [INFO ] [sig       ] [377/3412] Completed BEEM in 0.3s | 2.77 sym/s | Total: 2.3m | ETA: 18.3m
[2026-02-11T20:17:20.979305] [INFO ] [sig       ] [378/3412] Forecasting BEEP...
[2026-02-11T20:17:20.979336] [INFO ] [sig       ] Generating forecast for: BEEP
[2026-02-11T20:17:20.979367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2026-02-11T20:17:20.990442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2026-02-11T20:17:20.990807] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2026-02-11T20:17:20.991653] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2026-02-11T20:17:20.991708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:20.991741] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:20.991769] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:20.991828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:21.064769] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:21.065973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:21.066077] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:21.066111] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:21.190513] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:21.190689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:21.190731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:21.190760] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:21.194913] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: UP (p=61.63%)
[2026-02-11T20:17:21.195190] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2026-02-11T20:17:21.195327] [INFO ] [sig       ] BEEP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:21.338388] [INFO ] [LOCAL     ] Saved forecast: BEEP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BEEP.txt
[2026-02-11T20:17:21.338537] [INFO ] [sig       ] [378/3412] Completed BEEP in 0.4s | 2.77 sym/s | Total: 2.3m | ETA: 18.3m
[2026-02-11T20:17:21.338594] [INFO ] [sig       ] [379/3412] Forecasting BEKE...
[2026-02-11T20:17:21.338626] [INFO ] [sig       ] Generating forecast for: BEKE
[2026-02-11T20:17:21.338657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2026-02-11T20:17:21.350863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2026-02-11T20:17:21.351222] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2026-02-11T20:17:21.352127] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2026-02-11T20:17:21.352180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:21.352213] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:21.352239] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:21.352307] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:21.412237] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:21.413061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:21.413146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:21.413178] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:21.536364] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:21.536584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:21.536629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:21.536658] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:21.540455] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=62.09%)
[2026-02-11T20:17:21.540981] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2026-02-11T20:17:21.541131] [INFO ] [sig       ] BEKE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:21.689925] [INFO ] [LOCAL     ] Saved forecast: BEKE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BEKE.txt
[2026-02-11T20:17:21.690078] [INFO ] [sig       ] [379/3412] Completed BEKE in 0.4s | 2.77 sym/s | Total: 2.3m | ETA: 18.3m
[2026-02-11T20:17:21.690120] [INFO ] [sig       ] [380/3412] Forecasting BELFA...
[2026-02-11T20:17:21.690153] [INFO ] [sig       ] Generating forecast for: BELFA
[2026-02-11T20:17:21.690220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2026-02-11T20:17:21.702712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2026-02-11T20:17:21.703100] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2026-02-11T20:17:21.703988] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2026-02-11T20:17:21.704043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:21.704077] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:21.704293] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:21.704359] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:21.769309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:21.770220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:21.770309] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:21.770344] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:21.881829] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:21.881982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:21.882024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:21.882087] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:21.885718] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2026-02-11T20:17:21.886010] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2026-02-11T20:17:21.886148] [INFO ] [sig       ] BELFA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:22.032857] [INFO ] [LOCAL     ] Saved forecast: BELFA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BELFA.txt
[2026-02-11T20:17:22.032985] [INFO ] [sig       ] [380/3412] Completed BELFA in 0.3s | 2.77 sym/s | Total: 2.3m | ETA: 18.3m
[2026-02-11T20:17:22.033024] [INFO ] [sig       ] [381/3412] Forecasting BELFB...
[2026-02-11T20:17:22.033053] [INFO ] [sig       ] Generating forecast for: BELFB
[2026-02-11T20:17:22.033084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2026-02-11T20:17:22.045897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2026-02-11T20:17:22.046180] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2026-02-11T20:17:22.047021] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2026-02-11T20:17:22.047074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:22.047107] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:22.047134] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:22.047192] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:22.104866] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:22.105480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:22.105561] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:22.105611] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:22.226247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:22.226393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:22.226433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:22.226462] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:22.230110] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=55.16%)
[2026-02-11T20:17:22.230428] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2026-02-11T20:17:22.230776] [INFO ] [sig       ] BELFB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:22.379988] [INFO ] [LOCAL     ] Saved forecast: BELFB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BELFB.txt
[2026-02-11T20:17:22.380109] [INFO ] [sig       ] [381/3412] Completed BELFB in 0.3s | 2.77 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-11T20:17:22.380147] [INFO ] [sig       ] [382/3412] Forecasting BEN...
[2026-02-11T20:17:22.380177] [INFO ] [sig       ] Generating forecast for: BEN
[2026-02-11T20:17:22.380207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2026-02-11T20:17:22.393709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2026-02-11T20:17:22.394028] [INFO ] [FORECASTER] Starting predict_future for BEN
[2026-02-11T20:17:22.395061] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2026-02-11T20:17:22.395114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:22.395148] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:22.395177] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:22.395237] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:22.458298] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:22.459192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:22.459281] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:22.459316] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:22.581367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:22.581736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:22.581778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:22.581807] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:22.585459] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=53.72%)
[2026-02-11T20:17:22.585756] [INFO ] [FORECASTER] Completed predict_future for BEN
[2026-02-11T20:17:22.585889] [INFO ] [sig       ] BEN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:22.735746] [INFO ] [LOCAL     ] Saved forecast: BEN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BEN.txt
[2026-02-11T20:17:22.735906] [INFO ] [sig       ] [382/3412] Completed BEN in 0.4s | 2.77 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-11T20:17:22.735947] [INFO ] [sig       ] [383/3412] Forecasting BEP...
[2026-02-11T20:17:22.735975] [INFO ] [sig       ] Generating forecast for: BEP
[2026-02-11T20:17:22.736006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2026-02-11T20:17:22.748867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2026-02-11T20:17:22.749286] [INFO ] [FORECASTER] Starting predict_future for BEP
[2026-02-11T20:17:22.750437] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2026-02-11T20:17:22.750515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:22.750559] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:22.750623] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:22.750699] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:22.816130] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:22.817200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:22.817293] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:22.817335] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:22.943605] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:22.943760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:22.943802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:22.943830] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:22.947272] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=57.80%)
[2026-02-11T20:17:22.947587] [INFO ] [FORECASTER] Completed predict_future for BEP
[2026-02-11T20:17:22.947723] [INFO ] [sig       ] BEP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:23.086952] [INFO ] [LOCAL     ] Saved forecast: BEP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BEP.txt
[2026-02-11T20:17:23.087086] [INFO ] [sig       ] [383/3412] Completed BEP in 0.4s | 2.77 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-11T20:17:23.087126] [INFO ] [sig       ] [384/3412] Forecasting BEPH...
[2026-02-11T20:17:23.087154] [INFO ] [sig       ] Generating forecast for: BEPH
[2026-02-11T20:17:23.087184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2026-02-11T20:17:23.099297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2026-02-11T20:17:23.099651] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2026-02-11T20:17:23.100451] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2026-02-11T20:17:23.100505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:23.100537] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:23.100565] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:23.100654] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:23.157589] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:23.158360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:23.158445] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:23.158478] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:23.278351] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:23.278508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:23.278756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:23.278788] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:23.282435] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=16.39%)
[2026-02-11T20:17:23.282747] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2026-02-11T20:17:23.282879] [INFO ] [sig       ] BEPH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:23.427413] [INFO ] [LOCAL     ] Saved forecast: BEPH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BEPH.txt
[2026-02-11T20:17:23.427623] [INFO ] [sig       ] [384/3412] Completed BEPH in 0.3s | 2.77 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-11T20:17:23.427667] [INFO ] [sig       ] [385/3412] Forecasting BEPI...
[2026-02-11T20:17:23.427696] [INFO ] [sig       ] Generating forecast for: BEPI
[2026-02-11T20:17:23.427726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2026-02-11T20:17:23.440035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2026-02-11T20:17:23.440385] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2026-02-11T20:17:23.441258] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2026-02-11T20:17:23.441312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:23.441345] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:23.441371] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:23.441428] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:23.502069] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:23.503044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:23.503140] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:23.503173] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:23.608940] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:23.609112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:23.609154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:23.609183] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:23.612766] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: DOWN (p=16.30%)
[2026-02-11T20:17:23.613094] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2026-02-11T20:17:23.613238] [INFO ] [sig       ] BEPI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:23.768660] [INFO ] [LOCAL     ] Saved forecast: BEPI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BEPI.txt
[2026-02-11T20:17:23.768828] [INFO ] [sig       ] [385/3412] Completed BEPI in 0.3s | 2.77 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-11T20:17:23.768869] [INFO ] [sig       ] [386/3412] Forecasting BFAM...
[2026-02-11T20:17:23.768898] [INFO ] [sig       ] Generating forecast for: BFAM
[2026-02-11T20:17:23.768927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2026-02-11T20:17:23.783199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2026-02-11T20:17:23.783758] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2026-02-11T20:17:23.784801] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2026-02-11T20:17:23.784853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:23.784886] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:23.784913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:23.784970] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:23.843974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:23.844908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:23.845001] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:23.845034] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:23.982538] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:23.982746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:23.982799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:23.982837] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:23.987313] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=87.54%)
[2026-02-11T20:17:23.987742] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2026-02-11T20:17:23.987898] [INFO ] [sig       ] BFAM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:24.141228] [INFO ] [LOCAL     ] Saved forecast: BFAM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BFAM.txt
[2026-02-11T20:17:24.141395] [INFO ] [sig       ] [386/3412] Completed BFAM in 0.4s | 2.77 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-11T20:17:24.141442] [INFO ] [sig       ] [387/3412] Forecasting BFC...
[2026-02-11T20:17:24.141473] [INFO ] [sig       ] Generating forecast for: BFC
[2026-02-11T20:17:24.141503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2026-02-11T20:17:24.154123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2026-02-11T20:17:24.154531] [INFO ] [FORECASTER] Starting predict_future for BFC
[2026-02-11T20:17:24.155433] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2026-02-11T20:17:24.155488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:24.155521] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:24.155551] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:24.155640] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:24.215682] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:24.216590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:24.216712] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:24.216748] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:24.340328] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:24.340506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:24.340551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:24.340605] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:24.344989] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: UP (p=59.64%)
[2026-02-11T20:17:24.345305] [INFO ] [FORECASTER] Completed predict_future for BFC
[2026-02-11T20:17:24.345456] [INFO ] [sig       ] BFC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:24.492113] [INFO ] [LOCAL     ] Saved forecast: BFC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BFC.txt
[2026-02-11T20:17:24.492296] [INFO ] [sig       ] [387/3412] Completed BFC in 0.4s | 2.77 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-11T20:17:24.492340] [INFO ] [sig       ] [388/3412] Forecasting BFH...
[2026-02-11T20:17:24.492370] [INFO ] [sig       ] Generating forecast for: BFH
[2026-02-11T20:17:24.492401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2026-02-11T20:17:24.505277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2026-02-11T20:17:24.505698] [INFO ] [FORECASTER] Starting predict_future for BFH
[2026-02-11T20:17:24.506547] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2026-02-11T20:17:24.506624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:24.506659] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:24.506685] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:24.506748] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:24.568819] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:24.569719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:24.569807] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:24.569842] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:24.708847] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:24.709015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:24.709058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:24.709088] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:24.712877] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=10.67%)
[2026-02-11T20:17:24.713188] [INFO ] [FORECASTER] Completed predict_future for BFH
[2026-02-11T20:17:24.713355] [INFO ] [sig       ] BFH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:24.865807] [INFO ] [LOCAL     ] Saved forecast: BFH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BFH.txt
[2026-02-11T20:17:24.865992] [INFO ] [sig       ] [388/3412] Completed BFH in 0.4s | 2.77 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-11T20:17:24.866035] [INFO ] [sig       ] [389/3412] Forecasting BFLY...
[2026-02-11T20:17:24.866065] [INFO ] [sig       ] Generating forecast for: BFLY
[2026-02-11T20:17:24.866095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2026-02-11T20:17:24.879500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2026-02-11T20:17:24.879889] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2026-02-11T20:17:24.880734] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2026-02-11T20:17:24.880799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:24.880835] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:24.880863] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:24.880923] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:24.942845] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:24.943963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:24.944054] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:24.944089] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:25.073689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:25.073851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:25.073894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:25.073924] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:25.077984] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2026-02-11T20:17:25.078270] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2026-02-11T20:17:25.078406] [INFO ] [sig       ] BFLY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:25.225091] [INFO ] [LOCAL     ] Saved forecast: BFLY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BFLY.txt
[2026-02-11T20:17:25.225225] [INFO ] [sig       ] [389/3412] Completed BFLY in 0.4s | 2.77 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-11T20:17:25.225266] [INFO ] [sig       ] [390/3412] Forecasting BFS...
[2026-02-11T20:17:25.225295] [INFO ] [sig       ] Generating forecast for: BFS
[2026-02-11T20:17:25.225325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2026-02-11T20:17:25.237273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2026-02-11T20:17:25.237602] [INFO ] [FORECASTER] Starting predict_future for BFS
[2026-02-11T20:17:25.238386] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2026-02-11T20:17:25.238449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:25.238489] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:25.238522] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:25.238613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:25.298520] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:25.299331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:25.299419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:25.299453] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:25.417933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:25.418105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:25.418168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:25.418200] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:25.421718] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2026-02-11T20:17:25.421996] [INFO ] [FORECASTER] Completed predict_future for BFS
[2026-02-11T20:17:25.422125] [INFO ] [sig       ] BFS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:25.564947] [INFO ] [LOCAL     ] Saved forecast: BFS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BFS.txt
[2026-02-11T20:17:25.565110] [INFO ] [sig       ] [390/3412] Completed BFS in 0.3s | 2.77 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-11T20:17:25.565151] [INFO ] [sig       ] [391/3412] Forecasting BG...
[2026-02-11T20:17:25.565181] [INFO ] [sig       ] Generating forecast for: BG
[2026-02-11T20:17:25.565212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2026-02-11T20:17:25.577138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2026-02-11T20:17:25.577478] [INFO ] [FORECASTER] Starting predict_future for BG
[2026-02-11T20:17:25.578318] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2026-02-11T20:17:25.578372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:25.578406] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:25.578435] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:25.578510] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:25.640705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:25.641602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:25.641709] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:25.641747] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:25.773039] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:25.773200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:25.773241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:25.773271] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:25.776782] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: UP (p=89.51%)
[2026-02-11T20:17:25.777085] [INFO ] [FORECASTER] Completed predict_future for BG
[2026-02-11T20:17:25.777223] [INFO ] [sig       ] BG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:25.947018] [INFO ] [LOCAL     ] Saved forecast: BG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BG.txt
[2026-02-11T20:17:25.947172] [INFO ] [sig       ] [391/3412] Completed BG in 0.4s | 2.77 sym/s | Total: 2.4m | ETA: 18.2m
[2026-02-11T20:17:25.947212] [INFO ] [sig       ] [392/3412] Forecasting BGB...
[2026-02-11T20:17:25.947243] [INFO ] [sig       ] Generating forecast for: BGB
[2026-02-11T20:17:25.947274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2026-02-11T20:17:25.961000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2026-02-11T20:17:25.961309] [INFO ] [FORECASTER] Starting predict_future for BGB
[2026-02-11T20:17:25.962162] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2026-02-11T20:17:25.962214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:25.962245] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:25.962272] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:25.962329] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:26.025028] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:26.025937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:26.026040] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:26.026074] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:26.165405] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:26.165593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:26.165636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:26.165666] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:26.169556] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2026-02-11T20:17:26.169851] [INFO ] [FORECASTER] Completed predict_future for BGB
[2026-02-11T20:17:26.169980] [INFO ] [sig       ] BGB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:26.382925] [INFO ] [LOCAL     ] Saved forecast: BGB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BGB.txt
[2026-02-11T20:17:26.383072] [INFO ] [sig       ] [392/3412] Completed BGB in 0.4s | 2.77 sym/s | Total: 2.4m | ETA: 18.2m
[2026-02-11T20:17:26.383114] [INFO ] [sig       ] [393/3412] Forecasting BGC...
[2026-02-11T20:17:26.383143] [INFO ] [sig       ] Generating forecast for: BGC
[2026-02-11T20:17:26.383173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2026-02-11T20:17:26.394803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2026-02-11T20:17:26.395085] [INFO ] [FORECASTER] Starting predict_future for BGC
[2026-02-11T20:17:26.395901] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2026-02-11T20:17:26.395953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:26.395984] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:26.396011] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:26.396068] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:26.453104] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:26.453875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:26.453965] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:26.453997] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:26.575289] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:26.575453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:26.575495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:26.575526] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:26.579090] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2026-02-11T20:17:26.579397] [INFO ] [FORECASTER] Completed predict_future for BGC
[2026-02-11T20:17:26.579541] [INFO ] [sig       ] BGC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:26.736956] [INFO ] [LOCAL     ] Saved forecast: BGC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BGC.txt
[2026-02-11T20:17:26.737126] [INFO ] [sig       ] [393/3412] Completed BGC in 0.4s | 2.77 sym/s | Total: 2.4m | ETA: 18.2m
[2026-02-11T20:17:26.737171] [INFO ] [sig       ] [394/3412] Forecasting BGH...
[2026-02-11T20:17:26.737203] [INFO ] [sig       ] Generating forecast for: BGH
[2026-02-11T20:17:26.737235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2026-02-11T20:17:26.749297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2026-02-11T20:17:26.749710] [INFO ] [FORECASTER] Starting predict_future for BGH
[2026-02-11T20:17:26.750520] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2026-02-11T20:17:26.750592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:26.750650] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:26.750690] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:26.750750] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:26.809548] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:26.810621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:26.810748] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:26.810781] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:26.933677] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:26.933842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:26.933882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:26.933917] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:26.938039] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=43.48%)
[2026-02-11T20:17:26.938424] [INFO ] [FORECASTER] Completed predict_future for BGH
[2026-02-11T20:17:26.938612] [INFO ] [sig       ] BGH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:27.082890] [INFO ] [LOCAL     ] Saved forecast: BGH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BGH.txt
[2026-02-11T20:17:27.083054] [INFO ] [sig       ] [394/3412] Completed BGH in 0.3s | 2.77 sym/s | Total: 2.4m | ETA: 18.2m
[2026-02-11T20:17:27.083098] [INFO ] [sig       ] [395/3412] Forecasting BGLC...
[2026-02-11T20:17:27.083127] [INFO ] [sig       ] Generating forecast for: BGLC
[2026-02-11T20:17:27.083157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2026-02-11T20:17:27.094556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2026-02-11T20:17:27.094866] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2026-02-11T20:17:27.095865] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2026-02-11T20:17:27.095917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:27.095949] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:27.095975] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:27.096032] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:27.155630] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:27.156767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:27.156853] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:27.156885] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:27.278531] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:27.278711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:27.278943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:27.278973] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:27.283163] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=37.89%)
[2026-02-11T20:17:27.283449] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2026-02-11T20:17:27.283792] [INFO ] [sig       ] BGLC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:27.427813] [INFO ] [LOCAL     ] Saved forecast: BGLC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BGLC.txt
[2026-02-11T20:17:27.427989] [INFO ] [sig       ] [395/3412] Completed BGLC in 0.3s | 2.77 sym/s | Total: 2.4m | ETA: 18.2m
[2026-02-11T20:17:27.428032] [INFO ] [sig       ] [396/3412] Forecasting BGRN...
[2026-02-11T20:17:27.428061] [INFO ] [sig       ] Generating forecast for: BGRN
[2026-02-11T20:17:27.428091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2026-02-11T20:17:27.439796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2026-02-11T20:17:27.440177] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2026-02-11T20:17:27.441038] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2026-02-11T20:17:27.441090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:27.441122] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:27.441148] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:27.441205] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:27.498369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:27.499316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:27.499409] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:27.499448] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:27.620690] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:27.620856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:27.620897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:27.620926] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:27.624491] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=73.78%)
[2026-02-11T20:17:27.624799] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2026-02-11T20:17:27.624933] [INFO ] [sig       ] BGRN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:27.769506] [INFO ] [LOCAL     ] Saved forecast: BGRN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BGRN.txt
[2026-02-11T20:17:27.769693] [INFO ] [sig       ] [396/3412] Completed BGRN in 0.3s | 2.77 sym/s | Total: 2.4m | ETA: 18.2m
[2026-02-11T20:17:27.769735] [INFO ] [sig       ] [397/3412] Forecasting BGS...
[2026-02-11T20:17:27.769768] [INFO ] [sig       ] Generating forecast for: BGS
[2026-02-11T20:17:27.769800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2026-02-11T20:17:27.781457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2026-02-11T20:17:27.781874] [INFO ] [FORECASTER] Starting predict_future for BGS
[2026-02-11T20:17:27.782722] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2026-02-11T20:17:27.782775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:27.782806] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:27.782832] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:27.782892] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:27.840748] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:27.841647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:27.841739] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:27.841771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:27.961865] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:27.962023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:27.962065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:27.962127] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:27.965599] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=56.34%)
[2026-02-11T20:17:27.965877] [INFO ] [FORECASTER] Completed predict_future for BGS
[2026-02-11T20:17:27.966007] [INFO ] [sig       ] BGS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:28.108988] [INFO ] [LOCAL     ] Saved forecast: BGS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BGS.txt
[2026-02-11T20:17:28.109158] [INFO ] [sig       ] [397/3412] Completed BGS in 0.3s | 2.77 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-11T20:17:28.109200] [INFO ] [sig       ] [398/3412] Forecasting BGSF...
[2026-02-11T20:17:28.109229] [INFO ] [sig       ] Generating forecast for: BGSF
[2026-02-11T20:17:28.109265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2026-02-11T20:17:28.120563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2026-02-11T20:17:28.120983] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2026-02-11T20:17:28.121839] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2026-02-11T20:17:28.121892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:28.121925] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:28.121952] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:28.122028] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:28.183997] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:28.184958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:28.185054] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:28.185089] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:28.306792] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:28.306966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:28.307010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:28.307234] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:28.311518] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2026-02-11T20:17:28.311841] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2026-02-11T20:17:28.311979] [INFO ] [sig       ] BGSF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:28.462239] [INFO ] [LOCAL     ] Saved forecast: BGSF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BGSF.txt
[2026-02-11T20:17:28.462400] [INFO ] [sig       ] [398/3412] Completed BGSF in 0.4s | 2.77 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-11T20:17:28.462443] [INFO ] [sig       ] [399/3412] Forecasting BGX...
[2026-02-11T20:17:28.462474] [INFO ] [sig       ] Generating forecast for: BGX
[2026-02-11T20:17:28.462507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2026-02-11T20:17:28.475409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2026-02-11T20:17:28.475796] [INFO ] [FORECASTER] Starting predict_future for BGX
[2026-02-11T20:17:28.476662] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2026-02-11T20:17:28.476887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:28.476920] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:28.476947] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:28.477005] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:28.538250] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:28.539135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:28.539224] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:28.539259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:28.661646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:28.661804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:28.661848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:28.661880] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:28.665398] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2026-02-11T20:17:28.665756] [INFO ] [FORECASTER] Completed predict_future for BGX
[2026-02-11T20:17:28.665896] [INFO ] [sig       ] BGX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:28.822903] [INFO ] [LOCAL     ] Saved forecast: BGX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BGX.txt
[2026-02-11T20:17:28.823097] [INFO ] [sig       ] [399/3412] Completed BGX in 0.4s | 2.77 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-11T20:17:28.823151] [INFO ] [sig       ] [400/3412] Forecasting BGY...
[2026-02-11T20:17:28.823213] [INFO ] [sig       ] Generating forecast for: BGY
[2026-02-11T20:17:28.823254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2026-02-11T20:17:28.835387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2026-02-11T20:17:28.835831] [INFO ] [FORECASTER] Starting predict_future for BGY
[2026-02-11T20:17:28.836819] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2026-02-11T20:17:28.836879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:28.836912] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:28.836939] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:28.836998] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:28.894939] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:28.895851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:28.895947] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:28.895981] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:29.021213] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:29.021372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:29.021414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:29.021443] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:29.025045] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=35.44%)
[2026-02-11T20:17:29.025326] [INFO ] [FORECASTER] Completed predict_future for BGY
[2026-02-11T20:17:29.025458] [INFO ] [sig       ] BGY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:29.179661] [INFO ] [LOCAL     ] Saved forecast: BGY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BGY.txt
[2026-02-11T20:17:29.179815] [INFO ] [sig       ] [400/3412] Completed BGY in 0.4s | 2.77 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-11T20:17:29.179853] [INFO ] [sig       ] [401/3412] Forecasting BHC...
[2026-02-11T20:17:29.179884] [INFO ] [sig       ] Generating forecast for: BHC
[2026-02-11T20:17:29.179914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2026-02-11T20:17:29.193132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2026-02-11T20:17:29.193467] [INFO ] [FORECASTER] Starting predict_future for BHC
[2026-02-11T20:17:29.194524] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2026-02-11T20:17:29.194619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:29.194665] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:29.194695] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:29.194943] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:29.256338] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:29.257235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:29.257325] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:29.257357] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:29.390331] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:29.390504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:29.390555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:29.390618] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:29.394712] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=7.37%)
[2026-02-11T20:17:29.395000] [INFO ] [FORECASTER] Completed predict_future for BHC
[2026-02-11T20:17:29.395142] [INFO ] [sig       ] BHC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:29.571871] [INFO ] [LOCAL     ] Saved forecast: BHC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BHC.txt
[2026-02-11T20:17:29.572029] [INFO ] [sig       ] [401/3412] Completed BHC in 0.4s | 2.77 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-11T20:17:29.572071] [INFO ] [sig       ] [402/3412] Forecasting BHE...
[2026-02-11T20:17:29.572101] [INFO ] [sig       ] Generating forecast for: BHE
[2026-02-11T20:17:29.572132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2026-02-11T20:17:29.583409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2026-02-11T20:17:29.583741] [INFO ] [FORECASTER] Starting predict_future for BHE
[2026-02-11T20:17:29.584536] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2026-02-11T20:17:29.584608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:29.584642] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:29.584849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:29.584906] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:29.644036] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:29.644946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:29.645032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:29.645065] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:29.775656] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:29.775835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:29.775878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:29.775907] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:29.779635] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=23.94%)
[2026-02-11T20:17:29.779945] [INFO ] [FORECASTER] Completed predict_future for BHE
[2026-02-11T20:17:29.780086] [INFO ] [sig       ] BHE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:29.955234] [INFO ] [LOCAL     ] Saved forecast: BHE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BHE.txt
[2026-02-11T20:17:29.955394] [INFO ] [sig       ] [402/3412] Completed BHE in 0.4s | 2.77 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-11T20:17:29.955435] [INFO ] [sig       ] [403/3412] Forecasting BHF...
[2026-02-11T20:17:29.955465] [INFO ] [sig       ] Generating forecast for: BHF
[2026-02-11T20:17:29.955496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2026-02-11T20:17:29.967303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2026-02-11T20:17:29.967756] [INFO ] [FORECASTER] Starting predict_future for BHF
[2026-02-11T20:17:29.968722] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2026-02-11T20:17:29.968786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:29.968819] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:29.968846] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:29.968903] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:30.030134] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:30.031072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:30.031164] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:30.031199] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:30.155838] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:30.156015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:30.156056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:30.156085] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:30.159729] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=23.42%)
[2026-02-11T20:17:30.160017] [INFO ] [FORECASTER] Completed predict_future for BHF
[2026-02-11T20:17:30.160151] [INFO ] [sig       ] BHF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:30.310028] [INFO ] [LOCAL     ] Saved forecast: BHF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BHF.txt
[2026-02-11T20:17:30.310172] [INFO ] [sig       ] [403/3412] Completed BHF in 0.4s | 2.77 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-11T20:17:30.310213] [INFO ] [sig       ] [404/3412] Forecasting BHFAL...
[2026-02-11T20:17:30.310242] [INFO ] [sig       ] Generating forecast for: BHFAL
[2026-02-11T20:17:30.310272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2026-02-11T20:17:30.323382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2026-02-11T20:17:30.323726] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2026-02-11T20:17:30.324554] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2026-02-11T20:17:30.324646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:30.324690] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:30.324720] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:30.324781] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:30.382951] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:30.383930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:30.384069] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:30.384110] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:30.512790] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:30.512972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:30.513031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:30.513062] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:30.517558] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=43.58%)
[2026-02-11T20:17:30.518006] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2026-02-11T20:17:30.518189] [INFO ] [sig       ] BHFAL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:30.684025] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BHFAL.txt
[2026-02-11T20:17:30.684200] [INFO ] [sig       ] [404/3412] Completed BHFAL in 0.4s | 2.77 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-11T20:17:30.684250] [INFO ] [sig       ] [405/3412] Forecasting BHFAM...
[2026-02-11T20:17:30.684281] [INFO ] [sig       ] Generating forecast for: BHFAM
[2026-02-11T20:17:30.684321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2026-02-11T20:17:30.697171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2026-02-11T20:17:30.697518] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2026-02-11T20:17:30.698506] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2026-02-11T20:17:30.698612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:30.698664] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:30.698696] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:30.698764] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:30.758686] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:30.759737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:30.759860] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:30.759897] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:30.883197] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:30.883354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:30.883399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:30.883429] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:30.887560] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2026-02-11T20:17:30.887864] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2026-02-11T20:17:30.887996] [INFO ] [sig       ] BHFAM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:31.046330] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BHFAM.txt
[2026-02-11T20:17:31.046513] [INFO ] [sig       ] [405/3412] Completed BHFAM in 0.4s | 2.77 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-11T20:17:31.046559] [INFO ] [sig       ] [406/3412] Forecasting BHFAN...
[2026-02-11T20:17:31.046613] [INFO ] [sig       ] Generating forecast for: BHFAN
[2026-02-11T20:17:31.046647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2026-02-11T20:17:31.059247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2026-02-11T20:17:31.059664] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2026-02-11T20:17:31.060590] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2026-02-11T20:17:31.060659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:31.060700] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:31.060737] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:31.060834] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:31.121260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:31.122199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:31.122299] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:31.122337] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:31.251311] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:31.251474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:31.251517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:31.251547] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:31.255141] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=67.38%)
[2026-02-11T20:17:31.255445] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2026-02-11T20:17:31.255603] [INFO ] [sig       ] BHFAN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:31.411303] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BHFAN.txt
[2026-02-11T20:17:31.411465] [INFO ] [sig       ] [406/3412] Completed BHFAN in 0.4s | 2.77 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-11T20:17:31.411507] [INFO ] [sig       ] [407/3412] Forecasting BHFAO...
[2026-02-11T20:17:31.411536] [INFO ] [sig       ] Generating forecast for: BHFAO
[2026-02-11T20:17:31.411567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2026-02-11T20:17:31.425799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2026-02-11T20:17:31.426219] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2026-02-11T20:17:31.427185] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2026-02-11T20:17:31.427264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:31.427302] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:31.427330] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:31.427419] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:31.492589] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:31.493538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:31.493692] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:31.493740] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:31.615738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:31.615910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:31.615960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:31.615995] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:31.619705] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=65.09%)
[2026-02-11T20:17:31.620025] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2026-02-11T20:17:31.620162] [INFO ] [sig       ] BHFAO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:31.763476] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BHFAO.txt
[2026-02-11T20:17:31.763719] [INFO ] [sig       ] [407/3412] Completed BHFAO in 0.4s | 2.77 sym/s | Total: 2.5m | ETA: 18.1m
[2026-02-11T20:17:31.763777] [INFO ] [sig       ] [408/3412] Forecasting BHFAP...
[2026-02-11T20:17:31.763814] [INFO ] [sig       ] Generating forecast for: BHFAP
[2026-02-11T20:17:31.763853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2026-02-11T20:17:31.776069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2026-02-11T20:17:31.776465] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2026-02-11T20:17:31.777334] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2026-02-11T20:17:31.777390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:31.777423] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:31.777482] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:31.777543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:31.837342] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:31.838445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:31.838534] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:31.838568] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:31.968760] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:31.969132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:31.969197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:31.969231] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:31.973632] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2026-02-11T20:17:31.973939] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2026-02-11T20:17:31.974127] [INFO ] [sig       ] BHFAP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:32.126451] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BHFAP.txt
[2026-02-11T20:17:32.126666] [INFO ] [sig       ] [408/3412] Completed BHFAP in 0.4s | 2.77 sym/s | Total: 2.5m | ETA: 18.1m
[2026-02-11T20:17:32.126712] [INFO ] [sig       ] [409/3412] Forecasting BHK...
[2026-02-11T20:17:32.126745] [INFO ] [sig       ] Generating forecast for: BHK
[2026-02-11T20:17:32.126786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2026-02-11T20:17:32.139315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2026-02-11T20:17:32.139670] [INFO ] [FORECASTER] Starting predict_future for BHK
[2026-02-11T20:17:32.140526] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2026-02-11T20:17:32.140599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:32.140635] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:32.140663] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:32.140721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:32.204208] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:32.205056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:32.205167] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:32.205204] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:32.331653] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:32.331811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:32.331853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:32.331882] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:32.335547] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=67.18%)
[2026-02-11T20:17:32.335883] [INFO ] [FORECASTER] Completed predict_future for BHK
[2026-02-11T20:17:32.336019] [INFO ] [sig       ] BHK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:32.483278] [INFO ] [LOCAL     ] Saved forecast: BHK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BHK.txt
[2026-02-11T20:17:32.483451] [INFO ] [sig       ] [409/3412] Completed BHK in 0.4s | 2.77 sym/s | Total: 2.5m | ETA: 18.1m
[2026-02-11T20:17:32.483495] [INFO ] [sig       ] [410/3412] Forecasting BHP...
[2026-02-11T20:17:32.483524] [INFO ] [sig       ] Generating forecast for: BHP
[2026-02-11T20:17:32.483556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2026-02-11T20:17:32.496091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2026-02-11T20:17:32.496471] [INFO ] [FORECASTER] Starting predict_future for BHP
[2026-02-11T20:17:32.497311] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2026-02-11T20:17:32.497365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:32.497398] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:32.497425] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:32.497514] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:32.556162] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:32.557072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:32.557160] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:32.557196] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:32.686640] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:32.686812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:32.686857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:32.686887] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:32.690914] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=47.87%)
[2026-02-11T20:17:32.691311] [INFO ] [FORECASTER] Completed predict_future for BHP
[2026-02-11T20:17:32.691467] [INFO ] [sig       ] BHP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:32.851724] [INFO ] [LOCAL     ] Saved forecast: BHP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BHP.txt
[2026-02-11T20:17:32.851889] [INFO ] [sig       ] [410/3412] Completed BHP in 0.4s | 2.77 sym/s | Total: 2.5m | ETA: 18.1m
[2026-02-11T20:17:32.851933] [INFO ] [sig       ] [411/3412] Forecasting BHRB...
[2026-02-11T20:17:32.851964] [INFO ] [sig       ] Generating forecast for: BHRB
[2026-02-11T20:17:32.851996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2026-02-11T20:17:32.863455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2026-02-11T20:17:32.863802] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2026-02-11T20:17:32.864666] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2026-02-11T20:17:32.864758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:32.864794] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:32.864824] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:32.864883] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:32.925135] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:32.925978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:32.926069] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:32.926110] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:33.047019] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:33.047188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:33.047231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:33.047261] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:33.050943] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=23.44%)
[2026-02-11T20:17:33.051269] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2026-02-11T20:17:33.051409] [INFO ] [sig       ] BHRB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:33.202792] [INFO ] [LOCAL     ] Saved forecast: BHRB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BHRB.txt
[2026-02-11T20:17:33.202939] [INFO ] [sig       ] [411/3412] Completed BHRB in 0.4s | 2.77 sym/s | Total: 2.5m | ETA: 18.1m
[2026-02-11T20:17:33.202980] [INFO ] [sig       ] [412/3412] Forecasting BHVN...
[2026-02-11T20:17:33.203010] [INFO ] [sig       ] Generating forecast for: BHVN
[2026-02-11T20:17:33.203040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2026-02-11T20:17:33.215322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2026-02-11T20:17:33.215642] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2026-02-11T20:17:33.216429] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2026-02-11T20:17:33.216481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:33.216513] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:33.216540] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:33.216615] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:33.276509] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:33.277515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:33.277618] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:33.277653] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:33.404747] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:33.404906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:33.404949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:33.404980] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:33.408696] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2026-02-11T20:17:33.409013] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2026-02-11T20:17:33.409151] [INFO ] [sig       ] BHVN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:33.553105] [INFO ] [LOCAL     ] Saved forecast: BHVN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BHVN.txt
[2026-02-11T20:17:33.553237] [INFO ] [sig       ] [412/3412] Completed BHVN in 0.4s | 2.77 sym/s | Total: 2.5m | ETA: 18.1m
[2026-02-11T20:17:33.553277] [INFO ] [sig       ] [413/3412] Forecasting BIB...
[2026-02-11T20:17:33.553307] [INFO ] [sig       ] Generating forecast for: BIB
[2026-02-11T20:17:33.553337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2026-02-11T20:17:33.564258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2026-02-11T20:17:33.564516] [INFO ] [FORECASTER] Starting predict_future for BIB
[2026-02-11T20:17:33.565387] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2026-02-11T20:17:33.565443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:33.565477] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:33.565505] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:33.565564] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:33.626919] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:33.627649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:33.627733] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:33.627765] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:33.733229] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:33.733375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:33.733414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:33.733443] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:33.737059] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2026-02-11T20:17:33.737334] [INFO ] [FORECASTER] Completed predict_future for BIB
[2026-02-11T20:17:33.737491] [INFO ] [sig       ] BIB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:33.880611] [INFO ] [LOCAL     ] Saved forecast: BIB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BIB.txt
[2026-02-11T20:17:33.880766] [INFO ] [sig       ] [413/3412] Completed BIB in 0.3s | 2.77 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-11T20:17:33.880807] [INFO ] [sig       ] [414/3412] Forecasting BIIB...
[2026-02-11T20:17:33.880837] [INFO ] [sig       ] Generating forecast for: BIIB
[2026-02-11T20:17:33.880867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2026-02-11T20:17:33.893646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2026-02-11T20:17:33.894070] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2026-02-11T20:17:33.894992] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2026-02-11T20:17:33.895047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:33.895081] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:33.895110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:33.895181] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:33.960308] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:33.961289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:33.961374] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:33.961407] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:34.092147] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:34.092317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:34.092412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:34.092443] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:34.096506] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2026-02-11T20:17:34.096957] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2026-02-11T20:17:34.097089] [INFO ] [sig       ] BIIB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:34.242594] [INFO ] [LOCAL     ] Saved forecast: BIIB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BIIB.txt
[2026-02-11T20:17:34.242732] [INFO ] [sig       ] [414/3412] Completed BIIB in 0.4s | 2.77 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-11T20:17:34.242772] [INFO ] [sig       ] [415/3412] Forecasting BILI...
[2026-02-11T20:17:34.242801] [INFO ] [sig       ] Generating forecast for: BILI
[2026-02-11T20:17:34.242831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2026-02-11T20:17:34.254970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2026-02-11T20:17:34.255231] [INFO ] [FORECASTER] Starting predict_future for BILI
[2026-02-11T20:17:34.256057] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2026-02-11T20:17:34.256108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:34.256140] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:34.256167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:34.256225] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:34.317001] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:34.318006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:34.318092] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:34.318127] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:34.443971] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:34.444129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:34.444171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:34.444200] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:34.448062] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=42.94%)
[2026-02-11T20:17:34.448344] [INFO ] [FORECASTER] Completed predict_future for BILI
[2026-02-11T20:17:34.448473] [INFO ] [sig       ] BILI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:34.593388] [INFO ] [LOCAL     ] Saved forecast: BILI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BILI.txt
[2026-02-11T20:17:34.593526] [INFO ] [sig       ] [415/3412] Completed BILI in 0.4s | 2.77 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-11T20:17:34.593596] [INFO ] [sig       ] [416/3412] Forecasting BILL...
[2026-02-11T20:17:34.593635] [INFO ] [sig       ] Generating forecast for: BILL
[2026-02-11T20:17:34.593666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2026-02-11T20:17:34.606734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2026-02-11T20:17:34.607214] [INFO ] [FORECASTER] Starting predict_future for BILL
[2026-02-11T20:17:34.608101] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2026-02-11T20:17:34.608155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:34.608186] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:34.608213] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:34.608269] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:34.670026] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:34.671175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:34.671274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:34.671308] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:34.796449] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:34.796631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:34.796675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:34.796704] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:34.800113] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=27.34%)
[2026-02-11T20:17:34.800398] [INFO ] [FORECASTER] Completed predict_future for BILL
[2026-02-11T20:17:34.800529] [INFO ] [sig       ] BILL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:34.945917] [INFO ] [LOCAL     ] Saved forecast: BILL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BILL.txt
[2026-02-11T20:17:34.946269] [INFO ] [sig       ] [416/3412] Completed BILL in 0.4s | 2.77 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-11T20:17:34.946310] [INFO ] [sig       ] [417/3412] Forecasting BIO...
[2026-02-11T20:17:34.946342] [INFO ] [sig       ] Generating forecast for: BIO
[2026-02-11T20:17:34.946373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2026-02-11T20:17:34.959264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2026-02-11T20:17:34.959642] [INFO ] [FORECASTER] Starting predict_future for BIO
[2026-02-11T20:17:34.960450] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2026-02-11T20:17:34.960503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:34.960534] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:34.960561] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:34.960645] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:35.019216] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:35.020209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:35.020306] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:35.020338] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:35.149401] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:35.149591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:35.149635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:35.149663] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:35.153628] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2026-02-11T20:17:35.153924] [INFO ] [FORECASTER] Completed predict_future for BIO
[2026-02-11T20:17:35.154082] [INFO ] [sig       ] BIO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:35.304358] [INFO ] [LOCAL     ] Saved forecast: BIO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BIO.txt
[2026-02-11T20:17:35.304517] [INFO ] [sig       ] [417/3412] Completed BIO in 0.4s | 2.77 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-11T20:17:35.304559] [INFO ] [sig       ] [418/3412] Forecasting BIP...
[2026-02-11T20:17:35.304610] [INFO ] [sig       ] Generating forecast for: BIP
[2026-02-11T20:17:35.304671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2026-02-11T20:17:35.316943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2026-02-11T20:17:35.317325] [INFO ] [FORECASTER] Starting predict_future for BIP
[2026-02-11T20:17:35.318249] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2026-02-11T20:17:35.318304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:35.318350] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:35.318380] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:35.318440] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:35.377107] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:35.378043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:35.378133] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:35.378165] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:35.506873] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:35.507035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:35.507078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:35.507120] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:35.510785] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=88.22%)
[2026-02-11T20:17:35.511078] [INFO ] [FORECASTER] Completed predict_future for BIP
[2026-02-11T20:17:35.511210] [INFO ] [sig       ] BIP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:35.669288] [INFO ] [LOCAL     ] Saved forecast: BIP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BIP.txt
[2026-02-11T20:17:35.669458] [INFO ] [sig       ] [418/3412] Completed BIP in 0.4s | 2.77 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-11T20:17:35.669499] [INFO ] [sig       ] [419/3412] Forecasting BIPH...
[2026-02-11T20:17:35.669529] [INFO ] [sig       ] Generating forecast for: BIPH
[2026-02-11T20:17:35.669560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2026-02-11T20:17:35.681404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2026-02-11T20:17:35.681816] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2026-02-11T20:17:35.682680] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2026-02-11T20:17:35.682734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:35.682767] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:35.682795] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:35.682854] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:35.743216] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:35.744256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:35.744352] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:35.744387] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:35.865249] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:35.865426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:35.865470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:35.865499] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:35.869417] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=5.90%)
[2026-02-11T20:17:35.869857] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2026-02-11T20:17:35.870035] [INFO ] [sig       ] BIPH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:36.095457] [INFO ] [LOCAL     ] Saved forecast: BIPH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BIPH.txt
[2026-02-11T20:17:36.095689] [INFO ] [sig       ] [419/3412] Completed BIPH in 0.4s | 2.77 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-11T20:17:36.095751] [INFO ] [sig       ] [420/3412] Forecasting BIPI...
[2026-02-11T20:17:36.095785] [INFO ] [sig       ] Generating forecast for: BIPI
[2026-02-11T20:17:36.095818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2026-02-11T20:17:36.117035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2026-02-11T20:17:36.117646] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2026-02-11T20:17:36.118889] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2026-02-11T20:17:36.118957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:36.118998] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:36.119033] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:36.119115] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:36.204415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:36.205610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:36.205724] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:36.205766] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:36.359855] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:36.360058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:36.360120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:36.360183] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:36.365280] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2026-02-11T20:17:36.365722] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2026-02-11T20:17:36.365909] [INFO ] [sig       ] BIPI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:36.590540] [INFO ] [LOCAL     ] Saved forecast: BIPI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BIPI.txt
[2026-02-11T20:17:36.590783] [INFO ] [sig       ] [420/3412] Completed BIPI in 0.5s | 2.77 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-11T20:17:36.590831] [INFO ] [sig       ] [421/3412] Forecasting BIRD...
[2026-02-11T20:17:36.590867] [INFO ] [sig       ] Generating forecast for: BIRD
[2026-02-11T20:17:36.590903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2026-02-11T20:17:36.621781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2026-02-11T20:17:36.622660] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2026-02-11T20:17:36.623981] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2026-02-11T20:17:36.624045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:36.624085] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:36.624119] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:36.624203] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:36.705179] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:36.706825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:36.707004] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:36.707046] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:36.885427] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:36.885723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:36.885785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:36.885873] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:36.891389] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2026-02-11T20:17:36.892016] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2026-02-11T20:17:36.892249] [INFO ] [sig       ] BIRD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:37.104623] [INFO ] [LOCAL     ] Saved forecast: BIRD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BIRD.txt
[2026-02-11T20:17:37.104946] [INFO ] [sig       ] [421/3412] Completed BIRD in 0.5s | 2.76 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-11T20:17:37.105011] [INFO ] [sig       ] [422/3412] Forecasting BIRK...
[2026-02-11T20:17:37.105054] [INFO ] [sig       ] Generating forecast for: BIRK
[2026-02-11T20:17:37.105108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2026-02-11T20:17:37.123951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2026-02-11T20:17:37.124789] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2026-02-11T20:17:37.126315] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2026-02-11T20:17:37.126416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:37.126456] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:37.126491] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:37.126599] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:37.208224] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:37.209763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:37.209936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:37.209984] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:37.356140] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:37.356381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:37.356485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:37.356524] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:37.360840] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=73.11%)
[2026-02-11T20:17:37.361239] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2026-02-11T20:17:37.361416] [INFO ] [sig       ] BIRK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:37.527965] [INFO ] [LOCAL     ] Saved forecast: BIRK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BIRK.txt
[2026-02-11T20:17:37.528189] [INFO ] [sig       ] [422/3412] Completed BIRK in 0.4s | 2.76 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-11T20:17:37.528234] [INFO ] [sig       ] [423/3412] Forecasting BITF...
[2026-02-11T20:17:37.528265] [INFO ] [sig       ] Generating forecast for: BITF
[2026-02-11T20:17:37.528308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2026-02-11T20:17:37.542531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2026-02-11T20:17:37.543010] [INFO ] [FORECASTER] Starting predict_future for BITF
[2026-02-11T20:17:37.543890] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2026-02-11T20:17:37.543944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:37.543977] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:37.544003] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:37.544060] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:37.606179] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:37.607233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:37.607340] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:37.607376] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:37.732346] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:37.732525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:37.732587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:37.732622] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:37.737097] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2026-02-11T20:17:37.737653] [INFO ] [FORECASTER] Completed predict_future for BITF
[2026-02-11T20:17:37.737833] [INFO ] [sig       ] BITF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:37.885199] [INFO ] [LOCAL     ] Saved forecast: BITF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BITF.txt
[2026-02-11T20:17:37.885364] [INFO ] [sig       ] [423/3412] Completed BITF in 0.4s | 2.76 sym/s | Total: 2.6m | ETA: 18.0m
[2026-02-11T20:17:37.885405] [INFO ] [sig       ] [424/3412] Forecasting BIVI...
[2026-02-11T20:17:37.885435] [INFO ] [sig       ] Generating forecast for: BIVI
[2026-02-11T20:17:37.885465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2026-02-11T20:17:37.898123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2026-02-11T20:17:37.898447] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2026-02-11T20:17:37.899331] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2026-02-11T20:17:37.899386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:37.899420] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:37.899448] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:37.899508] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:37.959665] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:37.960497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:37.960602] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:37.960641] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:38.085821] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:38.085983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:38.086026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:38.086056] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:38.089724] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2026-02-11T20:17:38.090041] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2026-02-11T20:17:38.090252] [INFO ] [sig       ] BIVI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:38.233779] [INFO ] [LOCAL     ] Saved forecast: BIVI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BIVI.txt
[2026-02-11T20:17:38.233953] [INFO ] [sig       ] [424/3412] Completed BIVI in 0.3s | 2.76 sym/s | Total: 2.6m | ETA: 18.0m
[2026-02-11T20:17:38.234002] [INFO ] [sig       ] [425/3412] Forecasting BJ...
[2026-02-11T20:17:38.234034] [INFO ] [sig       ] Generating forecast for: BJ
[2026-02-11T20:17:38.234067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2026-02-11T20:17:38.245361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2026-02-11T20:17:38.245716] [INFO ] [FORECASTER] Starting predict_future for BJ
[2026-02-11T20:17:38.246643] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2026-02-11T20:17:38.246699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:38.246732] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:38.246758] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:38.246817] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:38.306145] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:38.307101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:38.307198] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:38.307234] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:38.437338] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:38.437527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:38.437571] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:38.437637] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:38.441214] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=72.18%)
[2026-02-11T20:17:38.441507] [INFO ] [FORECASTER] Completed predict_future for BJ
[2026-02-11T20:17:38.441664] [INFO ] [sig       ] BJ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:38.585209] [INFO ] [LOCAL     ] Saved forecast: BJ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BJ.txt
[2026-02-11T20:17:38.585383] [INFO ] [sig       ] [425/3412] Completed BJ in 0.4s | 2.76 sym/s | Total: 2.6m | ETA: 18.0m
[2026-02-11T20:17:38.585426] [INFO ] [sig       ] [426/3412] Forecasting BJRI...
[2026-02-11T20:17:38.585455] [INFO ] [sig       ] Generating forecast for: BJRI
[2026-02-11T20:17:38.585487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2026-02-11T20:17:38.597344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2026-02-11T20:17:38.597823] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2026-02-11T20:17:38.598747] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2026-02-11T20:17:38.598821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:38.598859] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:38.598887] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:38.598946] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:38.657868] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:38.658804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:38.658907] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:38.658940] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:38.782782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:38.782950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:38.782993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:38.783023] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:38.786709] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=15.57%)
[2026-02-11T20:17:38.787044] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2026-02-11T20:17:38.787191] [INFO ] [sig       ] BJRI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:38.939036] [INFO ] [LOCAL     ] Saved forecast: BJRI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BJRI.txt
[2026-02-11T20:17:38.939195] [INFO ] [sig       ] [426/3412] Completed BJRI in 0.4s | 2.76 sym/s | Total: 2.6m | ETA: 18.0m
[2026-02-11T20:17:38.939235] [INFO ] [sig       ] [427/3412] Forecasting BK...
[2026-02-11T20:17:38.939266] [INFO ] [sig       ] Generating forecast for: BK
[2026-02-11T20:17:38.939296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2026-02-11T20:17:38.951404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2026-02-11T20:17:38.951863] [INFO ] [FORECASTER] Starting predict_future for BK
[2026-02-11T20:17:38.952814] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2026-02-11T20:17:38.952880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:38.952913] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:38.952939] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:38.952999] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:39.011773] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:39.012733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:39.012822] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:39.012874] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:39.138396] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:39.138567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:39.138631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:39.138662] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:39.142349] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=8.26%)
[2026-02-11T20:17:39.142740] [INFO ] [FORECASTER] Completed predict_future for BK
[2026-02-11T20:17:39.142896] [INFO ] [sig       ] BK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:39.296230] [INFO ] [LOCAL     ] Saved forecast: BK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BK.txt
[2026-02-11T20:17:39.296378] [INFO ] [sig       ] [427/3412] Completed BK in 0.4s | 2.76 sym/s | Total: 2.6m | ETA: 18.0m
[2026-02-11T20:17:39.296416] [INFO ] [sig       ] [428/3412] Forecasting BKCH...
[2026-02-11T20:17:39.296446] [INFO ] [sig       ] Generating forecast for: BKCH
[2026-02-11T20:17:39.296477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2026-02-11T20:17:39.307863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2026-02-11T20:17:39.308237] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2026-02-11T20:17:39.309202] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2026-02-11T20:17:39.309257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:39.309291] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:39.309320] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:39.309379] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:39.368856] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:39.369624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:39.369715] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:39.369756] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:39.488480] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:39.488656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:39.488700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:39.488731] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:39.492224] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=88.67%)
[2026-02-11T20:17:39.492505] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2026-02-11T20:17:39.492658] [INFO ] [sig       ] BKCH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:39.634933] [INFO ] [LOCAL     ] Saved forecast: BKCH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BKCH.txt
[2026-02-11T20:17:39.635090] [INFO ] [sig       ] [428/3412] Completed BKCH in 0.3s | 2.76 sym/s | Total: 2.6m | ETA: 18.0m
[2026-02-11T20:17:39.635141] [INFO ] [sig       ] [429/3412] Forecasting BKD...
[2026-02-11T20:17:39.635171] [INFO ] [sig       ] Generating forecast for: BKD
[2026-02-11T20:17:39.635202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2026-02-11T20:17:39.647028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2026-02-11T20:17:39.647328] [INFO ] [FORECASTER] Starting predict_future for BKD
[2026-02-11T20:17:39.648381] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2026-02-11T20:17:39.648437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:39.648470] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:39.648508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:39.648568] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:39.705794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:39.706638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:39.706725] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:39.706759] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:39.829038] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:39.829190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:39.829231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:39.829260] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:39.832951] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2026-02-11T20:17:39.833225] [INFO ] [FORECASTER] Completed predict_future for BKD
[2026-02-11T20:17:39.833356] [INFO ] [sig       ] BKD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:39.975855] [INFO ] [LOCAL     ] Saved forecast: BKD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BKD.txt
[2026-02-11T20:17:39.976002] [INFO ] [sig       ] [429/3412] Completed BKD in 0.3s | 2.76 sym/s | Total: 2.6m | ETA: 18.0m
[2026-02-11T20:17:39.976041] [INFO ] [sig       ] [430/3412] Forecasting BKE...
[2026-02-11T20:17:39.976071] [INFO ] [sig       ] Generating forecast for: BKE
[2026-02-11T20:17:39.976101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2026-02-11T20:17:39.988096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2026-02-11T20:17:39.988382] [INFO ] [FORECASTER] Starting predict_future for BKE
[2026-02-11T20:17:39.989192] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2026-02-11T20:17:39.989244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:39.989276] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:39.989304] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:39.989362] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:40.049676] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:40.050570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:40.050684] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:40.050717] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:40.175932] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:40.176100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:40.176139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:40.176168] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:40.179775] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=18.73%)
[2026-02-11T20:17:40.180112] [INFO ] [FORECASTER] Completed predict_future for BKE
[2026-02-11T20:17:40.180279] [INFO ] [sig       ] BKE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:40.321248] [INFO ] [LOCAL     ] Saved forecast: BKE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BKE.txt
[2026-02-11T20:17:40.321413] [INFO ] [sig       ] [430/3412] Completed BKE in 0.3s | 2.76 sym/s | Total: 2.6m | ETA: 18.0m
[2026-02-11T20:17:40.321456] [INFO ] [sig       ] [431/3412] Forecasting BKH...
[2026-02-11T20:17:40.321485] [INFO ] [sig       ] Generating forecast for: BKH
[2026-02-11T20:17:40.321516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2026-02-11T20:17:40.333427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2026-02-11T20:17:40.333730] [INFO ] [FORECASTER] Starting predict_future for BKH
[2026-02-11T20:17:40.334522] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2026-02-11T20:17:40.334592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:40.334626] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:40.334653] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:40.334710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:40.391668] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:40.392376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:40.392458] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:40.392491] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:40.513659] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:40.513860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:40.513902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:40.513930] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:40.517393] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=84.86%)
[2026-02-11T20:17:40.517705] [INFO ] [FORECASTER] Completed predict_future for BKH
[2026-02-11T20:17:40.517838] [INFO ] [sig       ] BKH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:40.663530] [INFO ] [LOCAL     ] Saved forecast: BKH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BKH.txt
[2026-02-11T20:17:40.663716] [INFO ] [sig       ] [431/3412] Completed BKH in 0.3s | 2.76 sym/s | Total: 2.6m | ETA: 18.0m
[2026-02-11T20:17:40.663766] [INFO ] [sig       ] [432/3412] Forecasting BKN...
[2026-02-11T20:17:40.663803] [INFO ] [sig       ] Generating forecast for: BKN
[2026-02-11T20:17:40.663840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2026-02-11T20:17:40.675490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2026-02-11T20:17:40.675845] [INFO ] [FORECASTER] Starting predict_future for BKN
[2026-02-11T20:17:40.676659] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2026-02-11T20:17:40.676712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:40.676749] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:40.676782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:40.676852] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:40.738463] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:40.739460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:40.739595] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:40.739637] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:40.861294] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:40.861456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:40.861501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:40.861544] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:40.865293] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=31.33%)
[2026-02-11T20:17:40.865633] [INFO ] [FORECASTER] Completed predict_future for BKN
[2026-02-11T20:17:40.865772] [INFO ] [sig       ] BKN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:41.021478] [INFO ] [LOCAL     ] Saved forecast: BKN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BKN.txt
[2026-02-11T20:17:41.021664] [INFO ] [sig       ] [432/3412] Completed BKN in 0.4s | 2.76 sym/s | Total: 2.6m | ETA: 18.0m
[2026-02-11T20:17:41.021710] [INFO ] [sig       ] [433/3412] Forecasting BKNG...
[2026-02-11T20:17:41.021742] [INFO ] [sig       ] Generating forecast for: BKNG
[2026-02-11T20:17:41.021777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2026-02-11T20:17:41.034236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2026-02-11T20:17:41.034589] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2026-02-11T20:17:41.035430] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2026-02-11T20:17:41.035485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:41.035518] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:41.035545] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:41.035618] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:41.094550] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:41.095372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:41.095460] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:41.095496] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:41.216977] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:41.217159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:41.217211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:41.217252] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:41.221007] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: DOWN (p=13.58%)
[2026-02-11T20:17:41.221455] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2026-02-11T20:17:41.221698] [INFO ] [sig       ] BKNG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:41.369021] [INFO ] [LOCAL     ] Saved forecast: BKNG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BKNG.txt
[2026-02-11T20:17:41.369199] [INFO ] [sig       ] [433/3412] Completed BKNG in 0.3s | 2.76 sym/s | Total: 2.6m | ETA: 18.0m
[2026-02-11T20:17:41.369244] [INFO ] [sig       ] [434/3412] Forecasting BKSY...
[2026-02-11T20:17:41.369274] [INFO ] [sig       ] Generating forecast for: BKSY
[2026-02-11T20:17:41.369305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2026-02-11T20:17:41.380952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2026-02-11T20:17:41.381248] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2026-02-11T20:17:41.382059] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2026-02-11T20:17:41.382112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:41.382145] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:41.382173] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:41.382231] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:41.441169] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:41.442130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:41.442255] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:41.442297] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:41.563842] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:41.564022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:41.564067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:41.564097] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:41.568030] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=84.77%)
[2026-02-11T20:17:41.568424] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2026-02-11T20:17:41.568607] [INFO ] [sig       ] BKSY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:41.719715] [INFO ] [LOCAL     ] Saved forecast: BKSY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BKSY.txt
[2026-02-11T20:17:41.719891] [INFO ] [sig       ] [434/3412] Completed BKSY in 0.4s | 2.76 sym/s | Total: 2.6m | ETA: 18.0m
[2026-02-11T20:17:41.719962] [INFO ] [sig       ] [435/3412] Forecasting BL...
[2026-02-11T20:17:41.719993] [INFO ] [sig       ] Generating forecast for: BL
[2026-02-11T20:17:41.720024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2026-02-11T20:17:41.732437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2026-02-11T20:17:41.732874] [INFO ] [FORECASTER] Starting predict_future for BL
[2026-02-11T20:17:41.733767] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2026-02-11T20:17:41.733823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:41.733857] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:41.733885] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:41.733948] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:41.799281] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:41.800218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:41.800312] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:41.800345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:41.928534] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:41.928714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:41.928757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:41.928787] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:41.932249] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: UP (p=71.75%)
[2026-02-11T20:17:41.932527] [INFO ] [FORECASTER] Completed predict_future for BL
[2026-02-11T20:17:41.932678] [INFO ] [sig       ] BL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:42.080393] [INFO ] [LOCAL     ] Saved forecast: BL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BL.txt
[2026-02-11T20:17:42.080591] [INFO ] [sig       ] [435/3412] Completed BL in 0.4s | 2.76 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-11T20:17:42.080638] [INFO ] [sig       ] [436/3412] Forecasting BLBD...
[2026-02-11T20:17:42.080672] [INFO ] [sig       ] Generating forecast for: BLBD
[2026-02-11T20:17:42.080704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2026-02-11T20:17:42.092505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2026-02-11T20:17:42.092900] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2026-02-11T20:17:42.093743] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2026-02-11T20:17:42.093797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:42.093830] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:42.093858] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:42.093917] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:42.152157] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:42.153057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:42.153143] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:42.153175] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:42.290728] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:42.290886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:42.290927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:42.290955] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:42.294483] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=44.77%)
[2026-02-11T20:17:42.294803] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2026-02-11T20:17:42.294939] [INFO ] [sig       ] BLBD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:42.441109] [INFO ] [LOCAL     ] Saved forecast: BLBD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BLBD.txt
[2026-02-11T20:17:42.441273] [INFO ] [sig       ] [436/3412] Completed BLBD in 0.4s | 2.76 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-11T20:17:42.441314] [INFO ] [sig       ] [437/3412] Forecasting BLCN...
[2026-02-11T20:17:42.441344] [INFO ] [sig       ] Generating forecast for: BLCN
[2026-02-11T20:17:42.441374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2026-02-11T20:17:42.452807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2026-02-11T20:17:42.453157] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2026-02-11T20:17:42.453966] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2026-02-11T20:17:42.454018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:42.454049] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:42.454077] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:42.454135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:42.511461] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:42.512387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:42.512504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:42.512537] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:42.617699] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:42.617864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:42.617904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:42.617932] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:42.621386] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2026-02-11T20:17:42.621688] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2026-02-11T20:17:42.621821] [INFO ] [sig       ] BLCN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:42.762779] [INFO ] [LOCAL     ] Saved forecast: BLCN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BLCN.txt
[2026-02-11T20:17:42.762954] [INFO ] [sig       ] [437/3412] Completed BLCN in 0.3s | 2.77 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-11T20:17:42.763000] [INFO ] [sig       ] [438/3412] Forecasting BLCO...
[2026-02-11T20:17:42.763035] [INFO ] [sig       ] Generating forecast for: BLCO
[2026-02-11T20:17:42.763073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2026-02-11T20:17:42.775151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2026-02-11T20:17:42.775517] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2026-02-11T20:17:42.776350] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2026-02-11T20:17:42.776403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:42.776436] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:42.776508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:42.776569] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:42.836178] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:42.837102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:42.837195] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:42.837229] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:42.963550] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:42.963749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:42.963792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:42.963821] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:42.967260] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=21.93%)
[2026-02-11T20:17:42.967565] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2026-02-11T20:17:42.967719] [INFO ] [sig       ] BLCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:43.111413] [INFO ] [LOCAL     ] Saved forecast: BLCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BLCO.txt
[2026-02-11T20:17:43.111592] [INFO ] [sig       ] [438/3412] Completed BLCO in 0.3s | 2.77 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-11T20:17:43.111638] [INFO ] [sig       ] [439/3412] Forecasting BLD...
[2026-02-11T20:17:43.111668] [INFO ] [sig       ] Generating forecast for: BLD
[2026-02-11T20:17:43.111698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2026-02-11T20:17:43.124135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2026-02-11T20:17:43.124487] [INFO ] [FORECASTER] Starting predict_future for BLD
[2026-02-11T20:17:43.125328] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2026-02-11T20:17:43.125382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:43.125416] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:43.125444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:43.125504] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:43.186434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:43.187370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:43.187476] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:43.187514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:43.313144] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:43.313307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:43.313351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:43.313381] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:43.317046] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=27.86%)
[2026-02-11T20:17:43.317332] [INFO ] [FORECASTER] Completed predict_future for BLD
[2026-02-11T20:17:43.317491] [INFO ] [sig       ] BLD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:43.460240] [INFO ] [LOCAL     ] Saved forecast: BLD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BLD.txt
[2026-02-11T20:17:43.460399] [INFO ] [sig       ] [439/3412] Completed BLD in 0.3s | 2.77 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-11T20:17:43.460442] [INFO ] [sig       ] [440/3412] Forecasting BLDP...
[2026-02-11T20:17:43.460472] [INFO ] [sig       ] Generating forecast for: BLDP
[2026-02-11T20:17:43.460502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2026-02-11T20:17:43.472118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2026-02-11T20:17:43.472422] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2026-02-11T20:17:43.473248] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2026-02-11T20:17:43.473301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:43.473333] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:43.473360] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:43.473418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:43.532982] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:43.533814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:43.533901] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:43.533934] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:43.657976] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:43.658141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:43.658184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:43.658215] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:43.661870] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2026-02-11T20:17:43.662175] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2026-02-11T20:17:43.662315] [INFO ] [sig       ] BLDP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:43.813275] [INFO ] [LOCAL     ] Saved forecast: BLDP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BLDP.txt
[2026-02-11T20:17:43.813437] [INFO ] [sig       ] [440/3412] Completed BLDP in 0.4s | 2.77 sym/s | Total: 2.7m | ETA: 17.9m
[2026-02-11T20:17:43.813477] [INFO ] [sig       ] [441/3412] Forecasting BLFS...
[2026-02-11T20:17:43.813506] [INFO ] [sig       ] Generating forecast for: BLFS
[2026-02-11T20:17:43.813535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2026-02-11T20:17:43.826488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2026-02-11T20:17:43.826860] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2026-02-11T20:17:43.827800] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2026-02-11T20:17:43.827854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:43.827887] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:43.827913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:43.827972] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:43.888596] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:43.889481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:43.889595] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:43.889634] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:44.012109] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:44.012267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:44.012310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:44.012339] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:44.016067] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: UP (p=62.89%)
[2026-02-11T20:17:44.016360] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2026-02-11T20:17:44.016494] [INFO ] [sig       ] BLFS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:44.159247] [INFO ] [LOCAL     ] Saved forecast: BLFS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BLFS.txt
[2026-02-11T20:17:44.159417] [INFO ] [sig       ] [441/3412] Completed BLFS in 0.3s | 2.77 sym/s | Total: 2.7m | ETA: 17.9m
[2026-02-11T20:17:44.159459] [INFO ] [sig       ] [442/3412] Forecasting BLFY...
[2026-02-11T20:17:44.159489] [INFO ] [sig       ] Generating forecast for: BLFY
[2026-02-11T20:17:44.159520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2026-02-11T20:17:44.172130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2026-02-11T20:17:44.172468] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2026-02-11T20:17:44.173275] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2026-02-11T20:17:44.173327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:44.173370] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:44.173398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:44.173456] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:44.234464] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:44.235345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:44.235433] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:44.235467] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:44.362851] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:44.363021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:44.363064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:44.363094] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:44.366772] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=54.80%)
[2026-02-11T20:17:44.367087] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2026-02-11T20:17:44.367232] [INFO ] [sig       ] BLFY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:44.513624] [INFO ] [LOCAL     ] Saved forecast: BLFY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BLFY.txt
[2026-02-11T20:17:44.513767] [INFO ] [sig       ] [442/3412] Completed BLFY in 0.4s | 2.77 sym/s | Total: 2.7m | ETA: 17.9m
[2026-02-11T20:17:44.513808] [INFO ] [sig       ] [443/3412] Forecasting BLK...
[2026-02-11T20:17:44.513837] [INFO ] [sig       ] Generating forecast for: BLK
[2026-02-11T20:17:44.513871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2026-02-11T20:17:44.526167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2026-02-11T20:17:44.526540] [INFO ] [FORECASTER] Starting predict_future for BLK
[2026-02-11T20:17:44.527357] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2026-02-11T20:17:44.527410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:44.527467] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:44.527496] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:44.527554] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:44.588086] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:44.588875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:44.588972] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:44.589010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:44.716018] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:44.716182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:44.716222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:44.716251] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:44.719825] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=40.34%)
[2026-02-11T20:17:44.720103] [INFO ] [FORECASTER] Completed predict_future for BLK
[2026-02-11T20:17:44.720232] [INFO ] [sig       ] BLK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:44.869443] [INFO ] [LOCAL     ] Saved forecast: BLK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BLK.txt
[2026-02-11T20:17:44.869625] [INFO ] [sig       ] [443/3412] Completed BLK in 0.4s | 2.77 sym/s | Total: 2.7m | ETA: 17.9m
[2026-02-11T20:17:44.869671] [INFO ] [sig       ] [444/3412] Forecasting BLKB...
[2026-02-11T20:17:44.869699] [INFO ] [sig       ] Generating forecast for: BLKB
[2026-02-11T20:17:44.869729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2026-02-11T20:17:44.881738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2026-02-11T20:17:44.882096] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2026-02-11T20:17:44.882924] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2026-02-11T20:17:44.882976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:44.883007] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:44.883034] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:44.883090] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:44.943437] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:44.944180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:44.944272] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:44.944317] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:45.066843] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:45.067001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:45.067042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:45.067071] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:45.071007] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2026-02-11T20:17:45.071292] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2026-02-11T20:17:45.071425] [INFO ] [sig       ] BLKB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:45.212008] [INFO ] [LOCAL     ] Saved forecast: BLKB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BLKB.txt
[2026-02-11T20:17:45.212136] [INFO ] [sig       ] [444/3412] Completed BLKB in 0.3s | 2.77 sym/s | Total: 2.7m | ETA: 17.9m
[2026-02-11T20:17:45.212176] [INFO ] [sig       ] [445/3412] Forecasting BLMN...
[2026-02-11T20:17:45.212206] [INFO ] [sig       ] Generating forecast for: BLMN
[2026-02-11T20:17:45.212236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2026-02-11T20:17:45.224011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2026-02-11T20:17:45.224300] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2026-02-11T20:17:45.225146] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2026-02-11T20:17:45.225200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:45.225234] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:45.225262] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:45.225320] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:45.290895] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:45.291753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:45.291841] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:45.291875] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:45.417627] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:45.417786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:45.417828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:45.417865] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:45.421493] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: DOWN (p=45.84%)
[2026-02-11T20:17:45.421794] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2026-02-11T20:17:45.421936] [INFO ] [sig       ] BLMN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:45.564680] [INFO ] [LOCAL     ] Saved forecast: BLMN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BLMN.txt
[2026-02-11T20:17:45.564809] [INFO ] [sig       ] [445/3412] Completed BLMN in 0.4s | 2.77 sym/s | Total: 2.7m | ETA: 17.9m
[2026-02-11T20:17:45.564855] [INFO ] [sig       ] [446/3412] Forecasting BLND...
[2026-02-11T20:17:45.564885] [INFO ] [sig       ] Generating forecast for: BLND
[2026-02-11T20:17:45.564920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2026-02-11T20:17:45.576777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2026-02-11T20:17:45.577126] [INFO ] [FORECASTER] Starting predict_future for BLND
[2026-02-11T20:17:45.578006] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2026-02-11T20:17:45.578068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:45.578103] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:45.578130] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:45.578188] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:45.639719] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:45.640455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:45.640541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:45.640593] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:45.766872] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:45.767223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:45.767264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:45.767293] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:45.771297] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=39.31%)
[2026-02-11T20:17:45.771601] [INFO ] [FORECASTER] Completed predict_future for BLND
[2026-02-11T20:17:45.771739] [INFO ] [sig       ] BLND: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:45.917619] [INFO ] [LOCAL     ] Saved forecast: BLND	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BLND.txt
[2026-02-11T20:17:45.917771] [INFO ] [sig       ] [446/3412] Completed BLND in 0.4s | 2.77 sym/s | Total: 2.7m | ETA: 17.9m
[2026-02-11T20:17:45.917812] [INFO ] [sig       ] [447/3412] Forecasting BLRX...
[2026-02-11T20:17:45.917844] [INFO ] [sig       ] Generating forecast for: BLRX
[2026-02-11T20:17:45.917880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2026-02-11T20:17:45.928679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2026-02-11T20:17:45.928987] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2026-02-11T20:17:45.929796] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2026-02-11T20:17:45.929848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:45.929880] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:45.929906] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:45.929963] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:45.988818] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:45.989663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:45.989749] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:45.989782] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:46.109397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:46.109596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:46.109642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:46.109672] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:46.113264] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=51.13%)
[2026-02-11T20:17:46.113604] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2026-02-11T20:17:46.113764] [INFO ] [sig       ] BLRX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:46.258637] [INFO ] [LOCAL     ] Saved forecast: BLRX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BLRX.txt
[2026-02-11T20:17:46.258790] [INFO ] [sig       ] [447/3412] Completed BLRX in 0.3s | 2.77 sym/s | Total: 2.7m | ETA: 17.9m
[2026-02-11T20:17:46.258832] [INFO ] [sig       ] [448/3412] Forecasting BLTE...
[2026-02-11T20:17:46.258862] [INFO ] [sig       ] Generating forecast for: BLTE
[2026-02-11T20:17:46.258893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2026-02-11T20:17:46.270072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2026-02-11T20:17:46.270402] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2026-02-11T20:17:46.271213] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2026-02-11T20:17:46.271265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:46.271297] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:46.271323] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:46.271381] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:46.330861] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:46.331711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:46.331843] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:46.331879] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:46.454378] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:46.454535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:46.454593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:46.454627] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:46.458128] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2026-02-11T20:17:46.458414] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2026-02-11T20:17:46.458546] [INFO ] [sig       ] BLTE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:46.601168] [INFO ] [LOCAL     ] Saved forecast: BLTE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BLTE.txt
[2026-02-11T20:17:46.601357] [INFO ] [sig       ] [448/3412] Completed BLTE in 0.3s | 2.77 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-11T20:17:46.601402] [INFO ] [sig       ] [449/3412] Forecasting BLX...
[2026-02-11T20:17:46.601434] [INFO ] [sig       ] Generating forecast for: BLX
[2026-02-11T20:17:46.601466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2026-02-11T20:17:46.614310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2026-02-11T20:17:46.614725] [INFO ] [FORECASTER] Starting predict_future for BLX
[2026-02-11T20:17:46.615823] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2026-02-11T20:17:46.615878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:46.615912] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:46.615940] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:46.615999] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:46.679939] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:46.680858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:46.680954] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:46.680989] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:46.807960] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:46.808337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:46.808410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:46.808443] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:46.812484] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2026-02-11T20:17:46.812828] [INFO ] [FORECASTER] Completed predict_future for BLX
[2026-02-11T20:17:46.812993] [INFO ] [sig       ] BLX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:46.955474] [INFO ] [LOCAL     ] Saved forecast: BLX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BLX.txt
[2026-02-11T20:17:46.955711] [INFO ] [sig       ] [449/3412] Completed BLX in 0.4s | 2.77 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-11T20:17:46.955777] [INFO ] [sig       ] [450/3412] Forecasting BLZE...
[2026-02-11T20:17:46.955811] [INFO ] [sig       ] Generating forecast for: BLZE
[2026-02-11T20:17:46.955843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2026-02-11T20:17:46.968341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2026-02-11T20:17:46.968810] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2026-02-11T20:17:46.969856] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2026-02-11T20:17:46.969913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:46.969951] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:46.969979] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:46.970044] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:47.032398] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:47.033381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:47.033475] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:47.033508] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:47.156354] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:47.156512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:47.156557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:47.156606] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:47.160221] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=37.82%)
[2026-02-11T20:17:47.160497] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2026-02-11T20:17:47.160644] [INFO ] [sig       ] BLZE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:47.302389] [INFO ] [LOCAL     ] Saved forecast: BLZE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BLZE.txt
[2026-02-11T20:17:47.302516] [INFO ] [sig       ] [450/3412] Completed BLZE in 0.3s | 2.77 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-11T20:17:47.302555] [INFO ] [sig       ] [451/3412] Forecasting BMA...
[2026-02-11T20:17:47.302602] [INFO ] [sig       ] Generating forecast for: BMA
[2026-02-11T20:17:47.302635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2026-02-11T20:17:47.314160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2026-02-11T20:17:47.314483] [INFO ] [FORECASTER] Starting predict_future for BMA
[2026-02-11T20:17:47.315326] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2026-02-11T20:17:47.315378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:47.315410] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:47.315437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:47.315494] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:47.374917] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:47.375755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:47.375867] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:47.375911] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:47.496987] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:47.497143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:47.497184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:47.497214] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:47.502387] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=25.50%)
[2026-02-11T20:17:47.502869] [INFO ] [FORECASTER] Completed predict_future for BMA
[2026-02-11T20:17:47.503070] [INFO ] [sig       ] BMA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:47.657563] [INFO ] [LOCAL     ] Saved forecast: BMA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BMA.txt
[2026-02-11T20:17:47.657781] [INFO ] [sig       ] [451/3412] Completed BMA in 0.4s | 2.77 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-11T20:17:47.657826] [INFO ] [sig       ] [452/3412] Forecasting BMBL...
[2026-02-11T20:17:47.657859] [INFO ] [sig       ] Generating forecast for: BMBL
[2026-02-11T20:17:47.657891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2026-02-11T20:17:47.669519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2026-02-11T20:17:47.669829] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2026-02-11T20:17:47.670678] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2026-02-11T20:17:47.670731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:47.670765] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:47.670794] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:47.670852] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:47.733425] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:47.734335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:47.734425] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:47.734459] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:47.865315] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:47.865475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:47.865520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:47.865551] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:47.869173] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2026-02-11T20:17:47.869459] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2026-02-11T20:17:47.869612] [INFO ] [sig       ] BMBL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:48.013390] [INFO ] [LOCAL     ] Saved forecast: BMBL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BMBL.txt
[2026-02-11T20:17:48.013549] [INFO ] [sig       ] [452/3412] Completed BMBL in 0.4s | 2.77 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-11T20:17:48.013629] [INFO ] [sig       ] [453/3412] Forecasting BME...
[2026-02-11T20:17:48.013662] [INFO ] [sig       ] Generating forecast for: BME
[2026-02-11T20:17:48.013695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2026-02-11T20:17:48.025134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2026-02-11T20:17:48.025435] [INFO ] [FORECASTER] Starting predict_future for BME
[2026-02-11T20:17:48.026271] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2026-02-11T20:17:48.026324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:48.026365] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:48.026394] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:48.026451] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:48.086037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:48.086722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:48.086805] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:48.086839] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:48.204213] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:48.204373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:48.204415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:48.204445] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:48.208079] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=20.84%)
[2026-02-11T20:17:48.208367] [INFO ] [FORECASTER] Completed predict_future for BME
[2026-02-11T20:17:48.208502] [INFO ] [sig       ] BME: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:48.353246] [INFO ] [LOCAL     ] Saved forecast: BME	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BME.txt
[2026-02-11T20:17:48.353407] [INFO ] [sig       ] [453/3412] Completed BME in 0.3s | 2.77 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-11T20:17:48.353447] [INFO ] [sig       ] [454/3412] Forecasting BMEZ...
[2026-02-11T20:17:48.353477] [INFO ] [sig       ] Generating forecast for: BMEZ
[2026-02-11T20:17:48.353507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2026-02-11T20:17:48.367559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2026-02-11T20:17:48.367987] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2026-02-11T20:17:48.368976] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2026-02-11T20:17:48.369030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:48.369065] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:48.369092] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:48.369151] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:48.429708] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:48.430548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:48.430656] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:48.430691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:48.551620] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:48.551779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:48.551820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:48.551850] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:48.555398] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2026-02-11T20:17:48.555705] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2026-02-11T20:17:48.555842] [INFO ] [sig       ] BMEZ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:48.700001] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BMEZ.txt
[2026-02-11T20:17:48.700136] [INFO ] [sig       ] [454/3412] Completed BMEZ in 0.3s | 2.77 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-11T20:17:48.700177] [INFO ] [sig       ] [455/3412] Forecasting BMI...
[2026-02-11T20:17:48.700207] [INFO ] [sig       ] Generating forecast for: BMI
[2026-02-11T20:17:48.700239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2026-02-11T20:17:48.712259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2026-02-11T20:17:48.712669] [INFO ] [FORECASTER] Starting predict_future for BMI
[2026-02-11T20:17:48.713510] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2026-02-11T20:17:48.713564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:48.713641] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:48.713672] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:48.713731] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:48.775429] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:48.776257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:48.776342] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:48.776377] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:48.901999] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:48.902164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:48.902207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:48.902236] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:48.905784] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2026-02-11T20:17:48.906068] [INFO ] [FORECASTER] Completed predict_future for BMI
[2026-02-11T20:17:48.906198] [INFO ] [sig       ] BMI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:49.057165] [INFO ] [LOCAL     ] Saved forecast: BMI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BMI.txt
[2026-02-11T20:17:49.057305] [INFO ] [sig       ] [455/3412] Completed BMI in 0.4s | 2.77 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-11T20:17:49.057345] [INFO ] [sig       ] [456/3412] Forecasting BMO...
[2026-02-11T20:17:49.057375] [INFO ] [sig       ] Generating forecast for: BMO
[2026-02-11T20:17:49.057406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2026-02-11T20:17:49.069466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2026-02-11T20:17:49.069783] [INFO ] [FORECASTER] Starting predict_future for BMO
[2026-02-11T20:17:49.070616] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2026-02-11T20:17:49.070672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:49.070704] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:49.070732] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:49.070806] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:49.131879] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:49.132640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:49.132723] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:49.132758] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:49.257401] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:49.257585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:49.257631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:49.257660] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:49.261260] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=61.18%)
[2026-02-11T20:17:49.261553] [INFO ] [FORECASTER] Completed predict_future for BMO
[2026-02-11T20:17:49.261710] [INFO ] [sig       ] BMO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:49.404596] [INFO ] [LOCAL     ] Saved forecast: BMO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BMO.txt
[2026-02-11T20:17:49.404771] [INFO ] [sig       ] [456/3412] Completed BMO in 0.3s | 2.77 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-11T20:17:49.404815] [INFO ] [sig       ] [457/3412] Forecasting BMRA...
[2026-02-11T20:17:49.404846] [INFO ] [sig       ] Generating forecast for: BMRA
[2026-02-11T20:17:49.404882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2026-02-11T20:17:49.416184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2026-02-11T20:17:49.416522] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2026-02-11T20:17:49.417674] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2026-02-11T20:17:49.417727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:49.417760] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:49.417786] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:49.417843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:49.480121] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:49.481061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:49.481158] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:49.481192] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:49.596639] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:49.596792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:49.596832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:49.596860] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:49.600381] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2026-02-11T20:17:49.600686] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2026-02-11T20:17:49.600819] [INFO ] [sig       ] BMRA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:49.745876] [INFO ] [LOCAL     ] Saved forecast: BMRA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BMRA.txt
[2026-02-11T20:17:49.746012] [INFO ] [sig       ] [457/3412] Completed BMRA in 0.3s | 2.77 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-11T20:17:49.746052] [INFO ] [sig       ] [458/3412] Forecasting BMRC...
[2026-02-11T20:17:49.746081] [INFO ] [sig       ] Generating forecast for: BMRC
[2026-02-11T20:17:49.746112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2026-02-11T20:17:49.756971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2026-02-11T20:17:49.757301] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2026-02-11T20:17:49.761454] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2026-02-11T20:17:49.761519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:49.761553] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:49.761602] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:49.761665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:49.825120] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:49.826003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:49.826123] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:49.826161] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:49.949534] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:49.949706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:49.949747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:49.949803] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:49.953295] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2026-02-11T20:17:49.953590] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2026-02-11T20:17:49.953721] [INFO ] [sig       ] BMRC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:50.095935] [INFO ] [LOCAL     ] Saved forecast: BMRC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BMRC.txt
[2026-02-11T20:17:50.096080] [INFO ] [sig       ] [458/3412] Completed BMRC in 0.3s | 2.77 sym/s | Total: 2.8m | ETA: 17.8m
[2026-02-11T20:17:50.096120] [INFO ] [sig       ] [459/3412] Forecasting BMRN...
[2026-02-11T20:17:50.096150] [INFO ] [sig       ] Generating forecast for: BMRN
[2026-02-11T20:17:50.096181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2026-02-11T20:17:50.108566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2026-02-11T20:17:50.109000] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2026-02-11T20:17:50.109874] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2026-02-11T20:17:50.109930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:50.109963] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:50.109993] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:50.110052] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:50.172728] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:50.173608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:50.173696] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:50.173731] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:50.294251] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:50.294421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:50.294465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:50.294496] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:50.298216] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2026-02-11T20:17:50.298558] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2026-02-11T20:17:50.298725] [INFO ] [sig       ] BMRN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:50.445368] [INFO ] [LOCAL     ] Saved forecast: BMRN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BMRN.txt
[2026-02-11T20:17:50.445527] [INFO ] [sig       ] [459/3412] Completed BMRN in 0.3s | 2.77 sym/s | Total: 2.8m | ETA: 17.8m
[2026-02-11T20:17:50.445589] [INFO ] [sig       ] [460/3412] Forecasting BMY...
[2026-02-11T20:17:50.445622] [INFO ] [sig       ] Generating forecast for: BMY
[2026-02-11T20:17:50.445654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2026-02-11T20:17:50.458453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2026-02-11T20:17:50.458850] [INFO ] [FORECASTER] Starting predict_future for BMY
[2026-02-11T20:17:50.459711] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2026-02-11T20:17:50.459766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:50.459800] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:50.459829] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:50.459889] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:50.529726] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:50.530765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:50.530856] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:50.530891] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:50.656992] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:50.657158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:50.657200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:50.657247] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:50.660865] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2026-02-11T20:17:50.661151] [INFO ] [FORECASTER] Completed predict_future for BMY
[2026-02-11T20:17:50.661294] [INFO ] [sig       ] BMY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:50.807462] [INFO ] [LOCAL     ] Saved forecast: BMY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BMY.txt
[2026-02-11T20:17:50.807637] [INFO ] [sig       ] [460/3412] Completed BMY in 0.4s | 2.77 sym/s | Total: 2.8m | ETA: 17.8m
[2026-02-11T20:17:50.807682] [INFO ] [sig       ] [461/3412] Forecasting BN...
[2026-02-11T20:17:50.807713] [INFO ] [sig       ] Generating forecast for: BN
[2026-02-11T20:17:50.807746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2026-02-11T20:17:50.819527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2026-02-11T20:17:50.819879] [INFO ] [FORECASTER] Starting predict_future for BN
[2026-02-11T20:17:50.820739] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2026-02-11T20:17:50.820801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:50.820840] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:50.820868] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:50.820927] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:50.881669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:50.882625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:50.882726] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:50.882760] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:51.016488] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:51.016675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:51.016718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:51.016748] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:51.020726] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=20.23%)
[2026-02-11T20:17:51.021043] [INFO ] [FORECASTER] Completed predict_future for BN
[2026-02-11T20:17:51.021184] [INFO ] [sig       ] BN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:51.181288] [INFO ] [LOCAL     ] Saved forecast: BN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BN.txt
[2026-02-11T20:17:51.181658] [INFO ] [sig       ] [461/3412] Completed BN in 0.4s | 2.77 sym/s | Total: 2.8m | ETA: 17.8m
[2026-02-11T20:17:51.181703] [INFO ] [sig       ] [462/3412] Forecasting BND...
[2026-02-11T20:17:51.181733] [INFO ] [sig       ] Generating forecast for: BND
[2026-02-11T20:17:51.181762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2026-02-11T20:17:51.193916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2026-02-11T20:17:51.194251] [INFO ] [FORECASTER] Starting predict_future for BND
[2026-02-11T20:17:51.195381] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2026-02-11T20:17:51.195437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:51.195474] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:51.195514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:51.195604] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:51.256707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:51.260587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:51.260699] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:51.260736] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:51.386180] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:51.386337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:51.386379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:51.386408] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:51.390021] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: DOWN (p=7.66%)
[2026-02-11T20:17:51.390310] [INFO ] [FORECASTER] Completed predict_future for BND
[2026-02-11T20:17:51.390442] [INFO ] [sig       ] BND: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:51.542940] [INFO ] [LOCAL     ] Saved forecast: BND	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BND.txt
[2026-02-11T20:17:51.543099] [INFO ] [sig       ] [462/3412] Completed BND in 0.4s | 2.77 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-11T20:17:51.543139] [INFO ] [sig       ] [463/3412] Forecasting BNDX...
[2026-02-11T20:17:51.543170] [INFO ] [sig       ] Generating forecast for: BNDX
[2026-02-11T20:17:51.543200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2026-02-11T20:17:51.554692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2026-02-11T20:17:51.554947] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2026-02-11T20:17:51.555799] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2026-02-11T20:17:51.555851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:51.555883] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:51.555910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:51.555967] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:51.615911] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:51.616551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:51.616651] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:51.616685] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:51.742869] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:51.743010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:51.743049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:51.743076] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:51.746499] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=53.49%)
[2026-02-11T20:17:51.746795] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2026-02-11T20:17:51.746924] [INFO ] [sig       ] BNDX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:51.887249] [INFO ] [LOCAL     ] Saved forecast: BNDX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BNDX.txt
[2026-02-11T20:17:51.887358] [INFO ] [sig       ] [463/3412] Completed BNDX in 0.3s | 2.77 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-11T20:17:51.887397] [INFO ] [sig       ] [464/3412] Forecasting BNED...
[2026-02-11T20:17:51.887425] [INFO ] [sig       ] Generating forecast for: BNED
[2026-02-11T20:17:51.887478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2026-02-11T20:17:51.899717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2026-02-11T20:17:51.899972] [INFO ] [FORECASTER] Starting predict_future for BNED
[2026-02-11T20:17:51.900832] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2026-02-11T20:17:51.900884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:51.900915] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:51.900941] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:51.901006] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:51.958801] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:51.959428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:51.959514] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:51.959546] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:52.091142] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:52.091311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:52.091365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:52.091395] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:52.095059] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=17.57%)
[2026-02-11T20:17:52.095346] [INFO ] [FORECASTER] Completed predict_future for BNED
[2026-02-11T20:17:52.095475] [INFO ] [sig       ] BNED: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:52.237520] [INFO ] [LOCAL     ] Saved forecast: BNED	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BNED.txt
[2026-02-11T20:17:52.237684] [INFO ] [sig       ] [464/3412] Completed BNED in 0.4s | 2.77 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-11T20:17:52.237725] [INFO ] [sig       ] [465/3412] Forecasting BNGO...
[2026-02-11T20:17:52.237755] [INFO ] [sig       ] Generating forecast for: BNGO
[2026-02-11T20:17:52.237786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2026-02-11T20:17:52.249553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2026-02-11T20:17:52.249952] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2026-02-11T20:17:52.250808] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2026-02-11T20:17:52.250861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:52.250893] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:52.250919] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:52.250976] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:52.308645] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:52.309356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:52.309476] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:52.309510] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:52.430484] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:52.430683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:52.430737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:52.430767] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:52.434642] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=84.01%)
[2026-02-11T20:17:52.434919] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2026-02-11T20:17:52.435048] [INFO ] [sig       ] BNGO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:52.577158] [INFO ] [LOCAL     ] Saved forecast: BNGO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BNGO.txt
[2026-02-11T20:17:52.577294] [INFO ] [sig       ] [465/3412] Completed BNGO in 0.3s | 2.77 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-11T20:17:52.577333] [INFO ] [sig       ] [466/3412] Forecasting BNH...
[2026-02-11T20:17:52.577363] [INFO ] [sig       ] Generating forecast for: BNH
[2026-02-11T20:17:52.577393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2026-02-11T20:17:52.590554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2026-02-11T20:17:52.590955] [INFO ] [FORECASTER] Starting predict_future for BNH
[2026-02-11T20:17:52.591885] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2026-02-11T20:17:52.591967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:52.592003] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:52.592031] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:52.592091] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:52.654609] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:52.655395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:52.655480] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:52.655515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:52.775811] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:52.775987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:52.776041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:52.776079] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:52.779912] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=0.27%)
[2026-02-11T20:17:52.780263] [INFO ] [FORECASTER] Completed predict_future for BNH
[2026-02-11T20:17:52.780406] [INFO ] [sig       ] BNH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:52.928142] [INFO ] [LOCAL     ] Saved forecast: BNH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BNH.txt
[2026-02-11T20:17:52.928286] [INFO ] [sig       ] [466/3412] Completed BNH in 0.4s | 2.77 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-11T20:17:52.928326] [INFO ] [sig       ] [467/3412] Forecasting BNJ...
[2026-02-11T20:17:52.928356] [INFO ] [sig       ] Generating forecast for: BNJ
[2026-02-11T20:17:52.928385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2026-02-11T20:17:52.940475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2026-02-11T20:17:52.940820] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2026-02-11T20:17:52.941673] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2026-02-11T20:17:52.941727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:52.941761] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:52.941788] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:52.941847] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:53.004769] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:53.005706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:53.005795] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:53.005830] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:53.121260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:53.121421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:53.121462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:53.121490] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:53.125065] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=91.06%)
[2026-02-11T20:17:53.125356] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2026-02-11T20:17:53.125489] [INFO ] [sig       ] BNJ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:53.269649] [INFO ] [LOCAL     ] Saved forecast: BNJ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BNJ.txt
[2026-02-11T20:17:53.269785] [INFO ] [sig       ] [467/3412] Completed BNJ in 0.3s | 2.77 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-11T20:17:53.269825] [INFO ] [sig       ] [468/3412] Forecasting BNL...
[2026-02-11T20:17:53.269855] [INFO ] [sig       ] Generating forecast for: BNL
[2026-02-11T20:17:53.269886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2026-02-11T20:17:53.281534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2026-02-11T20:17:53.281843] [INFO ] [FORECASTER] Starting predict_future for BNL
[2026-02-11T20:17:53.282669] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2026-02-11T20:17:53.282723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:53.282755] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:53.282782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:53.282839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:53.343080] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:53.344005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:53.344093] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:53.344127] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:53.465549] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:53.465719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:53.465760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:53.465790] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:53.469268] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=25.05%)
[2026-02-11T20:17:53.469550] [INFO ] [FORECASTER] Completed predict_future for BNL
[2026-02-11T20:17:53.469726] [INFO ] [sig       ] BNL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:53.614037] [INFO ] [LOCAL     ] Saved forecast: BNL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BNL.txt
[2026-02-11T20:17:53.614224] [INFO ] [sig       ] [468/3412] Completed BNL in 0.3s | 2.77 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-11T20:17:53.614279] [INFO ] [sig       ] [469/3412] Forecasting BNS...
[2026-02-11T20:17:53.614319] [INFO ] [sig       ] Generating forecast for: BNS
[2026-02-11T20:17:53.614361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2026-02-11T20:17:53.626800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2026-02-11T20:17:53.627135] [INFO ] [FORECASTER] Starting predict_future for BNS
[2026-02-11T20:17:53.628025] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2026-02-11T20:17:53.628091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:53.628132] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:53.628165] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:53.628232] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:53.689256] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:53.690314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:53.690414] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:53.690451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:53.817099] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:53.817471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:53.817528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:53.817559] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:53.821367] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2026-02-11T20:17:53.821674] [INFO ] [FORECASTER] Completed predict_future for BNS
[2026-02-11T20:17:53.821829] [INFO ] [sig       ] BNS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:53.966461] [INFO ] [LOCAL     ] Saved forecast: BNS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BNS.txt
[2026-02-11T20:17:53.966605] [INFO ] [sig       ] [469/3412] Completed BNS in 0.4s | 2.77 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-11T20:17:53.966652] [INFO ] [sig       ] [470/3412] Forecasting BNTC...
[2026-02-11T20:17:53.966684] [INFO ] [sig       ] Generating forecast for: BNTC
[2026-02-11T20:17:53.966715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2026-02-11T20:17:53.979185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2026-02-11T20:17:53.979607] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2026-02-11T20:17:53.980490] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2026-02-11T20:17:53.980545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:53.980597] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:53.980630] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:53.980689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:54.041250] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:54.042148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:54.042249] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:54.042285] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:54.159678] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:54.159861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:54.159903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:54.159930] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:54.163382] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2026-02-11T20:17:54.163681] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2026-02-11T20:17:54.163810] [INFO ] [sig       ] BNTC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:54.307258] [INFO ] [LOCAL     ] Saved forecast: BNTC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BNTC.txt
[2026-02-11T20:17:54.307414] [INFO ] [sig       ] [470/3412] Completed BNTC in 0.3s | 2.77 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-11T20:17:54.307476] [INFO ] [sig       ] [471/3412] Forecasting BNTX...
[2026-02-11T20:17:54.307508] [INFO ] [sig       ] Generating forecast for: BNTX
[2026-02-11T20:17:54.307539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2026-02-11T20:17:54.318976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2026-02-11T20:17:54.319252] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2026-02-11T20:17:54.320056] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2026-02-11T20:17:54.320108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:54.320139] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:54.320166] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:54.320223] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:54.378939] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:54.379759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:54.379845] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:54.379878] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:54.502145] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:54.502291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:54.502332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:54.502361] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:54.506277] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2026-02-11T20:17:54.506549] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2026-02-11T20:17:54.506732] [INFO ] [sig       ] BNTX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:54.659969] [INFO ] [LOCAL     ] Saved forecast: BNTX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BNTX.txt
[2026-02-11T20:17:54.660116] [INFO ] [sig       ] [471/3412] Completed BNTX in 0.4s | 2.77 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-11T20:17:54.660162] [INFO ] [sig       ] [472/3412] Forecasting BOC...
[2026-02-11T20:17:54.660193] [INFO ] [sig       ] Generating forecast for: BOC
[2026-02-11T20:17:54.660230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2026-02-11T20:17:54.672128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2026-02-11T20:17:54.672672] [INFO ] [FORECASTER] Starting predict_future for BOC
[2026-02-11T20:17:54.673719] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2026-02-11T20:17:54.673772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:54.673842] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:54.673873] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:54.673933] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:54.736219] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:54.737053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:54.737141] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:54.737175] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:54.874107] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:54.874265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:54.874308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:54.874337] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:54.877838] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2026-02-11T20:17:54.878149] [INFO ] [FORECASTER] Completed predict_future for BOC
[2026-02-11T20:17:54.878314] [INFO ] [sig       ] BOC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:55.024829] [INFO ] [LOCAL     ] Saved forecast: BOC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BOC.txt
[2026-02-11T20:17:55.024971] [INFO ] [sig       ] [472/3412] Completed BOC in 0.4s | 2.77 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-11T20:17:55.025012] [INFO ] [sig       ] [473/3412] Forecasting BOE...
[2026-02-11T20:17:55.025043] [INFO ] [sig       ] Generating forecast for: BOE
[2026-02-11T20:17:55.025074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2026-02-11T20:17:55.037903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2026-02-11T20:17:55.038246] [INFO ] [FORECASTER] Starting predict_future for BOE
[2026-02-11T20:17:55.039069] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2026-02-11T20:17:55.039133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:55.039172] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:55.039204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:55.039266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:55.099358] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:55.100356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:55.100449] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:55.100481] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:55.220367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:55.220530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:55.220608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:55.220642] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:55.224222] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=20.15%)
[2026-02-11T20:17:55.224719] [INFO ] [FORECASTER] Completed predict_future for BOE
[2026-02-11T20:17:55.224857] [INFO ] [sig       ] BOE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:55.378061] [INFO ] [LOCAL     ] Saved forecast: BOE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BOE.txt
[2026-02-11T20:17:55.378249] [INFO ] [sig       ] [473/3412] Completed BOE in 0.4s | 2.77 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-11T20:17:55.378300] [INFO ] [sig       ] [474/3412] Forecasting BOF...
[2026-02-11T20:17:55.378330] [INFO ] [sig       ] Generating forecast for: BOF
[2026-02-11T20:17:55.378371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2026-02-11T20:17:55.394497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2026-02-11T20:17:55.395010] [INFO ] [FORECASTER] Starting predict_future for BOF
[2026-02-11T20:17:55.396060] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2026-02-11T20:17:55.396124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:55.396165] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:55.396199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:55.396285] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:55.461372] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:55.462414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:55.462524] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:55.462565] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:55.588736] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:55.588911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:55.588974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:55.589004] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:55.592813] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=75.90%)
[2026-02-11T20:17:55.593129] [INFO ] [FORECASTER] Completed predict_future for BOF
[2026-02-11T20:17:55.593269] [INFO ] [sig       ] BOF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:55.755997] [INFO ] [LOCAL     ] Saved forecast: BOF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BOF.txt
[2026-02-11T20:17:55.756176] [INFO ] [sig       ] [474/3412] Completed BOF in 0.4s | 2.77 sym/s | Total: 2.9m | ETA: 17.7m
[2026-02-11T20:17:55.756218] [INFO ] [sig       ] [475/3412] Forecasting BOH...
[2026-02-11T20:17:55.756249] [INFO ] [sig       ] Generating forecast for: BOH
[2026-02-11T20:17:55.756281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2026-02-11T20:17:55.768640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2026-02-11T20:17:55.769069] [INFO ] [FORECASTER] Starting predict_future for BOH
[2026-02-11T20:17:55.769923] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2026-02-11T20:17:55.769978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:55.770010] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:55.770036] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:55.770092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:55.831914] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:55.832821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:55.832925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:55.832958] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:55.957540] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:55.957727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:55.957770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:55.957800] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:55.961526] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=41.43%)
[2026-02-11T20:17:55.961839] [INFO ] [FORECASTER] Completed predict_future for BOH
[2026-02-11T20:17:55.961975] [INFO ] [sig       ] BOH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:56.118441] [INFO ] [LOCAL     ] Saved forecast: BOH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BOH.txt
[2026-02-11T20:17:56.118636] [INFO ] [sig       ] [475/3412] Completed BOH in 0.4s | 2.77 sym/s | Total: 2.9m | ETA: 17.7m
[2026-02-11T20:17:56.118691] [INFO ] [sig       ] [476/3412] Forecasting BOKF...
[2026-02-11T20:17:56.118728] [INFO ] [sig       ] Generating forecast for: BOKF
[2026-02-11T20:17:56.118766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2026-02-11T20:17:56.131883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2026-02-11T20:17:56.132299] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2026-02-11T20:17:56.133172] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2026-02-11T20:17:56.133226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:56.133259] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:56.133286] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:56.133344] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:56.201895] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:56.203041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:56.203145] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:56.203181] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:56.342896] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:56.343063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:56.343105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:56.343139] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:56.346889] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2026-02-11T20:17:56.347200] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2026-02-11T20:17:56.347341] [INFO ] [sig       ] BOKF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:56.497371] [INFO ] [LOCAL     ] Saved forecast: BOKF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BOKF.txt
[2026-02-11T20:17:56.497597] [INFO ] [sig       ] [476/3412] Completed BOKF in 0.4s | 2.77 sym/s | Total: 2.9m | ETA: 17.7m
[2026-02-11T20:17:56.497646] [INFO ] [sig       ] [477/3412] Forecasting BOLD...
[2026-02-11T20:17:56.497676] [INFO ] [sig       ] Generating forecast for: BOLD
[2026-02-11T20:17:56.497705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2026-02-11T20:17:56.511148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2026-02-11T20:17:56.511894] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2026-02-11T20:17:56.513162] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2026-02-11T20:17:56.513229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:56.513292] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:56.513326] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:56.513621] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:56.583173] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:56.584754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:56.584885] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:56.584921] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:56.705157] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:56.705320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:56.705367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:56.705394] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:56.709709] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=88.65%)
[2026-02-11T20:17:56.710007] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2026-02-11T20:17:56.710145] [INFO ] [sig       ] BOLD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:56.858715] [INFO ] [LOCAL     ] Saved forecast: BOLD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BOLD.txt
[2026-02-11T20:17:56.858877] [INFO ] [sig       ] [477/3412] Completed BOLD in 0.4s | 2.77 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-11T20:17:56.858919] [INFO ] [sig       ] [478/3412] Forecasting BOND...
[2026-02-11T20:17:56.858948] [INFO ] [sig       ] Generating forecast for: BOND
[2026-02-11T20:17:56.858986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2026-02-11T20:17:56.870955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2026-02-11T20:17:56.871317] [INFO ] [FORECASTER] Starting predict_future for BOND
[2026-02-11T20:17:56.872157] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2026-02-11T20:17:56.872211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:56.872243] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:56.872269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:56.872352] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:56.932685] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:56.933595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:56.933683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:56.933718] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:57.058825] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:57.058985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:57.059027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:57.059054] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:57.062751] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: DOWN (p=11.64%)
[2026-02-11T20:17:57.063028] [INFO ] [FORECASTER] Completed predict_future for BOND
[2026-02-11T20:17:57.063157] [INFO ] [sig       ] BOND: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:57.203951] [INFO ] [LOCAL     ] Saved forecast: BOND	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BOND.txt
[2026-02-11T20:17:57.204068] [INFO ] [sig       ] [478/3412] Completed BOND in 0.3s | 2.77 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-11T20:17:57.204131] [INFO ] [sig       ] [479/3412] Forecasting BOOM...
[2026-02-11T20:17:57.204169] [INFO ] [sig       ] Generating forecast for: BOOM
[2026-02-11T20:17:57.204204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2026-02-11T20:17:57.216013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2026-02-11T20:17:57.216321] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2026-02-11T20:17:57.217512] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2026-02-11T20:17:57.217583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:57.217618] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:57.217645] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:57.217702] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:57.277048] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:57.277721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:57.277802] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:57.277834] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:57.404225] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:57.404740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:57.404795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:57.404826] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:57.408612] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=46.03%)
[2026-02-11T20:17:57.408900] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2026-02-11T20:17:57.409038] [INFO ] [sig       ] BOOM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:57.555824] [INFO ] [LOCAL     ] Saved forecast: BOOM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BOOM.txt
[2026-02-11T20:17:57.556003] [INFO ] [sig       ] [479/3412] Completed BOOM in 0.4s | 2.77 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-11T20:17:57.556052] [INFO ] [sig       ] [480/3412] Forecasting BOTZ...
[2026-02-11T20:17:57.556081] [INFO ] [sig       ] Generating forecast for: BOTZ
[2026-02-11T20:17:57.556123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2026-02-11T20:17:57.568453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2026-02-11T20:17:57.568767] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2026-02-11T20:17:57.569561] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2026-02-11T20:17:57.569632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:57.569664] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:57.569691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:57.569748] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:57.626864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:57.627590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:57.627686] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:57.627720] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:57.750557] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:57.750744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:57.750785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:57.750813] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:57.754491] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=21.95%)
[2026-02-11T20:17:57.754817] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2026-02-11T20:17:57.754961] [INFO ] [sig       ] BOTZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:57.897483] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BOTZ.txt
[2026-02-11T20:17:57.897663] [INFO ] [sig       ] [480/3412] Completed BOTZ in 0.3s | 2.77 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-11T20:17:57.897708] [INFO ] [sig       ] [481/3412] Forecasting BOX...
[2026-02-11T20:17:57.897743] [INFO ] [sig       ] Generating forecast for: BOX
[2026-02-11T20:17:57.897774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2026-02-11T20:17:57.910981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2026-02-11T20:17:57.911249] [INFO ] [FORECASTER] Starting predict_future for BOX
[2026-02-11T20:17:57.912082] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2026-02-11T20:17:57.912134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:57.912168] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:57.912197] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:57.912253] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:57.970936] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:57.971538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:57.971637] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:57.971671] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:58.100686] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:58.100861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:58.100901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:58.100937] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:58.104971] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=74.89%)
[2026-02-11T20:17:58.105268] [INFO ] [FORECASTER] Completed predict_future for BOX
[2026-02-11T20:17:58.105565] [INFO ] [sig       ] BOX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:58.247050] [INFO ] [LOCAL     ] Saved forecast: BOX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BOX.txt
[2026-02-11T20:17:58.247178] [INFO ] [sig       ] [481/3412] Completed BOX in 0.3s | 2.77 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-11T20:17:58.247218] [INFO ] [sig       ] [482/3412] Forecasting BP...
[2026-02-11T20:17:58.247247] [INFO ] [sig       ] Generating forecast for: BP
[2026-02-11T20:17:58.247277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2026-02-11T20:17:58.258913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2026-02-11T20:17:58.259177] [INFO ] [FORECASTER] Starting predict_future for BP
[2026-02-11T20:17:58.259980] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2026-02-11T20:17:58.260031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:58.260063] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:58.260090] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:58.260155] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:58.317227] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:58.317884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:58.317998] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:58.318032] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:58.442465] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:58.442636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:58.442678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:58.442707] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:58.446249] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=12.44%)
[2026-02-11T20:17:58.446744] [INFO ] [FORECASTER] Completed predict_future for BP
[2026-02-11T20:17:58.446873] [INFO ] [sig       ] BP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:58.586803] [INFO ] [LOCAL     ] Saved forecast: BP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BP.txt
[2026-02-11T20:17:58.586926] [INFO ] [sig       ] [482/3412] Completed BP in 0.3s | 2.77 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-11T20:17:58.586966] [INFO ] [sig       ] [483/3412] Forecasting BPOP...
[2026-02-11T20:17:58.586996] [INFO ] [sig       ] Generating forecast for: BPOP
[2026-02-11T20:17:58.587026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2026-02-11T20:17:58.598752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2026-02-11T20:17:58.599004] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2026-02-11T20:17:58.599809] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2026-02-11T20:17:58.599861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:58.599892] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:58.599919] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:58.599976] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:58.656414] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:58.657024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:58.657102] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:58.657134] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:58.779228] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:58.779381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:58.779422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:58.779450] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:58.782873] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=62.24%)
[2026-02-11T20:17:58.783158] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2026-02-11T20:17:58.783287] [INFO ] [sig       ] BPOP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:58.926742] [INFO ] [LOCAL     ] Saved forecast: BPOP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BPOP.txt
[2026-02-11T20:17:58.926878] [INFO ] [sig       ] [483/3412] Completed BPOP in 0.3s | 2.77 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-11T20:17:58.926927] [INFO ] [sig       ] [484/3412] Forecasting BPRN...
[2026-02-11T20:17:58.926958] [INFO ] [sig       ] Generating forecast for: BPRN
[2026-02-11T20:17:58.926988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2026-02-11T20:17:58.938518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2026-02-11T20:17:58.938815] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2026-02-11T20:17:58.939620] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2026-02-11T20:17:58.939672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:58.939704] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:58.939731] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:58.939788] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:58.997201] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:58.997865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:58.997954] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:58.997988] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:59.099234] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:59.099363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:59.099399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:59.099442] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:59.102728] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=51.20%)
[2026-02-11T20:17:59.102999] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2026-02-11T20:17:59.103125] [INFO ] [sig       ] BPRN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:59.240517] [INFO ] [LOCAL     ] Saved forecast: BPRN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BPRN.txt
[2026-02-11T20:17:59.240653] [INFO ] [sig       ] [484/3412] Completed BPRN in 0.3s | 2.77 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-11T20:17:59.240695] [INFO ] [sig       ] [485/3412] Forecasting BPYPM...
[2026-02-11T20:17:59.240724] [INFO ] [sig       ] Generating forecast for: BPYPM
[2026-02-11T20:17:59.240753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2026-02-11T20:17:59.251810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2026-02-11T20:17:59.252073] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2026-02-11T20:17:59.252907] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2026-02-11T20:17:59.252960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:59.252992] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:59.253018] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:59.253074] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:59.309825] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:59.310451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:59.310531] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:59.310563] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:59.415668] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:59.415788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:59.415825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:59.415853] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:59.419237] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=45.83%)
[2026-02-11T20:17:59.419707] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2026-02-11T20:17:59.419834] [INFO ] [sig       ] BPYPM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:17:59.561264] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BPYPM.txt
[2026-02-11T20:17:59.561402] [INFO ] [sig       ] [485/3412] Completed BPYPM in 0.3s | 2.77 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-11T20:17:59.561657] [INFO ] [sig       ] [486/3412] Forecasting BPYPO...
[2026-02-11T20:17:59.561689] [INFO ] [sig       ] Generating forecast for: BPYPO
[2026-02-11T20:17:59.561718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2026-02-11T20:17:59.576137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2026-02-11T20:17:59.576430] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2026-02-11T20:17:59.577277] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2026-02-11T20:17:59.577329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:59.577361] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:59.577389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:59.577464] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:59.635256] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:59.635883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:59.635964] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:59.636006] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:17:59.738069] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:17:59.738209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:17:59.738249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:17:59.738277] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:17:59.741661] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=69.76%)
[2026-02-11T20:17:59.741940] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2026-02-11T20:17:59.742068] [INFO ] [sig       ] BPYPO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:17:59.882895] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BPYPO.txt
[2026-02-11T20:17:59.883014] [INFO ] [sig       ] [486/3412] Completed BPYPO in 0.3s | 2.78 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-11T20:17:59.883053] [INFO ] [sig       ] [487/3412] Forecasting BPYPP...
[2026-02-11T20:17:59.883081] [INFO ] [sig       ] Generating forecast for: BPYPP
[2026-02-11T20:17:59.883110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2026-02-11T20:17:59.894311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2026-02-11T20:17:59.894587] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2026-02-11T20:17:59.895371] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2026-02-11T20:17:59.895423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:17:59.895454] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:17:59.895482] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:17:59.895539] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:17:59.951492] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:17:59.952107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:17:59.952188] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:17:59.952220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:00.056951] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:00.057072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:00.057110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:00.057138] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:00.060491] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: UP (p=81.96%)
[2026-02-11T20:18:00.060778] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2026-02-11T20:18:00.060907] [INFO ] [sig       ] BPYPP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:00.201012] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BPYPP.txt
[2026-02-11T20:18:00.201127] [INFO ] [sig       ] [487/3412] Completed BPYPP in 0.3s | 2.78 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-11T20:18:00.201165] [INFO ] [sig       ] [488/3412] Forecasting BRAG...
[2026-02-11T20:18:00.201195] [INFO ] [sig       ] Generating forecast for: BRAG
[2026-02-11T20:18:00.201225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2026-02-11T20:18:00.212142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2026-02-11T20:18:00.212404] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2026-02-11T20:18:00.213192] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2026-02-11T20:18:00.213244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:00.213277] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:00.213312] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:00.213371] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:00.270022] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:00.270724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:00.270806] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:00.270838] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:00.387761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:00.387948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:00.387995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:00.388026] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:00.392209] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: UP (p=81.29%)
[2026-02-11T20:18:00.392512] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2026-02-11T20:18:00.392671] [INFO ] [sig       ] BRAG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:00.532198] [INFO ] [LOCAL     ] Saved forecast: BRAG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BRAG.txt
[2026-02-11T20:18:00.532333] [INFO ] [sig       ] [488/3412] Completed BRAG in 0.3s | 2.78 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-11T20:18:00.532373] [INFO ] [sig       ] [489/3412] Forecasting BRC...
[2026-02-11T20:18:00.532402] [INFO ] [sig       ] Generating forecast for: BRC
[2026-02-11T20:18:00.532432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2026-02-11T20:18:00.544005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2026-02-11T20:18:00.544287] [INFO ] [FORECASTER] Starting predict_future for BRC
[2026-02-11T20:18:00.545086] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2026-02-11T20:18:00.545138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:00.545194] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:00.545224] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:00.545281] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:00.602808] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:00.603462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:00.603545] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:00.603604] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:00.724985] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:00.725145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:00.725185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:00.725219] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:00.728735] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2026-02-11T20:18:00.729013] [INFO ] [FORECASTER] Completed predict_future for BRC
[2026-02-11T20:18:00.729143] [INFO ] [sig       ] BRC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:00.869884] [INFO ] [LOCAL     ] Saved forecast: BRC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BRC.txt
[2026-02-11T20:18:00.870019] [INFO ] [sig       ] [489/3412] Completed BRC in 0.3s | 2.78 sym/s | Total: 2.9m | ETA: 17.5m
[2026-02-11T20:18:00.870058] [INFO ] [sig       ] [490/3412] Forecasting BRO...
[2026-02-11T20:18:00.870087] [INFO ] [sig       ] Generating forecast for: BRO
[2026-02-11T20:18:00.870117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2026-02-11T20:18:00.884931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2026-02-11T20:18:00.885461] [INFO ] [FORECASTER] Starting predict_future for BRO
[2026-02-11T20:18:00.886296] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2026-02-11T20:18:00.886370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:00.886403] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:00.886430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:00.886695] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:00.952380] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:00.953026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:00.953191] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:00.953237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:01.080553] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:01.080725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:01.080774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:01.080805] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:01.084337] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2026-02-11T20:18:01.084644] [INFO ] [FORECASTER] Completed predict_future for BRO
[2026-02-11T20:18:01.084783] [INFO ] [sig       ] BRO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:01.228063] [INFO ] [LOCAL     ] Saved forecast: BRO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BRO.txt
[2026-02-11T20:18:01.228193] [INFO ] [sig       ] [490/3412] Completed BRO in 0.4s | 2.78 sym/s | Total: 2.9m | ETA: 17.5m
[2026-02-11T20:18:01.228232] [INFO ] [sig       ] [491/3412] Forecasting BROS...
[2026-02-11T20:18:01.228262] [INFO ] [sig       ] Generating forecast for: BROS
[2026-02-11T20:18:01.228292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2026-02-11T20:18:01.240845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2026-02-11T20:18:01.241134] [INFO ] [FORECASTER] Starting predict_future for BROS
[2026-02-11T20:18:01.242005] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2026-02-11T20:18:01.242058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:01.242090] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:01.242116] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:01.242172] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:01.300602] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:01.301320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:01.301404] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:01.301437] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:01.422188] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:01.422334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:01.422374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:01.422400] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:01.425832] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2026-02-11T20:18:01.426109] [INFO ] [FORECASTER] Completed predict_future for BROS
[2026-02-11T20:18:01.426236] [INFO ] [sig       ] BROS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:01.566285] [INFO ] [LOCAL     ] Saved forecast: BROS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BROS.txt
[2026-02-11T20:18:01.566451] [INFO ] [sig       ] [491/3412] Completed BROS in 0.3s | 2.78 sym/s | Total: 2.9m | ETA: 17.5m
[2026-02-11T20:18:01.566490] [INFO ] [sig       ] [492/3412] Forecasting BRSP...
[2026-02-11T20:18:01.566519] [INFO ] [sig       ] Generating forecast for: BRSP
[2026-02-11T20:18:01.566550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2026-02-11T20:18:01.578442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2026-02-11T20:18:01.578807] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2026-02-11T20:18:01.579643] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2026-02-11T20:18:01.579696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:01.579726] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:01.579751] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:01.579808] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:01.637231] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:01.638105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:01.638193] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:01.638232] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:01.756900] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:01.757054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:01.757093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:01.757154] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:01.760689] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=25.49%)
[2026-02-11T20:18:01.760967] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2026-02-11T20:18:01.761097] [INFO ] [sig       ] BRSP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:01.905267] [INFO ] [LOCAL     ] Saved forecast: BRSP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BRSP.txt
[2026-02-11T20:18:01.905412] [INFO ] [sig       ] [492/3412] Completed BRSP in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-11T20:18:01.905452] [INFO ] [sig       ] [493/3412] Forecasting BRX...
[2026-02-11T20:18:01.905482] [INFO ] [sig       ] Generating forecast for: BRX
[2026-02-11T20:18:01.905514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2026-02-11T20:18:01.917011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2026-02-11T20:18:01.917431] [INFO ] [FORECASTER] Starting predict_future for BRX
[2026-02-11T20:18:01.918387] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2026-02-11T20:18:01.918452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:01.918492] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:01.918524] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:01.918604] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:01.978539] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:01.979473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:01.979563] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:01.979614] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:02.103449] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:02.103632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:02.103677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:02.103717] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:02.107266] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2026-02-11T20:18:02.107596] [INFO ] [FORECASTER] Completed predict_future for BRX
[2026-02-11T20:18:02.107733] [INFO ] [sig       ] BRX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:02.247779] [INFO ] [LOCAL     ] Saved forecast: BRX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BRX.txt
[2026-02-11T20:18:02.247930] [INFO ] [sig       ] [493/3412] Completed BRX in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-11T20:18:02.247971] [INFO ] [sig       ] [494/3412] Forecasting BRZE...
[2026-02-11T20:18:02.248001] [INFO ] [sig       ] Generating forecast for: BRZE
[2026-02-11T20:18:02.248032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2026-02-11T20:18:02.260466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2026-02-11T20:18:02.260783] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2026-02-11T20:18:02.261600] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2026-02-11T20:18:02.261653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:02.261684] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:02.261710] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:02.261769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:02.319694] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:02.320424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:02.320507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:02.320541] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:02.444312] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:02.444477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:02.444519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:02.444548] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:02.448329] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: DOWN (p=45.54%)
[2026-02-11T20:18:02.448622] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2026-02-11T20:18:02.448752] [INFO ] [sig       ] BRZE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:02.593737] [INFO ] [LOCAL     ] Saved forecast: BRZE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BRZE.txt
[2026-02-11T20:18:02.593889] [INFO ] [sig       ] [494/3412] Completed BRZE in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-11T20:18:02.593931] [INFO ] [sig       ] [495/3412] Forecasting BSAC...
[2026-02-11T20:18:02.593960] [INFO ] [sig       ] Generating forecast for: BSAC
[2026-02-11T20:18:02.593990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2026-02-11T20:18:02.605798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2026-02-11T20:18:02.606101] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2026-02-11T20:18:02.606926] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2026-02-11T20:18:02.606978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:02.607010] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:02.607037] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:02.607113] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:02.664497] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:02.665221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:02.665308] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:02.665341] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:02.789195] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:02.789362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:02.789403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:02.789430] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:02.793019] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=82.49%)
[2026-02-11T20:18:02.793314] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2026-02-11T20:18:02.793443] [INFO ] [sig       ] BSAC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:02.936107] [INFO ] [LOCAL     ] Saved forecast: BSAC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BSAC.txt
[2026-02-11T20:18:02.936243] [INFO ] [sig       ] [495/3412] Completed BSAC in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-11T20:18:02.936282] [INFO ] [sig       ] [496/3412] Forecasting BSCQ...
[2026-02-11T20:18:02.936311] [INFO ] [sig       ] Generating forecast for: BSCQ
[2026-02-11T20:18:02.936342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2026-02-11T20:18:02.948500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2026-02-11T20:18:02.948834] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2026-02-11T20:18:02.949676] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2026-02-11T20:18:02.949728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:02.949761] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:02.949789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:02.949846] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:03.010033] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:03.010940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:03.011025] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:03.011058] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:03.120919] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:03.121074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:03.121116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:03.121145] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:03.124667] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=60.47%)
[2026-02-11T20:18:03.124954] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2026-02-11T20:18:03.125086] [INFO ] [sig       ] BSCQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:03.266235] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BSCQ.txt
[2026-02-11T20:18:03.266356] [INFO ] [sig       ] [496/3412] Completed BSCQ in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-11T20:18:03.266395] [INFO ] [sig       ] [497/3412] Forecasting BSCS...
[2026-02-11T20:18:03.266424] [INFO ] [sig       ] Generating forecast for: BSCS
[2026-02-11T20:18:03.266454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2026-02-11T20:18:03.278051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2026-02-11T20:18:03.278341] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2026-02-11T20:18:03.279234] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2026-02-11T20:18:03.279289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:03.279323] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:03.279351] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:03.279409] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:03.337220] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:03.337887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:03.337968] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:03.338001] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:03.457311] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:03.457475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:03.457525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:03.457556] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:03.460914] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: DOWN (p=44.85%)
[2026-02-11T20:18:03.461188] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2026-02-11T20:18:03.461315] [INFO ] [sig       ] BSCS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:03.603084] [INFO ] [LOCAL     ] Saved forecast: BSCS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BSCS.txt
[2026-02-11T20:18:03.603202] [INFO ] [sig       ] [497/3412] Completed BSCS in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-11T20:18:03.603242] [INFO ] [sig       ] [498/3412] Forecasting BSCX...
[2026-02-11T20:18:03.603271] [INFO ] [sig       ] Generating forecast for: BSCX
[2026-02-11T20:18:03.603301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2026-02-11T20:18:03.615223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2026-02-11T20:18:03.615506] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2026-02-11T20:18:03.616397] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2026-02-11T20:18:03.616459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:03.616493] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:03.616521] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:03.616611] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:03.674026] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:03.674687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:03.674767] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:03.674799] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:03.798822] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:03.799026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:03.799069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:03.799098] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:03.802779] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2026-02-11T20:18:03.803059] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2026-02-11T20:18:03.803199] [INFO ] [sig       ] BSCX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:03.945166] [INFO ] [LOCAL     ] Saved forecast: BSCX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BSCX.txt
[2026-02-11T20:18:03.945283] [INFO ] [sig       ] [498/3412] Completed BSCX in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-11T20:18:03.945322] [INFO ] [sig       ] [499/3412] Forecasting BSCY...
[2026-02-11T20:18:03.945352] [INFO ] [sig       ] Generating forecast for: BSCY
[2026-02-11T20:18:03.945382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2026-02-11T20:18:03.957787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2026-02-11T20:18:03.958053] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2026-02-11T20:18:03.958868] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2026-02-11T20:18:03.958922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:03.958956] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:03.958984] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:03.959043] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:04.017263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:04.017977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:04.018102] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:04.018151] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:04.143324] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:04.143471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:04.143514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:04.143544] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:04.147078] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2026-02-11T20:18:04.147360] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2026-02-11T20:18:04.147514] [INFO ] [sig       ] BSCY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:04.290711] [INFO ] [LOCAL     ] Saved forecast: BSCY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BSCY.txt
[2026-02-11T20:18:04.290832] [INFO ] [sig       ] [499/3412] Completed BSCY in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-11T20:18:04.290870] [INFO ] [sig       ] [500/3412] Forecasting BSJQ...
[2026-02-11T20:18:04.290899] [INFO ] [sig       ] Generating forecast for: BSJQ
[2026-02-11T20:18:04.290928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2026-02-11T20:18:04.303105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2026-02-11T20:18:04.303365] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2026-02-11T20:18:04.304366] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2026-02-11T20:18:04.304419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:04.304451] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:04.304477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:04.304533] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:04.362380] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:04.363222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:04.363305] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:04.363344] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:04.486148] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:04.486281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:04.486320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:04.486349] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:04.489824] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=70.36%)
[2026-02-11T20:18:04.490098] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2026-02-11T20:18:04.490224] [INFO ] [sig       ] BSJQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:04.632678] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BSJQ.txt
[2026-02-11T20:18:04.632795] [INFO ] [sig       ] [500/3412] Completed BSJQ in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-11T20:18:04.632834] [INFO ] [sig       ] [501/3412] Forecasting BSJS...
[2026-02-11T20:18:04.632864] [INFO ] [sig       ] Generating forecast for: BSJS
[2026-02-11T20:18:04.632894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2026-02-11T20:18:04.645121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2026-02-11T20:18:04.645392] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2026-02-11T20:18:04.646398] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2026-02-11T20:18:04.646459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:04.646703] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:04.646732] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:04.646789] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:04.704306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:04.704961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:04.705042] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:04.705075] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:04.823274] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:04.823398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:04.823436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:04.823465] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:04.826836] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2026-02-11T20:18:04.827106] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2026-02-11T20:18:04.827232] [INFO ] [sig       ] BSJS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:04.968338] [INFO ] [LOCAL     ] Saved forecast: BSJS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BSJS.txt
[2026-02-11T20:18:04.968451] [INFO ] [sig       ] [501/3412] Completed BSJS in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-11T20:18:04.968488] [INFO ] [sig       ] [502/3412] Forecasting BSL...
[2026-02-11T20:18:04.968516] [INFO ] [sig       ] Generating forecast for: BSL
[2026-02-11T20:18:04.968545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2026-02-11T20:18:04.980959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2026-02-11T20:18:04.981213] [INFO ] [FORECASTER] Starting predict_future for BSL
[2026-02-11T20:18:04.982032] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2026-02-11T20:18:04.982085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:04.982118] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:04.982145] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:04.982203] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:05.041528] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:05.042138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:05.042218] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:05.042249] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:05.160064] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:05.160181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:05.160218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:05.160246] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:05.163605] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=76.17%)
[2026-02-11T20:18:05.163878] [INFO ] [FORECASTER] Completed predict_future for BSL
[2026-02-11T20:18:05.164007] [INFO ] [sig       ] BSL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:05.304756] [INFO ] [LOCAL     ] Saved forecast: BSL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BSL.txt
[2026-02-11T20:18:05.304888] [INFO ] [sig       ] [502/3412] Completed BSL in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.4m
[2026-02-11T20:18:05.304927] [INFO ] [sig       ] [503/3412] Forecasting BSM...
[2026-02-11T20:18:05.304956] [INFO ] [sig       ] Generating forecast for: BSM
[2026-02-11T20:18:05.304986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2026-02-11T20:18:05.317199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2026-02-11T20:18:05.317653] [INFO ] [FORECASTER] Starting predict_future for BSM
[2026-02-11T20:18:05.318484] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2026-02-11T20:18:05.318538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:05.318589] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:05.318620] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:05.318678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:05.376189] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:05.377113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:05.377208] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:05.377242] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:05.501623] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:05.501793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:05.501835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:05.501866] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:05.505443] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=25.49%)
[2026-02-11T20:18:05.505759] [INFO ] [FORECASTER] Completed predict_future for BSM
[2026-02-11T20:18:05.505895] [INFO ] [sig       ] BSM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:05.656861] [INFO ] [LOCAL     ] Saved forecast: BSM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BSM.txt
[2026-02-11T20:18:05.657024] [INFO ] [sig       ] [503/3412] Completed BSM in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.4m
[2026-02-11T20:18:05.657066] [INFO ] [sig       ] [504/3412] Forecasting BSMQ...
[2026-02-11T20:18:05.657095] [INFO ] [sig       ] Generating forecast for: BSMQ
[2026-02-11T20:18:05.657126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2026-02-11T20:18:05.669913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2026-02-11T20:18:05.670348] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2026-02-11T20:18:05.671443] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2026-02-11T20:18:05.671500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:05.671532] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:05.671562] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:05.671680] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:05.734170] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:05.735355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:05.735451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:05.735486] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:05.869630] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:05.869817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:05.869862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:05.869903] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:05.875439] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=86.78%)
[2026-02-11T20:18:05.875913] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2026-02-11T20:18:05.876126] [INFO ] [sig       ] BSMQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:06.034379] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BSMQ.txt
[2026-02-11T20:18:06.034549] [INFO ] [sig       ] [504/3412] Completed BSMQ in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.4m
[2026-02-11T20:18:06.034617] [INFO ] [sig       ] [505/3412] Forecasting BSMS...
[2026-02-11T20:18:06.034653] [INFO ] [sig       ] Generating forecast for: BSMS
[2026-02-11T20:18:06.034686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2026-02-11T20:18:06.046443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2026-02-11T20:18:06.046875] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2026-02-11T20:18:06.047791] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2026-02-11T20:18:06.047843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:06.047877] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:06.047903] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:06.047961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:06.111267] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:06.112166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:06.112255] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:06.112289] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:06.237727] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:06.237897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:06.237939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:06.237967] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:06.241717] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: DOWN (p=47.18%)
[2026-02-11T20:18:06.242094] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2026-02-11T20:18:06.242254] [INFO ] [sig       ] BSMS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:06.393111] [INFO ] [LOCAL     ] Saved forecast: BSMS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BSMS.txt
[2026-02-11T20:18:06.393275] [INFO ] [sig       ] [505/3412] Completed BSMS in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.4m
[2026-02-11T20:18:06.393315] [INFO ] [sig       ] [506/3412] Forecasting BSSX...
[2026-02-11T20:18:06.393347] [INFO ] [sig       ] Generating forecast for: BSSX
[2026-02-11T20:18:06.393378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2026-02-11T20:18:06.405962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2026-02-11T20:18:06.406344] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2026-02-11T20:18:06.407212] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2026-02-11T20:18:06.407270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:06.407357] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:06.407410] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:06.407519] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:06.471402] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:06.472316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:06.472407] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:06.472443] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:06.586335] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:06.586503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:06.586544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:06.586609] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:06.590331] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2026-02-11T20:18:06.590674] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2026-02-11T20:18:06.590853] [INFO ] [sig       ] BSSX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:06.738033] [INFO ] [LOCAL     ] Saved forecast: BSSX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BSSX.txt
[2026-02-11T20:18:06.738199] [INFO ] [sig       ] [506/3412] Completed BSSX in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.4m
[2026-02-11T20:18:06.738244] [INFO ] [sig       ] [507/3412] Forecasting BSTZ...
[2026-02-11T20:18:06.738277] [INFO ] [sig       ] Generating forecast for: BSTZ
[2026-02-11T20:18:06.738309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2026-02-11T20:18:06.751178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2026-02-11T20:18:06.751608] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2026-02-11T20:18:06.752917] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2026-02-11T20:18:06.752972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:06.753005] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:06.753033] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:06.753092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:06.815476] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:06.816386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:06.816473] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:06.816507] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:06.939160] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:06.939322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:06.939370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:06.939407] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:06.942987] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=23.84%)
[2026-02-11T20:18:06.943294] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2026-02-11T20:18:06.943431] [INFO ] [sig       ] BSTZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:07.087988] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BSTZ.txt
[2026-02-11T20:18:07.088136] [INFO ] [sig       ] [507/3412] Completed BSTZ in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.4m
[2026-02-11T20:18:07.088176] [INFO ] [sig       ] [508/3412] Forecasting BSVN...
[2026-02-11T20:18:07.088206] [INFO ] [sig       ] Generating forecast for: BSVN
[2026-02-11T20:18:07.088238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2026-02-11T20:18:07.099508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2026-02-11T20:18:07.100117] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2026-02-11T20:18:07.101160] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2026-02-11T20:18:07.101212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:07.101245] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:07.101271] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:07.101328] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:07.159799] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:07.160707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:07.160992] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:07.161028] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:07.274389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:07.274566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:07.274644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:07.274676] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:07.278264] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=61.87%)
[2026-02-11T20:18:07.278599] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2026-02-11T20:18:07.278741] [INFO ] [sig       ] BSVN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:07.426023] [INFO ] [LOCAL     ] Saved forecast: BSVN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BSVN.txt
[2026-02-11T20:18:07.426177] [INFO ] [sig       ] [508/3412] Completed BSVN in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.4m
[2026-02-11T20:18:07.426217] [INFO ] [sig       ] [509/3412] Forecasting BSVO...
[2026-02-11T20:18:07.426247] [INFO ] [sig       ] Generating forecast for: BSVO
[2026-02-11T20:18:07.426278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2026-02-11T20:18:07.438124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2026-02-11T20:18:07.438418] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2026-02-11T20:18:07.439242] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2026-02-11T20:18:07.439295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:07.439327] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:07.439354] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:07.439413] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:07.496320] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:07.497024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:07.497117] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:07.497148] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:07.630958] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:07.631144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:07.631192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:07.631277] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:07.636165] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2026-02-11T20:18:07.636548] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2026-02-11T20:18:07.636774] [INFO ] [sig       ] BSVO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:07.798203] [INFO ] [LOCAL     ] Saved forecast: BSVO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BSVO.txt
[2026-02-11T20:18:07.798386] [INFO ] [sig       ] [509/3412] Completed BSVO in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-11T20:18:07.798435] [INFO ] [sig       ] [510/3412] Forecasting BSX...
[2026-02-11T20:18:07.798470] [INFO ] [sig       ] Generating forecast for: BSX
[2026-02-11T20:18:07.798501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2026-02-11T20:18:07.810804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2026-02-11T20:18:07.811210] [INFO ] [FORECASTER] Starting predict_future for BSX
[2026-02-11T20:18:07.812205] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2026-02-11T20:18:07.812261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:07.812293] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:07.812321] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:07.812391] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:07.879453] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:07.880622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:07.880723] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:07.880757] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:08.015502] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:08.015698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:08.015747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:08.015778] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:08.019636] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=86.44%)
[2026-02-11T20:18:08.019997] [INFO ] [FORECASTER] Completed predict_future for BSX
[2026-02-11T20:18:08.020162] [INFO ] [sig       ] BSX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:08.165559] [INFO ] [LOCAL     ] Saved forecast: BSX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BSX.txt
[2026-02-11T20:18:08.165817] [INFO ] [sig       ] [510/3412] Completed BSX in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-11T20:18:08.165886] [INFO ] [sig       ] [511/3412] Forecasting BSY...
[2026-02-11T20:18:08.165935] [INFO ] [sig       ] Generating forecast for: BSY
[2026-02-11T20:18:08.165987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2026-02-11T20:18:08.182461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2026-02-11T20:18:08.182963] [INFO ] [FORECASTER] Starting predict_future for BSY
[2026-02-11T20:18:08.184174] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2026-02-11T20:18:08.184241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:08.184292] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:08.184342] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:08.184437] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:08.254453] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:08.255457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:08.255556] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:08.255615] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:08.379514] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:08.379719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:08.379766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:08.379796] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:08.383518] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=54.21%)
[2026-02-11T20:18:08.383908] [INFO ] [FORECASTER] Completed predict_future for BSY
[2026-02-11T20:18:08.384064] [INFO ] [sig       ] BSY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:08.528618] [INFO ] [LOCAL     ] Saved forecast: BSY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BSY.txt
[2026-02-11T20:18:08.528769] [INFO ] [sig       ] [511/3412] Completed BSY in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-11T20:18:08.528809] [INFO ] [sig       ] [512/3412] Forecasting BTA...
[2026-02-11T20:18:08.528838] [INFO ] [sig       ] Generating forecast for: BTA
[2026-02-11T20:18:08.528870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2026-02-11T20:18:08.540661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2026-02-11T20:18:08.541028] [INFO ] [FORECASTER] Starting predict_future for BTA
[2026-02-11T20:18:08.541864] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2026-02-11T20:18:08.541918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:08.541959] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:08.541987] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:08.542045] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:08.600373] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:08.601263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:08.601352] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:08.601388] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:08.718877] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:08.719043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:08.719085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:08.719116] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:08.723260] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2026-02-11T20:18:08.723640] [INFO ] [FORECASTER] Completed predict_future for BTA
[2026-02-11T20:18:08.723789] [INFO ] [sig       ] BTA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:08.887483] [INFO ] [LOCAL     ] Saved forecast: BTA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BTA.txt
[2026-02-11T20:18:08.887688] [INFO ] [sig       ] [512/3412] Completed BTA in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-11T20:18:08.887744] [INFO ] [sig       ] [513/3412] Forecasting BTAI...
[2026-02-11T20:18:08.887774] [INFO ] [sig       ] Generating forecast for: BTAI
[2026-02-11T20:18:08.887810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2026-02-11T20:18:08.900379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2026-02-11T20:18:08.900744] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2026-02-11T20:18:08.901621] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2026-02-11T20:18:08.901675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:08.901709] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:08.901736] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:08.901796] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:08.968860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:08.969799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:08.969905] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:08.969940] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:09.100280] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:09.100451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:09.100495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:09.100525] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:09.104222] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: UP (p=69.72%)
[2026-02-11T20:18:09.104529] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2026-02-11T20:18:09.104693] [INFO ] [sig       ] BTAI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:09.264316] [INFO ] [LOCAL     ] Saved forecast: BTAI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BTAI.txt
[2026-02-11T20:18:09.264466] [INFO ] [sig       ] [513/3412] Completed BTAI in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-11T20:18:09.264506] [INFO ] [sig       ] [514/3412] Forecasting BTCS...
[2026-02-11T20:18:09.264535] [INFO ] [sig       ] Generating forecast for: BTCS
[2026-02-11T20:18:09.264566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2026-02-11T20:18:09.276055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2026-02-11T20:18:09.276412] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2026-02-11T20:18:09.277279] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2026-02-11T20:18:09.277332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:09.277364] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:09.277390] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:09.277472] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:09.342470] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:09.344151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:09.344323] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:09.344360] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:09.468840] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:09.469022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:09.469066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:09.469095] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:09.472824] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: UP (p=68.51%)
[2026-02-11T20:18:09.473105] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2026-02-11T20:18:09.473247] [INFO ] [sig       ] BTCS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:09.616696] [INFO ] [LOCAL     ] Saved forecast: BTCS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BTCS.txt
[2026-02-11T20:18:09.616868] [INFO ] [sig       ] [514/3412] Completed BTCS in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-11T20:18:09.616924] [INFO ] [sig       ] [515/3412] Forecasting BTE...
[2026-02-11T20:18:09.616956] [INFO ] [sig       ] Generating forecast for: BTE
[2026-02-11T20:18:09.616996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2026-02-11T20:18:09.630384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2026-02-11T20:18:09.630750] [INFO ] [FORECASTER] Starting predict_future for BTE
[2026-02-11T20:18:09.631620] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2026-02-11T20:18:09.631673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:09.631706] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:09.631733] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:09.631790] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:09.690454] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:09.691137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:09.691221] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:09.691252] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:09.805551] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:09.805718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:09.805758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:09.805785] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:09.809724] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2026-02-11T20:18:09.810000] [INFO ] [FORECASTER] Completed predict_future for BTE
[2026-02-11T20:18:09.810127] [INFO ] [sig       ] BTE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:09.953522] [INFO ] [LOCAL     ] Saved forecast: BTE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BTE.txt
[2026-02-11T20:18:09.953689] [INFO ] [sig       ] [515/3412] Completed BTE in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-11T20:18:09.953731] [INFO ] [sig       ] [516/3412] Forecasting BTF...
[2026-02-11T20:18:09.953765] [INFO ] [sig       ] Generating forecast for: BTF
[2026-02-11T20:18:09.953797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2026-02-11T20:18:09.965641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2026-02-11T20:18:09.965942] [INFO ] [FORECASTER] Starting predict_future for BTF
[2026-02-11T20:18:09.966788] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2026-02-11T20:18:09.966839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:09.966871] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:09.966898] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:09.966956] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:10.024382] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:10.025287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:10.025413] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:10.025447] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:10.145995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:10.146156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:10.146215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:10.146249] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:10.149863] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2026-02-11T20:18:10.150153] [INFO ] [FORECASTER] Completed predict_future for BTF
[2026-02-11T20:18:10.150287] [INFO ] [sig       ] BTF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:10.295108] [INFO ] [LOCAL     ] Saved forecast: BTF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BTF.txt
[2026-02-11T20:18:10.295271] [INFO ] [sig       ] [516/3412] Completed BTF in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-11T20:18:10.295315] [INFO ] [sig       ] [517/3412] Forecasting BTI...
[2026-02-11T20:18:10.295348] [INFO ] [sig       ] Generating forecast for: BTI
[2026-02-11T20:18:10.295380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2026-02-11T20:18:10.308618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2026-02-11T20:18:10.308996] [INFO ] [FORECASTER] Starting predict_future for BTI
[2026-02-11T20:18:10.309886] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2026-02-11T20:18:10.309941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:10.309974] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:10.310003] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:10.310062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:10.377146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:10.378104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:10.378201] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:10.378237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:10.513900] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:10.514058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:10.514099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:10.514129] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:10.517663] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2026-02-11T20:18:10.517948] [INFO ] [FORECASTER] Completed predict_future for BTI
[2026-02-11T20:18:10.518080] [INFO ] [sig       ] BTI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:10.658912] [INFO ] [LOCAL     ] Saved forecast: BTI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BTI.txt
[2026-02-11T20:18:10.659056] [INFO ] [sig       ] [517/3412] Completed BTI in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.3m
[2026-02-11T20:18:10.659097] [INFO ] [sig       ] [518/3412] Forecasting BTMD...
[2026-02-11T20:18:10.659127] [INFO ] [sig       ] Generating forecast for: BTMD
[2026-02-11T20:18:10.659157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2026-02-11T20:18:10.670779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2026-02-11T20:18:10.671099] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2026-02-11T20:18:10.671916] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2026-02-11T20:18:10.671967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:10.671998] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:10.672024] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:10.672082] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:10.731105] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:10.731906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:10.731991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:10.732026] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:10.864946] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:10.865165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:10.865236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:10.865288] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:10.871140] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2026-02-11T20:18:10.871627] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2026-02-11T20:18:10.872029] [INFO ] [sig       ] BTMD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:11.026329] [INFO ] [LOCAL     ] Saved forecast: BTMD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BTMD.txt
[2026-02-11T20:18:11.026516] [INFO ] [sig       ] [518/3412] Completed BTMD in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.3m
[2026-02-11T20:18:11.026587] [INFO ] [sig       ] [519/3412] Forecasting BTSG...
[2026-02-11T20:18:11.026626] [INFO ] [sig       ] Generating forecast for: BTSG
[2026-02-11T20:18:11.026667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2026-02-11T20:18:11.039541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2026-02-11T20:18:11.039974] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2026-02-11T20:18:11.040833] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2026-02-11T20:18:11.040887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:11.040921] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:11.040949] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:11.041009] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:11.101321] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:11.102223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:11.102337] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:11.102373] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:11.225685] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:11.225854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:11.225898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:11.225946] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:11.229770] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2026-02-11T20:18:11.230121] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2026-02-11T20:18:11.230273] [INFO ] [sig       ] BTSG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:11.372006] [INFO ] [LOCAL     ] Saved forecast: BTSG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BTSG.txt
[2026-02-11T20:18:11.372158] [INFO ] [sig       ] [519/3412] Completed BTSG in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.3m
[2026-02-11T20:18:11.372198] [INFO ] [sig       ] [520/3412] Forecasting BTZ...
[2026-02-11T20:18:11.372227] [INFO ] [sig       ] Generating forecast for: BTZ
[2026-02-11T20:18:11.372257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2026-02-11T20:18:11.383640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2026-02-11T20:18:11.383941] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2026-02-11T20:18:11.384752] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2026-02-11T20:18:11.384804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:11.384836] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:11.384863] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:11.384920] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:11.444121] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:11.444851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:11.444935] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:11.444968] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:11.562378] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:11.562536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:11.562594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:11.562629] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:11.566120] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=15.91%)
[2026-02-11T20:18:11.566406] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2026-02-11T20:18:11.566542] [INFO ] [sig       ] BTZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:11.709426] [INFO ] [LOCAL     ] Saved forecast: BTZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BTZ.txt
[2026-02-11T20:18:11.709607] [INFO ] [sig       ] [520/3412] Completed BTZ in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.3m
[2026-02-11T20:18:11.709649] [INFO ] [sig       ] [521/3412] Forecasting BUD...
[2026-02-11T20:18:11.709681] [INFO ] [sig       ] Generating forecast for: BUD
[2026-02-11T20:18:11.709713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2026-02-11T20:18:11.722513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2026-02-11T20:18:11.723200] [INFO ] [FORECASTER] Starting predict_future for BUD
[2026-02-11T20:18:11.724117] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2026-02-11T20:18:11.724175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:11.724208] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:11.724235] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:11.724291] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:11.788244] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:11.789419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:11.789729] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:11.789765] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:11.914600] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:11.914765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:11.914806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:11.914836] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:11.918335] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2026-02-11T20:18:11.918691] [INFO ] [FORECASTER] Completed predict_future for BUD
[2026-02-11T20:18:11.918832] [INFO ] [sig       ] BUD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:12.063336] [INFO ] [LOCAL     ] Saved forecast: BUD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BUD.txt
[2026-02-11T20:18:12.063496] [INFO ] [sig       ] [521/3412] Completed BUD in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.3m
[2026-02-11T20:18:12.063536] [INFO ] [sig       ] [522/3412] Forecasting BUFC...
[2026-02-11T20:18:12.063567] [INFO ] [sig       ] Generating forecast for: BUFC
[2026-02-11T20:18:12.063623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2026-02-11T20:18:12.074005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2026-02-11T20:18:12.074374] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2026-02-11T20:18:12.075232] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2026-02-11T20:18:12.075285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:12.075317] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:12.075344] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:12.075400] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:12.135066] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:12.135973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:12.136063] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:12.136097] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:12.235917] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:12.236077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:12.236118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:12.236150] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:12.239624] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=54.84%)
[2026-02-11T20:18:12.239907] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2026-02-11T20:18:12.240036] [INFO ] [sig       ] BUFC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:12.384712] [INFO ] [LOCAL     ] Saved forecast: BUFC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BUFC.txt
[2026-02-11T20:18:12.384880] [INFO ] [sig       ] [522/3412] Completed BUFC in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.3m
[2026-02-11T20:18:12.384928] [INFO ] [sig       ] [523/3412] Forecasting BUG...
[2026-02-11T20:18:12.384960] [INFO ] [sig       ] Generating forecast for: BUG
[2026-02-11T20:18:12.384990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2026-02-11T20:18:12.397434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2026-02-11T20:18:12.397823] [INFO ] [FORECASTER] Starting predict_future for BUG
[2026-02-11T20:18:12.398847] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2026-02-11T20:18:12.398904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:12.398970] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:12.399011] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:12.399107] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:12.458704] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:12.459538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:12.459679] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:12.459717] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:12.583055] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:12.583218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:12.583259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:12.583288] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:12.586811] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: DOWN (p=10.61%)
[2026-02-11T20:18:12.587101] [INFO ] [FORECASTER] Completed predict_future for BUG
[2026-02-11T20:18:12.587236] [INFO ] [sig       ] BUG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:12.810237] [INFO ] [LOCAL     ] Saved forecast: BUG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BUG.txt
[2026-02-11T20:18:12.810402] [INFO ] [sig       ] [523/3412] Completed BUG in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.3m
[2026-02-11T20:18:12.810443] [INFO ] [sig       ] [524/3412] Forecasting BUI...
[2026-02-11T20:18:12.810474] [INFO ] [sig       ] Generating forecast for: BUI
[2026-02-11T20:18:12.810505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2026-02-11T20:18:12.823364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2026-02-11T20:18:12.823824] [INFO ] [FORECASTER] Starting predict_future for BUI
[2026-02-11T20:18:12.824723] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2026-02-11T20:18:12.824777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:12.824809] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:12.824837] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:12.824896] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:12.885599] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:12.886488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:12.886597] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:12.886636] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:13.004687] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:13.004818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:13.004856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:13.004884] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:13.008265] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: DOWN (p=26.86%)
[2026-02-11T20:18:13.008553] [INFO ] [FORECASTER] Completed predict_future for BUI
[2026-02-11T20:18:13.008727] [INFO ] [sig       ] BUI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:13.156704] [INFO ] [LOCAL     ] Saved forecast: BUI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BUI.txt
[2026-02-11T20:18:13.156857] [INFO ] [sig       ] [524/3412] Completed BUI in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.3m
[2026-02-11T20:18:13.156899] [INFO ] [sig       ] [525/3412] Forecasting BURL...
[2026-02-11T20:18:13.156928] [INFO ] [sig       ] Generating forecast for: BURL
[2026-02-11T20:18:13.156958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2026-02-11T20:18:13.169299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2026-02-11T20:18:13.169654] [INFO ] [FORECASTER] Starting predict_future for BURL
[2026-02-11T20:18:13.170884] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2026-02-11T20:18:13.170948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:13.170982] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:13.171010] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:13.171068] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:13.233972] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:13.234977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:13.235062] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:13.235096] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:13.359532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:13.359708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:13.359749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:13.359781] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:13.363232] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2026-02-11T20:18:13.363514] [INFO ] [FORECASTER] Completed predict_future for BURL
[2026-02-11T20:18:13.363660] [INFO ] [sig       ] BURL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:13.506045] [INFO ] [LOCAL     ] Saved forecast: BURL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BURL.txt
[2026-02-11T20:18:13.506195] [INFO ] [sig       ] [525/3412] Completed BURL in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.3m
[2026-02-11T20:18:13.506234] [INFO ] [sig       ] [526/3412] Forecasting BUSE...
[2026-02-11T20:18:13.506264] [INFO ] [sig       ] Generating forecast for: BUSE
[2026-02-11T20:18:13.506294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2026-02-11T20:18:13.519376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2026-02-11T20:18:13.519784] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2026-02-11T20:18:13.520789] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2026-02-11T20:18:13.520842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:13.521060] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:13.521086] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:13.521142] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:13.579139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:13.579929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:13.580011] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:13.580043] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:13.700368] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:13.700530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:13.700590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:13.700655] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:13.704079] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: UP (p=70.64%)
[2026-02-11T20:18:13.704356] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2026-02-11T20:18:13.704486] [INFO ] [sig       ] BUSE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:13.852046] [INFO ] [LOCAL     ] Saved forecast: BUSE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BUSE.txt
[2026-02-11T20:18:13.852238] [INFO ] [sig       ] [526/3412] Completed BUSE in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-11T20:18:13.852282] [INFO ] [sig       ] [527/3412] Forecasting BUXX...
[2026-02-11T20:18:13.852311] [INFO ] [sig       ] Generating forecast for: BUXX
[2026-02-11T20:18:13.852343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2026-02-11T20:18:13.864391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2026-02-11T20:18:13.864884] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2026-02-11T20:18:13.865787] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2026-02-11T20:18:13.865843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:13.865875] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:13.865903] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:13.865961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:13.926824] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:13.927742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:13.927860] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:13.927909] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:14.048780] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:14.048938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:14.048983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:14.049013] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:14.052539] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=77.43%)
[2026-02-11T20:18:14.052866] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2026-02-11T20:18:14.053005] [INFO ] [sig       ] BUXX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:14.205072] [INFO ] [LOCAL     ] Saved forecast: BUXX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BUXX.txt
[2026-02-11T20:18:14.205239] [INFO ] [sig       ] [527/3412] Completed BUXX in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-11T20:18:14.205300] [INFO ] [sig       ] [528/3412] Forecasting BVFL...
[2026-02-11T20:18:14.205347] [INFO ] [sig       ] Generating forecast for: BVFL
[2026-02-11T20:18:14.205382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2026-02-11T20:18:14.217288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2026-02-11T20:18:14.217710] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2026-02-11T20:18:14.218710] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2026-02-11T20:18:14.218765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:14.218799] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:14.218828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:14.218888] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:14.278462] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:14.279356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:14.279444] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:14.279480] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:14.392780] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:14.392938] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-11T20:18:14.392980] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:14.393012] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:14.396602] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=71.14%)
[2026-02-11T20:18:14.396914] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2026-02-11T20:18:14.397056] [INFO ] [sig       ] BVFL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:14.550945] [INFO ] [LOCAL     ] Saved forecast: BVFL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BVFL.txt
[2026-02-11T20:18:14.551197] [INFO ] [sig       ] [528/3412] Completed BVFL in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-11T20:18:14.551264] [INFO ] [sig       ] [529/3412] Forecasting BVN...
[2026-02-11T20:18:14.551306] [INFO ] [sig       ] Generating forecast for: BVN
[2026-02-11T20:18:14.551348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2026-02-11T20:18:14.563371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2026-02-11T20:18:14.563745] [INFO ] [FORECASTER] Starting predict_future for BVN
[2026-02-11T20:18:14.564617] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2026-02-11T20:18:14.564672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:14.564705] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:14.564733] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:14.564792] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:14.623334] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:14.624311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:14.624398] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:14.624434] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:14.744459] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:14.744641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:14.744684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:14.744714] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:14.748680] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2026-02-11T20:18:14.749181] [INFO ] [FORECASTER] Completed predict_future for BVN
[2026-02-11T20:18:14.749326] [INFO ] [sig       ] BVN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:14.905454] [INFO ] [LOCAL     ] Saved forecast: BVN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BVN.txt
[2026-02-11T20:18:14.905669] [INFO ] [sig       ] [529/3412] Completed BVN in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-11T20:18:14.905730] [INFO ] [sig       ] [530/3412] Forecasting BVS...
[2026-02-11T20:18:14.905763] [INFO ] [sig       ] Generating forecast for: BVS
[2026-02-11T20:18:14.905794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2026-02-11T20:18:14.916713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2026-02-11T20:18:14.917134] [INFO ] [FORECASTER] Starting predict_future for BVS
[2026-02-11T20:18:14.918086] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2026-02-11T20:18:14.918152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:14.918198] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:14.918236] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:14.918317] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:14.988322] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:14.989298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:14.989396] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:14.989432] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:15.118296] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:15.118466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:15.118509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:15.118538] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:15.122490] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2026-02-11T20:18:15.123059] [INFO ] [FORECASTER] Completed predict_future for BVS
[2026-02-11T20:18:15.123206] [INFO ] [sig       ] BVS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:15.277034] [INFO ] [LOCAL     ] Saved forecast: BVS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BVS.txt
[2026-02-11T20:18:15.277191] [INFO ] [sig       ] [530/3412] Completed BVS in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-11T20:18:15.277234] [INFO ] [sig       ] [531/3412] Forecasting BWA...
[2026-02-11T20:18:15.277264] [INFO ] [sig       ] Generating forecast for: BWA
[2026-02-11T20:18:15.277295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2026-02-11T20:18:15.292269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2026-02-11T20:18:15.292618] [INFO ] [FORECASTER] Starting predict_future for BWA
[2026-02-11T20:18:15.293413] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2026-02-11T20:18:15.293466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:15.293498] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:15.293525] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:15.293600] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:15.351902] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:15.352657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:15.352800] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:15.352846] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:15.473375] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:15.473531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:15.473591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:15.473623] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:15.477095] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=81.74%)
[2026-02-11T20:18:15.477370] [INFO ] [FORECASTER] Completed predict_future for BWA
[2026-02-11T20:18:15.477522] [INFO ] [sig       ] BWA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:15.620855] [INFO ] [LOCAL     ] Saved forecast: BWA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BWA.txt
[2026-02-11T20:18:15.620985] [INFO ] [sig       ] [531/3412] Completed BWA in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-11T20:18:15.621025] [INFO ] [sig       ] [532/3412] Forecasting BWAY...
[2026-02-11T20:18:15.621052] [INFO ] [sig       ] Generating forecast for: BWAY
[2026-02-11T20:18:15.621080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2026-02-11T20:18:15.633989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2026-02-11T20:18:15.634297] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2026-02-11T20:18:15.635210] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2026-02-11T20:18:15.635265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:15.635297] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:15.635326] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:15.635385] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:15.697055] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:15.697767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:15.697850] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:15.697883] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:15.818801] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:15.818925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:15.818978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:15.819007] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:15.822498] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=15.88%)
[2026-02-11T20:18:15.822795] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2026-02-11T20:18:15.822925] [INFO ] [sig       ] BWAY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:15.969827] [INFO ] [LOCAL     ] Saved forecast: BWAY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BWAY.txt
[2026-02-11T20:18:15.969962] [INFO ] [sig       ] [532/3412] Completed BWAY in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-11T20:18:15.970001] [INFO ] [sig       ] [533/3412] Forecasting BWB...
[2026-02-11T20:18:15.970030] [INFO ] [sig       ] Generating forecast for: BWB
[2026-02-11T20:18:15.970060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2026-02-11T20:18:15.983755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2026-02-11T20:18:15.984279] [INFO ] [FORECASTER] Starting predict_future for BWB
[2026-02-11T20:18:15.985300] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2026-02-11T20:18:15.985353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:15.985384] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:15.985411] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:15.985468] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:16.052941] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:16.053901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:16.054032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:16.054070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:16.178490] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:16.178668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:16.178713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:16.178744] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:16.182286] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=15.09%)
[2026-02-11T20:18:16.182589] [INFO ] [FORECASTER] Completed predict_future for BWB
[2026-02-11T20:18:16.182726] [INFO ] [sig       ] BWB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:16.326509] [INFO ] [LOCAL     ] Saved forecast: BWB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BWB.txt
[2026-02-11T20:18:16.326674] [INFO ] [sig       ] [533/3412] Completed BWB in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.2m
[2026-02-11T20:18:16.326716] [INFO ] [sig       ] [534/3412] Forecasting BWEN...
[2026-02-11T20:18:16.326746] [INFO ] [sig       ] Generating forecast for: BWEN
[2026-02-11T20:18:16.326775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2026-02-11T20:18:16.339781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2026-02-11T20:18:16.340453] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2026-02-11T20:18:16.341486] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2026-02-11T20:18:16.341555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:16.341630] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:16.341677] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:16.341756] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:16.402773] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:16.403709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:16.403805] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:16.403838] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:16.524462] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:16.524668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:16.524725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:16.524760] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:16.528525] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: UP (p=92.99%)
[2026-02-11T20:18:16.528923] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2026-02-11T20:18:16.529077] [INFO ] [sig       ] BWEN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:16.672718] [INFO ] [LOCAL     ] Saved forecast: BWEN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BWEN.txt
[2026-02-11T20:18:16.672853] [INFO ] [sig       ] [534/3412] Completed BWEN in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.2m
[2026-02-11T20:18:16.672892] [INFO ] [sig       ] [535/3412] Forecasting BWFG...
[2026-02-11T20:18:16.672922] [INFO ] [sig       ] Generating forecast for: BWFG
[2026-02-11T20:18:16.672952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2026-02-11T20:18:16.684229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2026-02-11T20:18:16.684547] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2026-02-11T20:18:16.685440] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2026-02-11T20:18:16.685497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:16.685532] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:16.685562] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:16.685652] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:16.771795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:16.772832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:16.772935] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:16.772973] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:16.896517] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:16.896690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:16.896734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:16.896764] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:16.900400] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: DOWN (p=20.11%)
[2026-02-11T20:18:16.900724] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2026-02-11T20:18:16.900860] [INFO ] [sig       ] BWFG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:17.040394] [INFO ] [LOCAL     ] Saved forecast: BWFG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BWFG.txt
[2026-02-11T20:18:17.040535] [INFO ] [sig       ] [535/3412] Completed BWFG in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.2m
[2026-02-11T20:18:17.040594] [INFO ] [sig       ] [536/3412] Forecasting BWG...
[2026-02-11T20:18:17.040626] [INFO ] [sig       ] Generating forecast for: BWG
[2026-02-11T20:18:17.040657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2026-02-11T20:18:17.051598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2026-02-11T20:18:17.051917] [INFO ] [FORECASTER] Starting predict_future for BWG
[2026-02-11T20:18:17.052801] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2026-02-11T20:18:17.052855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:17.052898] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:17.052926] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:17.052984] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:17.112337] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:17.113098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:17.113183] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:17.113217] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:17.232612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:17.232781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:17.232828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:17.232859] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:17.236378] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2026-02-11T20:18:17.236696] [INFO ] [FORECASTER] Completed predict_future for BWG
[2026-02-11T20:18:17.236831] [INFO ] [sig       ] BWG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:17.384965] [INFO ] [LOCAL     ] Saved forecast: BWG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BWG.txt
[2026-02-11T20:18:17.385132] [INFO ] [sig       ] [536/3412] Completed BWG in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.2m
[2026-02-11T20:18:17.385175] [INFO ] [sig       ] [537/3412] Forecasting BWIN...
[2026-02-11T20:18:17.385204] [INFO ] [sig       ] Generating forecast for: BWIN
[2026-02-11T20:18:17.385234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2026-02-11T20:18:17.396756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2026-02-11T20:18:17.397134] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2026-02-11T20:18:17.398029] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2026-02-11T20:18:17.398084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:17.398118] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:17.398146] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:17.398206] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:17.459622] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:17.460543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:17.460666] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:17.460711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:17.585006] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:17.585180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:17.585227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:17.585257] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:17.588878] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2026-02-11T20:18:17.589177] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2026-02-11T20:18:17.589314] [INFO ] [sig       ] BWIN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:17.732966] [INFO ] [LOCAL     ] Saved forecast: BWIN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BWIN.txt
[2026-02-11T20:18:17.733131] [INFO ] [sig       ] [537/3412] Completed BWIN in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.2m
[2026-02-11T20:18:17.733175] [INFO ] [sig       ] [538/3412] Forecasting BWMN...
[2026-02-11T20:18:17.733204] [INFO ] [sig       ] Generating forecast for: BWMN
[2026-02-11T20:18:17.733235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2026-02-11T20:18:17.744716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2026-02-11T20:18:17.745077] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2026-02-11T20:18:17.745926] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2026-02-11T20:18:17.745980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:17.746014] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:17.746041] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:17.746099] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:17.810360] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:17.811289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:17.811380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:17.811415] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:17.935452] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:17.935622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:17.935668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:17.935698] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:17.939259] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=50.96%)
[2026-02-11T20:18:17.939542] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2026-02-11T20:18:17.939717] [INFO ] [sig       ] BWMN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:18.082436] [INFO ] [LOCAL     ] Saved forecast: BWMN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BWMN.txt
[2026-02-11T20:18:18.082618] [INFO ] [sig       ] [538/3412] Completed BWMN in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.2m
[2026-02-11T20:18:18.082668] [INFO ] [sig       ] [539/3412] Forecasting BXC...
[2026-02-11T20:18:18.082700] [INFO ] [sig       ] Generating forecast for: BXC
[2026-02-11T20:18:18.082730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2026-02-11T20:18:18.094735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2026-02-11T20:18:18.095175] [INFO ] [FORECASTER] Starting predict_future for BXC
[2026-02-11T20:18:18.096253] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2026-02-11T20:18:18.096316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:18.096361] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:18.096396] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:18.096476] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:18.157007] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:18.157947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:18.158039] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:18.158075] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:18.281722] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:18.281886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:18.281929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:18.281961] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:18.285545] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=39.28%)
[2026-02-11T20:18:18.285895] [INFO ] [FORECASTER] Completed predict_future for BXC
[2026-02-11T20:18:18.286035] [INFO ] [sig       ] BXC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:18.431830] [INFO ] [LOCAL     ] Saved forecast: BXC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BXC.txt
[2026-02-11T20:18:18.431967] [INFO ] [sig       ] [539/3412] Completed BXC in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.2m
[2026-02-11T20:18:18.432008] [INFO ] [sig       ] [540/3412] Forecasting BXMX...
[2026-02-11T20:18:18.432042] [INFO ] [sig       ] Generating forecast for: BXMX
[2026-02-11T20:18:18.432074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2026-02-11T20:18:18.443851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2026-02-11T20:18:18.444181] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2026-02-11T20:18:18.445078] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2026-02-11T20:18:18.445132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:18.445208] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:18.445249] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:18.445334] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:18.505899] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:18.506810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:18.506901] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:18.506934] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:18.632379] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:18.632538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:18.632597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:18.632628] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:18.636095] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2026-02-11T20:18:18.636368] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2026-02-11T20:18:18.636496] [INFO ] [sig       ] BXMX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:18.779697] [INFO ] [LOCAL     ] Saved forecast: BXMX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BXMX.txt
[2026-02-11T20:18:18.779837] [INFO ] [sig       ] [540/3412] Completed BXMX in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.2m
[2026-02-11T20:18:18.779876] [INFO ] [sig       ] [541/3412] Forecasting BXP...
[2026-02-11T20:18:18.779907] [INFO ] [sig       ] Generating forecast for: BXP
[2026-02-11T20:18:18.779937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2026-02-11T20:18:18.791537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2026-02-11T20:18:18.791897] [INFO ] [FORECASTER] Starting predict_future for BXP
[2026-02-11T20:18:18.792815] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2026-02-11T20:18:18.792870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:18.792904] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:18.792931] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:18.793159] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:18.854045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:18.854825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:18.854910] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:18.854943] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:18.978443] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:18.978615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:18.978660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:18.978692] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:18.983141] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=40.37%)
[2026-02-11T20:18:18.983604] [INFO ] [FORECASTER] Completed predict_future for BXP
[2026-02-11T20:18:18.983803] [INFO ] [sig       ] BXP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:19.149393] [INFO ] [LOCAL     ] Saved forecast: BXP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BXP.txt
[2026-02-11T20:18:19.149551] [INFO ] [sig       ] [541/3412] Completed BXP in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.2m
[2026-02-11T20:18:19.149613] [INFO ] [sig       ] [542/3412] Forecasting BXSL...
[2026-02-11T20:18:19.149643] [INFO ] [sig       ] Generating forecast for: BXSL
[2026-02-11T20:18:19.149674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2026-02-11T20:18:19.161543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2026-02-11T20:18:19.161919] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2026-02-11T20:18:19.162828] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2026-02-11T20:18:19.162891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:19.162934] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:19.162971] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:19.163053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:19.222634] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:19.223505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:19.223625] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:19.223694] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:19.341970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:19.342134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:19.342179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:19.342209] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:19.345737] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=63.21%)
[2026-02-11T20:18:19.346019] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2026-02-11T20:18:19.346152] [INFO ] [sig       ] BXSL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:19.507814] [INFO ] [LOCAL     ] Saved forecast: BXSL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BXSL.txt
[2026-02-11T20:18:19.507977] [INFO ] [sig       ] [542/3412] Completed BXSL in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.2m
[2026-02-11T20:18:19.508019] [INFO ] [sig       ] [543/3412] Forecasting BYD...
[2026-02-11T20:18:19.508048] [INFO ] [sig       ] Generating forecast for: BYD
[2026-02-11T20:18:19.508080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2026-02-11T20:18:19.520185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2026-02-11T20:18:19.520610] [INFO ] [FORECASTER] Starting predict_future for BYD
[2026-02-11T20:18:19.521500] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2026-02-11T20:18:19.521555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:19.521612] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:19.521646] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:19.521719] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:19.586043] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:19.586986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:19.587109] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:19.587154] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:19.721733] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:19.721895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:19.721937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:19.722012] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:19.726080] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2026-02-11T20:18:19.726432] [INFO ] [FORECASTER] Completed predict_future for BYD
[2026-02-11T20:18:19.726619] [INFO ] [sig       ] BYD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:19.885246] [INFO ] [LOCAL     ] Saved forecast: BYD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BYD.txt
[2026-02-11T20:18:19.885396] [INFO ] [sig       ] [543/3412] Completed BYD in 0.4s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-11T20:18:19.885439] [INFO ] [sig       ] [544/3412] Forecasting BYRN...
[2026-02-11T20:18:19.885468] [INFO ] [sig       ] Generating forecast for: BYRN
[2026-02-11T20:18:19.885499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2026-02-11T20:18:19.897076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2026-02-11T20:18:19.897379] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2026-02-11T20:18:19.898265] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2026-02-11T20:18:19.898319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:19.898352] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:19.898380] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:19.898439] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:19.957344] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:19.958096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:19.958182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:19.958215] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:20.078880] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:20.079022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:20.079062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:20.079091] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:20.082537] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: DOWN (p=14.64%)
[2026-02-11T20:18:20.082850] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2026-02-11T20:18:20.082986] [INFO ] [sig       ] BYRN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:20.240232] [INFO ] [LOCAL     ] Saved forecast: BYRN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BYRN.txt
[2026-02-11T20:18:20.240364] [INFO ] [sig       ] [544/3412] Completed BYRN in 0.4s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-11T20:18:20.240403] [INFO ] [sig       ] [545/3412] Forecasting BYSI...
[2026-02-11T20:18:20.240433] [INFO ] [sig       ] Generating forecast for: BYSI
[2026-02-11T20:18:20.240463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2026-02-11T20:18:20.251490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2026-02-11T20:18:20.251806] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2026-02-11T20:18:20.252617] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2026-02-11T20:18:20.252672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:20.252711] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:20.252744] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:20.252815] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:20.311476] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:20.312171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:20.312445] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:20.312491] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:20.426628] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:20.426806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:20.426860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:20.426897] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:20.431739] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2026-02-11T20:18:20.432108] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2026-02-11T20:18:20.432286] [INFO ] [sig       ] BYSI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:20.602892] [INFO ] [LOCAL     ] Saved forecast: BYSI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/BYSI.txt
[2026-02-11T20:18:20.603062] [INFO ] [sig       ] [545/3412] Completed BYSI in 0.4s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-11T20:18:20.603104] [INFO ] [sig       ] [546/3412] Forecasting BZ...
[2026-02-11T20:18:20.603135] [INFO ] [sig       ] Generating forecast for: BZ
[2026-02-11T20:18:20.603167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2026-02-11T20:18:20.615174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2026-02-11T20:18:20.615521] [INFO ] [FORECASTER] Starting predict_future for BZ
[2026-02-11T20:18:20.616404] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2026-02-11T20:18:20.616457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:20.616490] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:20.616516] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:20.616597] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:20.676130] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:20.677273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:20.677390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:20.677426] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:20.800553] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:20.800747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:20.800788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:20.800816] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:20.804304] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2026-02-11T20:18:20.804628] [INFO ] [FORECASTER] Completed predict_future for BZ
[2026-02-11T20:18:20.804768] [INFO ] [sig       ] BZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:20.963385] [INFO ] [LOCAL     ] Saved forecast: BZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BZ.txt
[2026-02-11T20:18:20.963637] [INFO ] [sig       ] [546/3412] Completed BZ in 0.4s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-11T20:18:20.963683] [INFO ] [sig       ] [547/3412] Forecasting BZH...
[2026-02-11T20:18:20.963718] [INFO ] [sig       ] Generating forecast for: BZH
[2026-02-11T20:18:20.963755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2026-02-11T20:18:20.979327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2026-02-11T20:18:20.980045] [INFO ] [FORECASTER] Starting predict_future for BZH
[2026-02-11T20:18:20.981179] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2026-02-11T20:18:20.981241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:20.981283] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:20.981318] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:20.981411] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:21.055224] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:21.056231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:21.056322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:21.056357] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:21.174043] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:21.174206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:21.174247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:21.174278] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:21.177962] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2026-02-11T20:18:21.178251] [INFO ] [FORECASTER] Completed predict_future for BZH
[2026-02-11T20:18:21.178387] [INFO ] [sig       ] BZH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:21.320368] [INFO ] [LOCAL     ] Saved forecast: BZH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BZH.txt
[2026-02-11T20:18:21.320528] [INFO ] [sig       ] [547/3412] Completed BZH in 0.4s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-11T20:18:21.320587] [INFO ] [sig       ] [548/3412] Forecasting BZUN...
[2026-02-11T20:18:21.320621] [INFO ] [sig       ] Generating forecast for: BZUN
[2026-02-11T20:18:21.320653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2026-02-11T20:18:21.331739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2026-02-11T20:18:21.332069] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2026-02-11T20:18:21.332901] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2026-02-11T20:18:21.332954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:21.332986] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:21.333014] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:21.333070] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:21.389985] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:21.390911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:21.391001] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:21.391034] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:21.513437] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:21.513632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:21.513683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:21.513719] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:21.517324] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=44.50%)
[2026-02-11T20:18:21.517672] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2026-02-11T20:18:21.517820] [INFO ] [sig       ] BZUN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:21.658746] [INFO ] [LOCAL     ] Saved forecast: BZUN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/BZUN.txt
[2026-02-11T20:18:21.658914] [INFO ] [sig       ] [548/3412] Completed BZUN in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-11T20:18:21.658954] [INFO ] [sig       ] [549/3412] Forecasting C...
[2026-02-11T20:18:21.658983] [INFO ] [sig       ] Generating forecast for: C
[2026-02-11T20:18:21.659015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2026-02-11T20:18:21.670439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2026-02-11T20:18:21.670816] [INFO ] [FORECASTER] Starting predict_future for C
[2026-02-11T20:18:21.671665] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2026-02-11T20:18:21.671738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:21.671777] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:21.671809] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:21.671875] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:21.730309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:21.731302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:21.731390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:21.731425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:21.853246] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:21.853390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:21.853431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:21.853460] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:21.857541] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2026-02-11T20:18:21.857839] [INFO ] [FORECASTER] Completed predict_future for C
[2026-02-11T20:18:21.857969] [INFO ] [sig       ] C: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:21.999454] [INFO ] [LOCAL     ] Saved forecast: C	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/C.txt
[2026-02-11T20:18:21.999637] [INFO ] [sig       ] [549/3412] Completed C in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-11T20:18:21.999686] [INFO ] [sig       ] [550/3412] Forecasting CAAP...
[2026-02-11T20:18:21.999716] [INFO ] [sig       ] Generating forecast for: CAAP
[2026-02-11T20:18:21.999748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2026-02-11T20:18:22.010688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2026-02-11T20:18:22.010969] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2026-02-11T20:18:22.011788] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2026-02-11T20:18:22.011840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:22.011872] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:22.011900] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:22.011957] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:22.069013] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:22.069658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:22.069738] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:22.069803] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:22.192184] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:22.192337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:22.192379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:22.192408] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:22.195906] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2026-02-11T20:18:22.196181] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2026-02-11T20:18:22.196335] [INFO ] [sig       ] CAAP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:22.336496] [INFO ] [LOCAL     ] Saved forecast: CAAP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CAAP.txt
[2026-02-11T20:18:22.336659] [INFO ] [sig       ] [550/3412] Completed CAAP in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-11T20:18:22.336703] [INFO ] [sig       ] [551/3412] Forecasting CAAS...
[2026-02-11T20:18:22.336735] [INFO ] [sig       ] Generating forecast for: CAAS
[2026-02-11T20:18:22.336770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2026-02-11T20:18:22.347632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2026-02-11T20:18:22.347969] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2026-02-11T20:18:22.348813] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2026-02-11T20:18:22.348876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:22.348913] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:22.348939] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:22.348995] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:22.408414] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:22.409248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:22.409333] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:22.409365] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:22.520925] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:22.521082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:22.521129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:22.521175] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:22.524957] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=87.47%)
[2026-02-11T20:18:22.525285] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2026-02-11T20:18:22.525429] [INFO ] [sig       ] CAAS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:22.665494] [INFO ] [LOCAL     ] Saved forecast: CAAS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CAAS.txt
[2026-02-11T20:18:22.665650] [INFO ] [sig       ] [551/3412] Completed CAAS in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-11T20:18:22.665691] [INFO ] [sig       ] [552/3412] Forecasting CABA...
[2026-02-11T20:18:22.665720] [INFO ] [sig       ] Generating forecast for: CABA
[2026-02-11T20:18:22.665750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2026-02-11T20:18:22.678703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2026-02-11T20:18:22.679025] [INFO ] [FORECASTER] Starting predict_future for CABA
[2026-02-11T20:18:22.679869] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2026-02-11T20:18:22.679922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:22.679954] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:22.679981] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:22.680038] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:22.739282] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:22.740056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:22.740139] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:22.740172] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:22.854961] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:22.855115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:22.855158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:22.855186] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:22.858683] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2026-02-11T20:18:22.858963] [INFO ] [FORECASTER] Completed predict_future for CABA
[2026-02-11T20:18:22.859092] [INFO ] [sig       ] CABA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:23.003798] [INFO ] [LOCAL     ] Saved forecast: CABA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CABA.txt
[2026-02-11T20:18:23.003929] [INFO ] [sig       ] [552/3412] Completed CABA in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-11T20:18:23.003968] [INFO ] [sig       ] [553/3412] Forecasting CABO...
[2026-02-11T20:18:23.003997] [INFO ] [sig       ] Generating forecast for: CABO
[2026-02-11T20:18:23.004026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2026-02-11T20:18:23.016460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2026-02-11T20:18:23.016788] [INFO ] [FORECASTER] Starting predict_future for CABO
[2026-02-11T20:18:23.017639] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2026-02-11T20:18:23.017692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:23.017724] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:23.017753] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:23.017811] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:23.075733] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:23.076415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:23.076508] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:23.076542] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:23.195033] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:23.195192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:23.195234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:23.195262] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:23.198804] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=46.75%)
[2026-02-11T20:18:23.199102] [INFO ] [FORECASTER] Completed predict_future for CABO
[2026-02-11T20:18:23.199231] [INFO ] [sig       ] CABO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:23.340416] [INFO ] [LOCAL     ] Saved forecast: CABO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CABO.txt
[2026-02-11T20:18:23.340669] [INFO ] [sig       ] [553/3412] Completed CABO in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-11T20:18:23.340734] [INFO ] [sig       ] [554/3412] Forecasting CAC...
[2026-02-11T20:18:23.340776] [INFO ] [sig       ] Generating forecast for: CAC
[2026-02-11T20:18:23.340820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2026-02-11T20:18:23.352358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2026-02-11T20:18:23.352766] [INFO ] [FORECASTER] Starting predict_future for CAC
[2026-02-11T20:18:23.353627] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2026-02-11T20:18:23.353682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:23.353716] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:23.353744] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:23.353803] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:23.412936] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:23.413860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:23.413959] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:23.413993] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:23.537248] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:23.537407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:23.537471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:23.537502] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:23.541012] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=33.24%)
[2026-02-11T20:18:23.541322] [INFO ] [FORECASTER] Completed predict_future for CAC
[2026-02-11T20:18:23.541463] [INFO ] [sig       ] CAC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:23.686481] [INFO ] [LOCAL     ] Saved forecast: CAC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CAC.txt
[2026-02-11T20:18:23.686671] [INFO ] [sig       ] [554/3412] Completed CAC in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-11T20:18:23.686716] [INFO ] [sig       ] [555/3412] Forecasting CACC...
[2026-02-11T20:18:23.686744] [INFO ] [sig       ] Generating forecast for: CACC
[2026-02-11T20:18:23.686775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2026-02-11T20:18:23.700429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2026-02-11T20:18:23.700995] [INFO ] [FORECASTER] Starting predict_future for CACC
[2026-02-11T20:18:23.702289] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2026-02-11T20:18:23.702363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:23.702418] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:23.702466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:23.702558] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:23.798203] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:23.799461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:23.799631] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:23.799721] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:23.961201] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:23.961411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:23.961471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:23.961510] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:23.967388] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=50.56%)
[2026-02-11T20:18:23.968047] [INFO ] [FORECASTER] Completed predict_future for CACC
[2026-02-11T20:18:23.968293] [INFO ] [sig       ] CACC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:24.198459] [INFO ] [LOCAL     ] Saved forecast: CACC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CACC.txt
[2026-02-11T20:18:24.198717] [INFO ] [sig       ] [555/3412] Completed CACC in 0.5s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-11T20:18:24.198774] [INFO ] [sig       ] [556/3412] Forecasting CACI...
[2026-02-11T20:18:24.198812] [INFO ] [sig       ] Generating forecast for: CACI
[2026-02-11T20:18:24.198853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2026-02-11T20:18:24.227369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2026-02-11T20:18:24.227970] [INFO ] [FORECASTER] Starting predict_future for CACI
[2026-02-11T20:18:24.229361] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2026-02-11T20:18:24.229433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:24.229489] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:24.229538] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:24.229656] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:24.318395] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:24.319653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:24.319833] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:24.319913] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:24.486387] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:24.486638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:24.486751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:24.486817] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:24.492094] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=44.52%)
[2026-02-11T20:18:24.492553] [INFO ] [FORECASTER] Completed predict_future for CACI
[2026-02-11T20:18:24.492766] [INFO ] [sig       ] CACI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:24.724232] [INFO ] [LOCAL     ] Saved forecast: CACI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CACI.txt
[2026-02-11T20:18:24.724468] [INFO ] [sig       ] [556/3412] Completed CACI in 0.5s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-11T20:18:24.724537] [INFO ] [sig       ] [557/3412] Forecasting CADL...
[2026-02-11T20:18:24.724628] [INFO ] [sig       ] Generating forecast for: CADL
[2026-02-11T20:18:24.724684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2026-02-11T20:18:24.739233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2026-02-11T20:18:24.739712] [INFO ] [FORECASTER] Starting predict_future for CADL
[2026-02-11T20:18:24.740769] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2026-02-11T20:18:24.740838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:24.740931] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:24.740976] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:24.741062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:24.808678] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:24.809733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:24.809839] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:24.809881] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:24.966064] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:24.966237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:24.966281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:24.966312] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:24.969925] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: UP (p=84.35%)
[2026-02-11T20:18:24.970236] [INFO ] [FORECASTER] Completed predict_future for CADL
[2026-02-11T20:18:24.970382] [INFO ] [sig       ] CADL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:25.114881] [INFO ] [LOCAL     ] Saved forecast: CADL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CADL.txt
[2026-02-11T20:18:25.115012] [INFO ] [sig       ] [557/3412] Completed CADL in 0.4s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-11T20:18:25.115052] [INFO ] [sig       ] [558/3412] Forecasting CAE...
[2026-02-11T20:18:25.115082] [INFO ] [sig       ] Generating forecast for: CAE
[2026-02-11T20:18:25.115112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2026-02-11T20:18:25.126613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2026-02-11T20:18:25.126900] [INFO ] [FORECASTER] Starting predict_future for CAE
[2026-02-11T20:18:25.127747] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2026-02-11T20:18:25.127800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:25.127832] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:25.127858] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:25.127914] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:25.185795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:25.186492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:25.186591] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:25.186627] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:25.307074] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:25.307226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:25.307267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:25.307296] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:25.310757] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=67.99%)
[2026-02-11T20:18:25.311031] [INFO ] [FORECASTER] Completed predict_future for CAE
[2026-02-11T20:18:25.311161] [INFO ] [sig       ] CAE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:25.453509] [INFO ] [LOCAL     ] Saved forecast: CAE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CAE.txt
[2026-02-11T20:18:25.453689] [INFO ] [sig       ] [558/3412] Completed CAE in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-11T20:18:25.453731] [INFO ] [sig       ] [559/3412] Forecasting CAF...
[2026-02-11T20:18:25.453762] [INFO ] [sig       ] Generating forecast for: CAF
[2026-02-11T20:18:25.453792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2026-02-11T20:18:25.466346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2026-02-11T20:18:25.466752] [INFO ] [FORECASTER] Starting predict_future for CAF
[2026-02-11T20:18:25.467659] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2026-02-11T20:18:25.467720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:25.467753] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:25.467780] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:25.467838] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:25.525839] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:25.526649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:25.526733] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:25.526766] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:25.645210] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:25.645378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:25.645434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:25.645480] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:25.649332] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: UP (p=60.57%)
[2026-02-11T20:18:25.649710] [INFO ] [FORECASTER] Completed predict_future for CAF
[2026-02-11T20:18:25.649861] [INFO ] [sig       ] CAF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:25.802917] [INFO ] [LOCAL     ] Saved forecast: CAF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CAF.txt
[2026-02-11T20:18:25.803090] [INFO ] [sig       ] [559/3412] Completed CAF in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-11T20:18:25.803134] [INFO ] [sig       ] [560/3412] Forecasting CAG...
[2026-02-11T20:18:25.803164] [INFO ] [sig       ] Generating forecast for: CAG
[2026-02-11T20:18:25.803196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2026-02-11T20:18:25.815535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2026-02-11T20:18:25.815900] [INFO ] [FORECASTER] Starting predict_future for CAG
[2026-02-11T20:18:25.816814] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2026-02-11T20:18:25.816879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:25.816929] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:25.816964] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:25.817024] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:25.880747] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:25.881754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:25.881857] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:25.881901] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:26.010401] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:26.010568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:26.010633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:26.010665] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:26.014650] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2026-02-11T20:18:26.014961] [INFO ] [FORECASTER] Completed predict_future for CAG
[2026-02-11T20:18:26.015297] [INFO ] [sig       ] CAG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:26.163476] [INFO ] [LOCAL     ] Saved forecast: CAG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CAG.txt
[2026-02-11T20:18:26.163635] [INFO ] [sig       ] [560/3412] Completed CAG in 0.4s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-11T20:18:26.163678] [INFO ] [sig       ] [561/3412] Forecasting CAH...
[2026-02-11T20:18:26.163706] [INFO ] [sig       ] Generating forecast for: CAH
[2026-02-11T20:18:26.163737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2026-02-11T20:18:26.175607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2026-02-11T20:18:26.175888] [INFO ] [FORECASTER] Starting predict_future for CAH
[2026-02-11T20:18:26.176710] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2026-02-11T20:18:26.176763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:26.176795] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:26.176822] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:26.176884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:26.235189] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:26.236002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:26.236087] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:26.236119] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:26.359736] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:26.359910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:26.359952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:26.359982] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:26.363758] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=49.85%)
[2026-02-11T20:18:26.364091] [INFO ] [FORECASTER] Completed predict_future for CAH
[2026-02-11T20:18:26.364241] [INFO ] [sig       ] CAH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:26.508645] [INFO ] [LOCAL     ] Saved forecast: CAH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CAH.txt
[2026-02-11T20:18:26.508808] [INFO ] [sig       ] [561/3412] Completed CAH in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-11T20:18:26.508857] [INFO ] [sig       ] [562/3412] Forecasting CAKE...
[2026-02-11T20:18:26.508892] [INFO ] [sig       ] Generating forecast for: CAKE
[2026-02-11T20:18:26.508929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2026-02-11T20:18:26.520853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2026-02-11T20:18:26.521213] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2026-02-11T20:18:26.522032] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2026-02-11T20:18:26.522085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:26.522116] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:26.522142] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:26.522200] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:26.581777] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:26.582691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:26.582780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:26.582814] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:26.708482] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:26.708665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:26.708708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:26.708738] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:26.712411] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: DOWN (p=43.65%)
[2026-02-11T20:18:26.712721] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2026-02-11T20:18:26.712871] [INFO ] [sig       ] CAKE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:26.856017] [INFO ] [LOCAL     ] Saved forecast: CAKE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CAKE.txt
[2026-02-11T20:18:26.856173] [INFO ] [sig       ] [562/3412] Completed CAKE in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-11T20:18:26.856214] [INFO ] [sig       ] [563/3412] Forecasting CAL...
[2026-02-11T20:18:26.856242] [INFO ] [sig       ] Generating forecast for: CAL
[2026-02-11T20:18:26.856272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2026-02-11T20:18:26.868430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2026-02-11T20:18:26.868765] [INFO ] [FORECASTER] Starting predict_future for CAL
[2026-02-11T20:18:26.869632] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2026-02-11T20:18:26.869685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:26.869718] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:26.869746] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:26.869804] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:26.930758] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:26.931472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:26.931558] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:26.931611] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:27.055468] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:27.055650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:27.055695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:27.055724] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:27.059689] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=36.38%)
[2026-02-11T20:18:27.060057] [INFO ] [FORECASTER] Completed predict_future for CAL
[2026-02-11T20:18:27.060211] [INFO ] [sig       ] CAL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:27.200422] [INFO ] [LOCAL     ] Saved forecast: CAL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CAL.txt
[2026-02-11T20:18:27.200568] [INFO ] [sig       ] [563/3412] Completed CAL in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-11T20:18:27.200633] [INFO ] [sig       ] [564/3412] Forecasting CALM...
[2026-02-11T20:18:27.200668] [INFO ] [sig       ] Generating forecast for: CALM
[2026-02-11T20:18:27.200700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2026-02-11T20:18:27.211822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2026-02-11T20:18:27.212195] [INFO ] [FORECASTER] Starting predict_future for CALM
[2026-02-11T20:18:27.213035] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2026-02-11T20:18:27.213086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:27.213118] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:27.213144] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:27.213201] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:27.270979] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:27.271777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:27.271860] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:27.271893] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:27.398116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:27.398304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:27.398351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:27.398381] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:27.402145] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: UP (p=72.31%)
[2026-02-11T20:18:27.402446] [INFO ] [FORECASTER] Completed predict_future for CALM
[2026-02-11T20:18:27.402607] [INFO ] [sig       ] CALM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:27.545603] [INFO ] [LOCAL     ] Saved forecast: CALM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CALM.txt
[2026-02-11T20:18:27.545779] [INFO ] [sig       ] [564/3412] Completed CALM in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-11T20:18:27.545822] [INFO ] [sig       ] [565/3412] Forecasting CALX...
[2026-02-11T20:18:27.545851] [INFO ] [sig       ] Generating forecast for: CALX
[2026-02-11T20:18:27.545881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2026-02-11T20:18:27.557546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2026-02-11T20:18:27.557949] [INFO ] [FORECASTER] Starting predict_future for CALX
[2026-02-11T20:18:27.558896] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2026-02-11T20:18:27.558951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:27.558983] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:27.559011] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:27.559069] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:27.619267] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:27.620235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:27.620333] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:27.620368] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:27.748423] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:27.748603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:27.748650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:27.748677] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:27.752280] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2026-02-11T20:18:27.752627] [INFO ] [FORECASTER] Completed predict_future for CALX
[2026-02-11T20:18:27.752769] [INFO ] [sig       ] CALX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:27.898520] [INFO ] [LOCAL     ] Saved forecast: CALX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CALX.txt
[2026-02-11T20:18:27.898689] [INFO ] [sig       ] [565/3412] Completed CALX in 0.4s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-11T20:18:27.898731] [INFO ] [sig       ] [566/3412] Forecasting CAPL...
[2026-02-11T20:18:27.898761] [INFO ] [sig       ] Generating forecast for: CAPL
[2026-02-11T20:18:27.898791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2026-02-11T20:18:27.910072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2026-02-11T20:18:27.910403] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2026-02-11T20:18:27.911263] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2026-02-11T20:18:27.911317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:27.911348] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:27.911375] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:27.911432] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:27.970779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:27.971656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:27.971744] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:27.971778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:28.088133] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:28.088291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:28.088333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:28.088363] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:28.091971] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=23.65%)
[2026-02-11T20:18:28.092255] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2026-02-11T20:18:28.092392] [INFO ] [sig       ] CAPL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:28.233633] [INFO ] [LOCAL     ] Saved forecast: CAPL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CAPL.txt
[2026-02-11T20:18:28.233778] [INFO ] [sig       ] [566/3412] Completed CAPL in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-11T20:18:28.233816] [INFO ] [sig       ] [567/3412] Forecasting CARE...
[2026-02-11T20:18:28.233846] [INFO ] [sig       ] Generating forecast for: CARE
[2026-02-11T20:18:28.233876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2026-02-11T20:18:28.245466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2026-02-11T20:18:28.245831] [INFO ] [FORECASTER] Starting predict_future for CARE
[2026-02-11T20:18:28.246650] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2026-02-11T20:18:28.246703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:28.246735] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:28.246763] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:28.246820] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:28.303882] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:28.304649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:28.304757] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:28.304792] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:28.424309] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:28.424466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:28.424507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:28.424553] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:28.428226] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: DOWN (p=17.30%)
[2026-02-11T20:18:28.428539] [INFO ] [FORECASTER] Completed predict_future for CARE
[2026-02-11T20:18:28.428706] [INFO ] [sig       ] CARE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:28.569938] [INFO ] [LOCAL     ] Saved forecast: CARE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CARE.txt
[2026-02-11T20:18:28.570102] [INFO ] [sig       ] [567/3412] Completed CARE in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-11T20:18:28.570144] [INFO ] [sig       ] [568/3412] Forecasting CARG...
[2026-02-11T20:18:28.570178] [INFO ] [sig       ] Generating forecast for: CARG
[2026-02-11T20:18:28.570220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2026-02-11T20:18:28.581779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2026-02-11T20:18:28.582177] [INFO ] [FORECASTER] Starting predict_future for CARG
[2026-02-11T20:18:28.583074] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2026-02-11T20:18:28.583128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:28.583161] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:28.583187] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:28.583244] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:28.649420] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:28.650568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:28.650705] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:28.650758] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:28.778256] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:28.778417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:28.778459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:28.778488] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:28.781964] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2026-02-11T20:18:28.782239] [INFO ] [FORECASTER] Completed predict_future for CARG
[2026-02-11T20:18:28.782370] [INFO ] [sig       ] CARG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:28.936058] [INFO ] [LOCAL     ] Saved forecast: CARG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CARG.txt
[2026-02-11T20:18:28.936234] [INFO ] [sig       ] [568/3412] Completed CARG in 0.4s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-11T20:18:28.936286] [INFO ] [sig       ] [569/3412] Forecasting CARS...
[2026-02-11T20:18:28.936326] [INFO ] [sig       ] Generating forecast for: CARS
[2026-02-11T20:18:28.936368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2026-02-11T20:18:28.948716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2026-02-11T20:18:28.949107] [INFO ] [FORECASTER] Starting predict_future for CARS
[2026-02-11T20:18:28.950016] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2026-02-11T20:18:28.950071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:28.950104] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:28.950132] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:28.950192] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:29.014083] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:29.015117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:29.015222] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:29.015278] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:29.135546] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:29.135724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:29.135766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:29.135794] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:29.139460] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=70.19%)
[2026-02-11T20:18:29.139783] [INFO ] [FORECASTER] Completed predict_future for CARS
[2026-02-11T20:18:29.139923] [INFO ] [sig       ] CARS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:29.283633] [INFO ] [LOCAL     ] Saved forecast: CARS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CARS.txt
[2026-02-11T20:18:29.283772] [INFO ] [sig       ] [569/3412] Completed CARS in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-11T20:18:29.283813] [INFO ] [sig       ] [570/3412] Forecasting CASH...
[2026-02-11T20:18:29.283842] [INFO ] [sig       ] Generating forecast for: CASH
[2026-02-11T20:18:29.283872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2026-02-11T20:18:29.295363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2026-02-11T20:18:29.295670] [INFO ] [FORECASTER] Starting predict_future for CASH
[2026-02-11T20:18:29.296490] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2026-02-11T20:18:29.296552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:29.296624] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:29.296654] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:29.296713] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:29.357090] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:29.357905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:29.357991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:29.358024] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:29.482052] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:29.482219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:29.482263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:29.482295] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:29.485820] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=64.26%)
[2026-02-11T20:18:29.486110] [INFO ] [FORECASTER] Completed predict_future for CASH
[2026-02-11T20:18:29.486245] [INFO ] [sig       ] CASH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:29.630079] [INFO ] [LOCAL     ] Saved forecast: CASH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CASH.txt
[2026-02-11T20:18:29.630259] [INFO ] [sig       ] [570/3412] Completed CASH in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-11T20:18:29.630301] [INFO ] [sig       ] [571/3412] Forecasting CASS...
[2026-02-11T20:18:29.630330] [INFO ] [sig       ] Generating forecast for: CASS
[2026-02-11T20:18:29.630359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2026-02-11T20:18:29.642112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2026-02-11T20:18:29.642463] [INFO ] [FORECASTER] Starting predict_future for CASS
[2026-02-11T20:18:29.643373] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2026-02-11T20:18:29.643431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:29.643465] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:29.643503] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:29.643565] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:29.711847] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:29.713378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:29.713500] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:29.713543] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:29.862337] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:29.862510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:29.862564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:29.862627] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:29.867230] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=29.91%)
[2026-02-11T20:18:29.867655] [INFO ] [FORECASTER] Completed predict_future for CASS
[2026-02-11T20:18:29.867827] [INFO ] [sig       ] CASS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:30.032497] [INFO ] [LOCAL     ] Saved forecast: CASS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CASS.txt
[2026-02-11T20:18:30.032655] [INFO ] [sig       ] [571/3412] Completed CASS in 0.4s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-11T20:18:30.032699] [INFO ] [sig       ] [572/3412] Forecasting CASY...
[2026-02-11T20:18:30.032728] [INFO ] [sig       ] Generating forecast for: CASY
[2026-02-11T20:18:30.032758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2026-02-11T20:18:30.044545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2026-02-11T20:18:30.044884] [INFO ] [FORECASTER] Starting predict_future for CASY
[2026-02-11T20:18:30.045708] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2026-02-11T20:18:30.045760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:30.045792] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:30.045819] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:30.045876] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:30.104028] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:30.104928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:30.105017] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:30.105050] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:30.229564] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:30.229746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:30.229788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:30.229817] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:30.233304] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=28.37%)
[2026-02-11T20:18:30.233595] [INFO ] [FORECASTER] Completed predict_future for CASY
[2026-02-11T20:18:30.233727] [INFO ] [sig       ] CASY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:30.377760] [INFO ] [LOCAL     ] Saved forecast: CASY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CASY.txt
[2026-02-11T20:18:30.377914] [INFO ] [sig       ] [572/3412] Completed CASY in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-11T20:18:30.377969] [INFO ] [sig       ] [573/3412] Forecasting CATH...
[2026-02-11T20:18:30.378008] [INFO ] [sig       ] Generating forecast for: CATH
[2026-02-11T20:18:30.378050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2026-02-11T20:18:30.389954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2026-02-11T20:18:30.390244] [INFO ] [FORECASTER] Starting predict_future for CATH
[2026-02-11T20:18:30.391112] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2026-02-11T20:18:30.391164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:30.391196] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:30.391222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:30.391279] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:30.454663] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:30.455786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:30.455912] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:30.455957] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:30.582517] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:30.582693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:30.582737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:30.582770] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:30.586666] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: DOWN (p=23.74%)
[2026-02-11T20:18:30.586953] [INFO ] [FORECASTER] Completed predict_future for CATH
[2026-02-11T20:18:30.587087] [INFO ] [sig       ] CATH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:30.729517] [INFO ] [LOCAL     ] Saved forecast: CATH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CATH.txt
[2026-02-11T20:18:30.729675] [INFO ] [sig       ] [573/3412] Completed CATH in 0.4s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-11T20:18:30.729718] [INFO ] [sig       ] [574/3412] Forecasting CATO...
[2026-02-11T20:18:30.729747] [INFO ] [sig       ] Generating forecast for: CATO
[2026-02-11T20:18:30.729777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2026-02-11T20:18:30.741021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2026-02-11T20:18:30.741324] [INFO ] [FORECASTER] Starting predict_future for CATO
[2026-02-11T20:18:30.742152] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2026-02-11T20:18:30.742204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:30.742274] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:30.742303] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:30.742361] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:30.800307] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:30.801217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:30.801306] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:30.801341] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:30.923475] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:30.923651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:30.923695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:30.923727] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:30.927207] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=32.70%)
[2026-02-11T20:18:30.927520] [INFO ] [FORECASTER] Completed predict_future for CATO
[2026-02-11T20:18:30.927689] [INFO ] [sig       ] CATO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:31.076203] [INFO ] [LOCAL     ] Saved forecast: CATO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CATO.txt
[2026-02-11T20:18:31.076336] [INFO ] [sig       ] [574/3412] Completed CATO in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-11T20:18:31.076376] [INFO ] [sig       ] [575/3412] Forecasting CATY...
[2026-02-11T20:18:31.076405] [INFO ] [sig       ] Generating forecast for: CATY
[2026-02-11T20:18:31.076440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2026-02-11T20:18:31.087902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2026-02-11T20:18:31.088231] [INFO ] [FORECASTER] Starting predict_future for CATY
[2026-02-11T20:18:31.089093] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2026-02-11T20:18:31.089147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:31.089180] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:31.089208] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:31.089269] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:31.148315] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:31.149021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:31.149119] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:31.149153] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:31.271997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:31.272148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:31.272191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:31.272222] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:31.275813] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: UP (p=58.92%)
[2026-02-11T20:18:31.276090] [INFO ] [FORECASTER] Completed predict_future for CATY
[2026-02-11T20:18:31.276223] [INFO ] [sig       ] CATY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:31.419338] [INFO ] [LOCAL     ] Saved forecast: CATY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CATY.txt
[2026-02-11T20:18:31.419478] [INFO ] [sig       ] [575/3412] Completed CATY in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-11T20:18:31.419518] [INFO ] [sig       ] [576/3412] Forecasting CAVA...
[2026-02-11T20:18:31.419547] [INFO ] [sig       ] Generating forecast for: CAVA
[2026-02-11T20:18:31.419595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2026-02-11T20:18:31.432843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2026-02-11T20:18:31.433197] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2026-02-11T20:18:31.434047] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2026-02-11T20:18:31.434101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:31.434134] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:31.434164] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:31.434222] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:31.492845] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:31.493864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:31.493985] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:31.494040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:31.619991] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:31.620353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:31.620397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:31.620428] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:31.624413] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2026-02-11T20:18:31.624761] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2026-02-11T20:18:31.624899] [INFO ] [sig       ] CAVA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:31.769562] [INFO ] [LOCAL     ] Saved forecast: CAVA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CAVA.txt
[2026-02-11T20:18:31.769762] [INFO ] [sig       ] [576/3412] Completed CAVA in 0.4s | 2.78 sym/s | Total: 3.5m | ETA: 17.0m
[2026-02-11T20:18:31.769810] [INFO ] [sig       ] [577/3412] Forecasting CB...
[2026-02-11T20:18:31.769841] [INFO ] [sig       ] Generating forecast for: CB
[2026-02-11T20:18:31.769882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2026-02-11T20:18:31.783183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2026-02-11T20:18:31.783590] [INFO ] [FORECASTER] Starting predict_future for CB
[2026-02-11T20:18:31.784500] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2026-02-11T20:18:31.784553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:31.784614] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:31.784646] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:31.784714] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:31.843271] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:31.844096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:31.844194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:31.844230] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:31.966770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:31.966923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:31.966964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:31.967025] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:31.971888] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=40.86%)
[2026-02-11T20:18:31.972214] [INFO ] [FORECASTER] Completed predict_future for CB
[2026-02-11T20:18:31.972349] [INFO ] [sig       ] CB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:32.112189] [INFO ] [LOCAL     ] Saved forecast: CB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CB.txt
[2026-02-11T20:18:32.112324] [INFO ] [sig       ] [577/3412] Completed CB in 0.3s | 2.78 sym/s | Total: 3.5m | ETA: 17.0m
[2026-02-11T20:18:32.112364] [INFO ] [sig       ] [578/3412] Forecasting CBAN...
[2026-02-11T20:18:32.112394] [INFO ] [sig       ] Generating forecast for: CBAN
[2026-02-11T20:18:32.112424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2026-02-11T20:18:32.124013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2026-02-11T20:18:32.124310] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2026-02-11T20:18:32.125206] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2026-02-11T20:18:32.125260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:32.125293] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:32.125323] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:32.125383] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:32.182847] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:32.183459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:32.183539] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:32.183589] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:32.302641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:32.302793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:32.302834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:32.302862] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:32.306407] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2026-02-11T20:18:32.306717] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2026-02-11T20:18:32.306851] [INFO ] [sig       ] CBAN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:32.450252] [INFO ] [LOCAL     ] Saved forecast: CBAN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CBAN.txt
[2026-02-11T20:18:32.450393] [INFO ] [sig       ] [578/3412] Completed CBAN in 0.3s | 2.78 sym/s | Total: 3.5m | ETA: 17.0m
[2026-02-11T20:18:32.450431] [INFO ] [sig       ] [579/3412] Forecasting CBL...
[2026-02-11T20:18:32.450460] [INFO ] [sig       ] Generating forecast for: CBL
[2026-02-11T20:18:32.450493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2026-02-11T20:18:32.462685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2026-02-11T20:18:32.463031] [INFO ] [FORECASTER] Starting predict_future for CBL
[2026-02-11T20:18:32.463890] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2026-02-11T20:18:32.463943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:32.463974] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:32.464004] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:32.464061] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:32.521460] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:32.522201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:32.522284] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:32.522316] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:32.643424] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:32.643594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:32.643639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:32.643668] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:32.647098] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2026-02-11T20:18:32.647386] [INFO ] [FORECASTER] Completed predict_future for CBL
[2026-02-11T20:18:32.647592] [INFO ] [sig       ] CBL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:32.791106] [INFO ] [LOCAL     ] Saved forecast: CBL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CBL.txt
[2026-02-11T20:18:32.791299] [INFO ] [sig       ] [579/3412] Completed CBL in 0.3s | 2.78 sym/s | Total: 3.5m | ETA: 17.0m
[2026-02-11T20:18:32.791348] [INFO ] [sig       ] [580/3412] Forecasting CBNK...
[2026-02-11T20:18:32.791378] [INFO ] [sig       ] Generating forecast for: CBNK
[2026-02-11T20:18:32.791411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2026-02-11T20:18:32.804664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2026-02-11T20:18:32.805040] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2026-02-11T20:18:32.805904] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2026-02-11T20:18:32.805964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:32.806004] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:32.806038] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:32.806109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:32.867743] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:32.868518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:32.868622] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:32.868657] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:32.995873] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:32.996037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:32.996080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:32.996109] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:32.999808] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=48.63%)
[2026-02-11T20:18:33.000104] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2026-02-11T20:18:33.000253] [INFO ] [sig       ] CBNK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:33.143445] [INFO ] [LOCAL     ] Saved forecast: CBNK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CBNK.txt
[2026-02-11T20:18:33.143613] [INFO ] [sig       ] [580/3412] Completed CBNK in 0.4s | 2.78 sym/s | Total: 3.5m | ETA: 17.0m
[2026-02-11T20:18:33.143655] [INFO ] [sig       ] [581/3412] Forecasting CBRE...
[2026-02-11T20:18:33.143686] [INFO ] [sig       ] Generating forecast for: CBRE
[2026-02-11T20:18:33.143716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2026-02-11T20:18:33.156032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2026-02-11T20:18:33.156370] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2026-02-11T20:18:33.157278] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2026-02-11T20:18:33.157334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:33.157367] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:33.157395] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:33.157478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:33.219470] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:33.220480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:33.220622] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:33.220662] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:33.343520] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:33.343696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:33.343739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:33.343772] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:33.348213] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2026-02-11T20:18:33.348632] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2026-02-11T20:18:33.348832] [INFO ] [sig       ] CBRE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:33.496470] [INFO ] [LOCAL     ] Saved forecast: CBRE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CBRE.txt
[2026-02-11T20:18:33.496636] [INFO ] [sig       ] [581/3412] Completed CBRE in 0.4s | 2.78 sym/s | Total: 3.5m | ETA: 17.0m
[2026-02-11T20:18:33.496680] [INFO ] [sig       ] [582/3412] Forecasting CBRL...
[2026-02-11T20:18:33.496710] [INFO ] [sig       ] Generating forecast for: CBRL
[2026-02-11T20:18:33.496747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2026-02-11T20:18:33.508686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2026-02-11T20:18:33.509016] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2026-02-11T20:18:33.509851] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2026-02-11T20:18:33.509904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:33.509936] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:33.509966] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:33.510075] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:33.567660] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:33.568332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:33.568413] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:33.568447] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:33.690110] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:33.690260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:33.690300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:33.690328] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:33.693774] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: UP (p=71.65%)
[2026-02-11T20:18:33.694068] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2026-02-11T20:18:33.694212] [INFO ] [sig       ] CBRL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:33.847430] [INFO ] [LOCAL     ] Saved forecast: CBRL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CBRL.txt
[2026-02-11T20:18:33.847629] [INFO ] [sig       ] [582/3412] Completed CBRL in 0.4s | 2.78 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-11T20:18:33.847680] [INFO ] [sig       ] [583/3412] Forecasting CBSH...
[2026-02-11T20:18:33.847715] [INFO ] [sig       ] Generating forecast for: CBSH
[2026-02-11T20:18:33.847750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2026-02-11T20:18:33.861117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2026-02-11T20:18:33.861457] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2026-02-11T20:18:33.862286] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2026-02-11T20:18:33.862339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:33.862372] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:33.862399] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:33.862458] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:33.929626] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:33.930451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:33.930550] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:33.930612] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:34.058770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:34.058938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:34.058980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:34.059009] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:34.062529] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: DOWN (p=41.99%)
[2026-02-11T20:18:34.062838] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2026-02-11T20:18:34.062971] [INFO ] [sig       ] CBSH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:34.202679] [INFO ] [LOCAL     ] Saved forecast: CBSH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CBSH.txt
[2026-02-11T20:18:34.202788] [INFO ] [sig       ] [583/3412] Completed CBSH in 0.4s | 2.78 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-11T20:18:34.202826] [INFO ] [sig       ] [584/3412] Forecasting CBUS...
[2026-02-11T20:18:34.202853] [INFO ] [sig       ] Generating forecast for: CBUS
[2026-02-11T20:18:34.202881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2026-02-11T20:18:34.214865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2026-02-11T20:18:34.215118] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2026-02-11T20:18:34.215915] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2026-02-11T20:18:34.215976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:34.216008] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:34.216035] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:34.216092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:34.273555] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:34.274165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:34.274288] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:34.274321] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:34.396331] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:34.396514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:34.396559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:34.396611] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:34.400613] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=21.77%)
[2026-02-11T20:18:34.400935] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2026-02-11T20:18:34.401087] [INFO ] [sig       ] CBUS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:34.546738] [INFO ] [LOCAL     ] Saved forecast: CBUS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CBUS.txt
[2026-02-11T20:18:34.546896] [INFO ] [sig       ] [584/3412] Completed CBUS in 0.3s | 2.78 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-11T20:18:34.546938] [INFO ] [sig       ] [585/3412] Forecasting CBZ...
[2026-02-11T20:18:34.546967] [INFO ] [sig       ] Generating forecast for: CBZ
[2026-02-11T20:18:34.546997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2026-02-11T20:18:34.560027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2026-02-11T20:18:34.560313] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2026-02-11T20:18:34.561409] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2026-02-11T20:18:34.561464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:34.561498] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:34.561524] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:34.561606] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:34.621460] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:34.622327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:34.622421] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:34.622454] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:34.744293] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:34.744468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:34.744511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:34.744540] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:34.748183] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=15.45%)
[2026-02-11T20:18:34.748483] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2026-02-11T20:18:34.748643] [INFO ] [sig       ] CBZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:34.897317] [INFO ] [LOCAL     ] Saved forecast: CBZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CBZ.txt
[2026-02-11T20:18:34.897496] [INFO ] [sig       ] [585/3412] Completed CBZ in 0.4s | 2.78 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-11T20:18:34.897542] [INFO ] [sig       ] [586/3412] Forecasting CC...
[2026-02-11T20:18:34.897590] [INFO ] [sig       ] Generating forecast for: CC
[2026-02-11T20:18:34.897625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2026-02-11T20:18:34.911037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2026-02-11T20:18:34.911399] [INFO ] [FORECASTER] Starting predict_future for CC
[2026-02-11T20:18:34.912330] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2026-02-11T20:18:34.912385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:34.912418] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:34.912445] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:34.912503] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:34.973859] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:34.974765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:34.974854] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:34.974887] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:35.104208] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:35.104372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:35.104414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:35.104444] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:35.108006] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=39.70%)
[2026-02-11T20:18:35.108290] [INFO ] [FORECASTER] Completed predict_future for CC
[2026-02-11T20:18:35.108423] [INFO ] [sig       ] CC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:35.256250] [INFO ] [LOCAL     ] Saved forecast: CC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CC.txt
[2026-02-11T20:18:35.256397] [INFO ] [sig       ] [586/3412] Completed CC in 0.4s | 2.78 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-11T20:18:35.256436] [INFO ] [sig       ] [587/3412] Forecasting CCAP...
[2026-02-11T20:18:35.256466] [INFO ] [sig       ] Generating forecast for: CCAP
[2026-02-11T20:18:35.256496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2026-02-11T20:18:35.268402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2026-02-11T20:18:35.268757] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2026-02-11T20:18:35.269589] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2026-02-11T20:18:35.269643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:35.269674] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:35.269702] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:35.269759] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:35.343225] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:35.344144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:35.344253] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:35.344290] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:35.465162] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:35.465324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:35.465365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:35.465394] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:35.470014] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2026-02-11T20:18:35.470492] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2026-02-11T20:18:35.470689] [INFO ] [sig       ] CCAP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:35.609636] [INFO ] [LOCAL     ] Saved forecast: CCAP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CCAP.txt
[2026-02-11T20:18:35.609779] [INFO ] [sig       ] [587/3412] Completed CCAP in 0.4s | 2.78 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-11T20:18:35.609824] [INFO ] [sig       ] [588/3412] Forecasting CCB...
[2026-02-11T20:18:35.609855] [INFO ] [sig       ] Generating forecast for: CCB
[2026-02-11T20:18:35.609884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2026-02-11T20:18:35.621166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2026-02-11T20:18:35.621457] [INFO ] [FORECASTER] Starting predict_future for CCB
[2026-02-11T20:18:35.622271] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2026-02-11T20:18:35.622323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:35.622355] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:35.622382] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:35.622439] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:35.682935] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:35.683860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:35.683951] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:35.683983] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:35.806074] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:35.806233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:35.806274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:35.806303] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:35.809785] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=26.65%)
[2026-02-11T20:18:35.810061] [INFO ] [FORECASTER] Completed predict_future for CCB
[2026-02-11T20:18:35.810191] [INFO ] [sig       ] CCB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:35.961243] [INFO ] [LOCAL     ] Saved forecast: CCB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CCB.txt
[2026-02-11T20:18:35.961402] [INFO ] [sig       ] [588/3412] Completed CCB in 0.4s | 2.78 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-11T20:18:35.961443] [INFO ] [sig       ] [589/3412] Forecasting CCBG...
[2026-02-11T20:18:35.961471] [INFO ] [sig       ] Generating forecast for: CCBG
[2026-02-11T20:18:35.961501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2026-02-11T20:18:35.973110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2026-02-11T20:18:35.973389] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2026-02-11T20:18:35.974219] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2026-02-11T20:18:35.974271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:35.974302] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:35.974328] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:35.974385] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:36.031622] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:36.032214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:36.032294] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:36.032325] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:36.152073] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:36.152314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:36.152363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:36.152393] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:36.155812] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: UP (p=87.74%)
[2026-02-11T20:18:36.156127] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2026-02-11T20:18:36.156261] [INFO ] [sig       ] CCBG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:36.296670] [INFO ] [LOCAL     ] Saved forecast: CCBG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CCBG.txt
[2026-02-11T20:18:36.296781] [INFO ] [sig       ] [589/3412] Completed CCBG in 0.3s | 2.78 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-11T20:18:36.296819] [INFO ] [sig       ] [590/3412] Forecasting CCCC...
[2026-02-11T20:18:36.296849] [INFO ] [sig       ] Generating forecast for: CCCC
[2026-02-11T20:18:36.296878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2026-02-11T20:18:36.308321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2026-02-11T20:18:36.308594] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2026-02-11T20:18:36.309423] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2026-02-11T20:18:36.309474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:36.309506] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:36.309533] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:36.309615] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:36.367780] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:36.368397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:36.368491] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:36.368524] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:36.489021] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:36.489166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:36.489211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:36.489246] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:36.492589] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2026-02-11T20:18:36.492866] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2026-02-11T20:18:36.492995] [INFO ] [sig       ] CCCC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:36.633566] [INFO ] [LOCAL     ] Saved forecast: CCCC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CCCC.txt
[2026-02-11T20:18:36.633692] [INFO ] [sig       ] [590/3412] Completed CCCC in 0.3s | 2.78 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-11T20:18:36.633730] [INFO ] [sig       ] [591/3412] Forecasting CCD...
[2026-02-11T20:18:36.633757] [INFO ] [sig       ] Generating forecast for: CCD
[2026-02-11T20:18:36.633786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2026-02-11T20:18:36.645007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2026-02-11T20:18:36.645275] [INFO ] [FORECASTER] Starting predict_future for CCD
[2026-02-11T20:18:36.646070] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2026-02-11T20:18:36.646132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:36.646200] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:36.646235] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:36.646297] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:36.703239] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:36.703875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:36.703955] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:36.703987] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:36.821285] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:36.821452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:36.821512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:36.821542] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:36.825039] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: UP (p=78.74%)
[2026-02-11T20:18:36.825326] [INFO ] [FORECASTER] Completed predict_future for CCD
[2026-02-11T20:18:36.825456] [INFO ] [sig       ] CCD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:36.969180] [INFO ] [LOCAL     ] Saved forecast: CCD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CCD.txt
[2026-02-11T20:18:36.969345] [INFO ] [sig       ] [591/3412] Completed CCD in 0.3s | 2.78 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-11T20:18:36.969387] [INFO ] [sig       ] [592/3412] Forecasting CCEC...
[2026-02-11T20:18:36.969417] [INFO ] [sig       ] Generating forecast for: CCEC
[2026-02-11T20:18:36.969446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2026-02-11T20:18:36.981246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2026-02-11T20:18:36.981604] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2026-02-11T20:18:36.982397] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2026-02-11T20:18:36.982449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:36.982480] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:36.982507] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:36.982565] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:37.040676] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:37.041553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:37.041658] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:37.041691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:37.145009] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:37.145112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:37.145149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:37.145177] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:37.148387] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: UP (p=87.73%)
[2026-02-11T20:18:37.148675] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2026-02-11T20:18:37.148802] [INFO ] [sig       ] CCEC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:37.288766] [INFO ] [LOCAL     ] Saved forecast: CCEC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CCEC.txt
[2026-02-11T20:18:37.288877] [INFO ] [sig       ] [592/3412] Completed CCEC in 0.3s | 2.79 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-11T20:18:37.288915] [INFO ] [sig       ] [593/3412] Forecasting CCEP...
[2026-02-11T20:18:37.288943] [INFO ] [sig       ] Generating forecast for: CCEP
[2026-02-11T20:18:37.288972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2026-02-11T20:18:37.300279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2026-02-11T20:18:37.300546] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2026-02-11T20:18:37.301368] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2026-02-11T20:18:37.301419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:37.301452] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:37.301479] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:37.301536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:37.358968] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:37.359649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:37.359747] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:37.359786] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:37.483181] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:37.483290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:37.483326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:37.483353] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:37.486666] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=66.26%)
[2026-02-11T20:18:37.486936] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2026-02-11T20:18:37.487064] [INFO ] [sig       ] CCEP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:37.630605] [INFO ] [LOCAL     ] Saved forecast: CCEP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CCEP.txt
[2026-02-11T20:18:37.630787] [INFO ] [sig       ] [593/3412] Completed CCEP in 0.3s | 2.79 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-11T20:18:37.630829] [INFO ] [sig       ] [594/3412] Forecasting CCI...
[2026-02-11T20:18:37.630858] [INFO ] [sig       ] Generating forecast for: CCI
[2026-02-11T20:18:37.630893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2026-02-11T20:18:37.643461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2026-02-11T20:18:37.643864] [INFO ] [FORECASTER] Starting predict_future for CCI
[2026-02-11T20:18:37.644731] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2026-02-11T20:18:37.644783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:37.644814] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:37.644840] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:37.644895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:37.704592] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:37.705500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:37.705611] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:37.705648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:37.826031] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:37.826204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:37.826253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:37.826338] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:37.829876] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2026-02-11T20:18:37.830164] [INFO ] [FORECASTER] Completed predict_future for CCI
[2026-02-11T20:18:37.830309] [INFO ] [sig       ] CCI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:37.971987] [INFO ] [LOCAL     ] Saved forecast: CCI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CCI.txt
[2026-02-11T20:18:37.972136] [INFO ] [sig       ] [594/3412] Completed CCI in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.9m
[2026-02-11T20:18:37.972174] [INFO ] [sig       ] [595/3412] Forecasting CCIF...
[2026-02-11T20:18:37.972206] [INFO ] [sig       ] Generating forecast for: CCIF
[2026-02-11T20:18:37.972236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2026-02-11T20:18:37.983399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2026-02-11T20:18:37.983679] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2026-02-11T20:18:37.984523] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2026-02-11T20:18:37.984596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:37.984639] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:37.984667] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:37.984724] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:38.042314] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:38.042921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:38.043000] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:38.043032] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:38.162741] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:38.162890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:38.162929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:38.162957] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:38.166386] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=47.64%)
[2026-02-11T20:18:38.166681] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2026-02-11T20:18:38.166809] [INFO ] [sig       ] CCIF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:38.307972] [INFO ] [LOCAL     ] Saved forecast: CCIF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CCIF.txt
[2026-02-11T20:18:38.308139] [INFO ] [sig       ] [595/3412] Completed CCIF in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.9m
[2026-02-11T20:18:38.308187] [INFO ] [sig       ] [596/3412] Forecasting CCJ...
[2026-02-11T20:18:38.308223] [INFO ] [sig       ] Generating forecast for: CCJ
[2026-02-11T20:18:38.308260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2026-02-11T20:18:38.319720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2026-02-11T20:18:38.320021] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2026-02-11T20:18:38.320846] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2026-02-11T20:18:38.320897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:38.320929] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:38.320956] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:38.321013] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:38.378220] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:38.378887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:38.378967] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:38.378999] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:38.501935] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:38.502097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:38.502138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:38.502167] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:38.505634] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2026-02-11T20:18:38.505909] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2026-02-11T20:18:38.506038] [INFO ] [sig       ] CCJ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:38.645283] [INFO ] [LOCAL     ] Saved forecast: CCJ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CCJ.txt
[2026-02-11T20:18:38.645400] [INFO ] [sig       ] [596/3412] Completed CCJ in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-11T20:18:38.645439] [INFO ] [sig       ] [597/3412] Forecasting CCK...
[2026-02-11T20:18:38.645468] [INFO ] [sig       ] Generating forecast for: CCK
[2026-02-11T20:18:38.645499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2026-02-11T20:18:38.658721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2026-02-11T20:18:38.659013] [INFO ] [FORECASTER] Starting predict_future for CCK
[2026-02-11T20:18:38.659840] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2026-02-11T20:18:38.659892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:38.659924] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:38.659950] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:38.660007] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:38.719414] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:38.720089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:38.720177] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:38.720209] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:38.844020] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:38.844157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:38.844203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:38.844237] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:38.847769] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2026-02-11T20:18:38.848044] [INFO ] [FORECASTER] Completed predict_future for CCK
[2026-02-11T20:18:38.848174] [INFO ] [sig       ] CCK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:38.990463] [INFO ] [LOCAL     ] Saved forecast: CCK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CCK.txt
[2026-02-11T20:18:38.990652] [INFO ] [sig       ] [597/3412] Completed CCK in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-11T20:18:38.990717] [INFO ] [sig       ] [598/3412] Forecasting CCL...
[2026-02-11T20:18:38.990751] [INFO ] [sig       ] Generating forecast for: CCL
[2026-02-11T20:18:38.990783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2026-02-11T20:18:39.002768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2026-02-11T20:18:39.003149] [INFO ] [FORECASTER] Starting predict_future for CCL
[2026-02-11T20:18:39.003979] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2026-02-11T20:18:39.004031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:39.004063] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:39.004089] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:39.004157] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:39.062804] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:39.063690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:39.063774] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:39.063807] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:39.190691] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:39.190869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:39.190910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:39.190939] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:39.194529] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2026-02-11T20:18:39.194838] [INFO ] [FORECASTER] Completed predict_future for CCL
[2026-02-11T20:18:39.194969] [INFO ] [sig       ] CCL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:39.334647] [INFO ] [LOCAL     ] Saved forecast: CCL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CCL.txt
[2026-02-11T20:18:39.334820] [INFO ] [sig       ] [598/3412] Completed CCL in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-11T20:18:39.334869] [INFO ] [sig       ] [599/3412] Forecasting CCLD...
[2026-02-11T20:18:39.334908] [INFO ] [sig       ] Generating forecast for: CCLD
[2026-02-11T20:18:39.334940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2026-02-11T20:18:39.346605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2026-02-11T20:18:39.346926] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2026-02-11T20:18:39.347770] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2026-02-11T20:18:39.347822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:39.347854] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:39.347881] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:39.347937] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:39.405358] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:39.406091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:39.406176] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:39.406212] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:39.523333] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:39.523491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:39.523531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:39.523559] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:39.527030] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2026-02-11T20:18:39.527306] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2026-02-11T20:18:39.527439] [INFO ] [sig       ] CCLD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:39.668241] [INFO ] [LOCAL     ] Saved forecast: CCLD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CCLD.txt
[2026-02-11T20:18:39.668373] [INFO ] [sig       ] [599/3412] Completed CCLD in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-11T20:18:39.668411] [INFO ] [sig       ] [600/3412] Forecasting CCNE...
[2026-02-11T20:18:39.668441] [INFO ] [sig       ] Generating forecast for: CCNE
[2026-02-11T20:18:39.668471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2026-02-11T20:18:39.679700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2026-02-11T20:18:39.679983] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2026-02-11T20:18:39.680797] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2026-02-11T20:18:39.680849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:39.680880] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:39.680906] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:39.680963] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:39.739890] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:39.740594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:39.740676] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:39.740708] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:39.864889] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:39.865029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:39.865067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:39.865094] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:39.868499] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2026-02-11T20:18:39.868793] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2026-02-11T20:18:39.868926] [INFO ] [sig       ] CCNE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:40.008036] [INFO ] [LOCAL     ] Saved forecast: CCNE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CCNE.txt
[2026-02-11T20:18:40.008154] [INFO ] [sig       ] [600/3412] Completed CCNE in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-11T20:18:40.008194] [INFO ] [sig       ] [601/3412] Forecasting CCO...
[2026-02-11T20:18:40.008226] [INFO ] [sig       ] Generating forecast for: CCO
[2026-02-11T20:18:40.008255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2026-02-11T20:18:40.020524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2026-02-11T20:18:40.020858] [INFO ] [FORECASTER] Starting predict_future for CCO
[2026-02-11T20:18:40.021715] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2026-02-11T20:18:40.021768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:40.021800] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:40.021827] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:40.021884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:40.079314] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:40.080223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:40.080350] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:40.080385] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:40.204637] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:40.204800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:40.204842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:40.204871] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:40.208367] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=80.02%)
[2026-02-11T20:18:40.208663] [INFO ] [FORECASTER] Completed predict_future for CCO
[2026-02-11T20:18:40.208794] [INFO ] [sig       ] CCO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:40.350890] [INFO ] [LOCAL     ] Saved forecast: CCO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CCO.txt
[2026-02-11T20:18:40.351042] [INFO ] [sig       ] [601/3412] Completed CCO in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-11T20:18:40.351089] [INFO ] [sig       ] [602/3412] Forecasting CCOI...
[2026-02-11T20:18:40.351123] [INFO ] [sig       ] Generating forecast for: CCOI
[2026-02-11T20:18:40.351154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2026-02-11T20:18:40.363065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2026-02-11T20:18:40.363370] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2026-02-11T20:18:40.364232] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2026-02-11T20:18:40.364284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:40.364317] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:40.364343] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:40.364401] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:40.423554] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:40.424254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:40.424338] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:40.424370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:40.543825] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:40.544013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:40.544055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:40.544102] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:40.550810] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2026-02-11T20:18:40.551212] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2026-02-11T20:18:40.551372] [INFO ] [sig       ] CCOI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:40.694950] [INFO ] [LOCAL     ] Saved forecast: CCOI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CCOI.txt
[2026-02-11T20:18:40.695118] [INFO ] [sig       ] [602/3412] Completed CCOI in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-11T20:18:40.695162] [INFO ] [sig       ] [603/3412] Forecasting CCRN...
[2026-02-11T20:18:40.695196] [INFO ] [sig       ] Generating forecast for: CCRN
[2026-02-11T20:18:40.695233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2026-02-11T20:18:40.708653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2026-02-11T20:18:40.709043] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2026-02-11T20:18:40.710032] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2026-02-11T20:18:40.710101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:40.710149] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:40.710186] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:40.710260] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:40.773492] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:40.774287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:40.774377] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:40.774412] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:40.904838] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:40.905001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:40.905043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:40.905074] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:40.908935] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: UP (p=56.54%)
[2026-02-11T20:18:40.909250] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2026-02-11T20:18:40.909428] [INFO ] [sig       ] CCRN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:41.052679] [INFO ] [LOCAL     ] Saved forecast: CCRN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CCRN.txt
[2026-02-11T20:18:41.052826] [INFO ] [sig       ] [603/3412] Completed CCRN in 0.4s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-11T20:18:41.052866] [INFO ] [sig       ] [604/3412] Forecasting CCS...
[2026-02-11T20:18:41.052895] [INFO ] [sig       ] Generating forecast for: CCS
[2026-02-11T20:18:41.052924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2026-02-11T20:18:41.065314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2026-02-11T20:18:41.065713] [INFO ] [FORECASTER] Starting predict_future for CCS
[2026-02-11T20:18:41.066679] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2026-02-11T20:18:41.066734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:41.066771] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:41.066833] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:41.066913] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:41.130434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:41.131303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:41.131394] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:41.131447] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:41.260359] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:41.260543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:41.260617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:41.260652] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:41.264347] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=42.43%)
[2026-02-11T20:18:41.264696] [INFO ] [FORECASTER] Completed predict_future for CCS
[2026-02-11T20:18:41.264841] [INFO ] [sig       ] CCS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:41.419085] [INFO ] [LOCAL     ] Saved forecast: CCS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CCS.txt
[2026-02-11T20:18:41.419298] [INFO ] [sig       ] [604/3412] Completed CCS in 0.4s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-11T20:18:41.419351] [INFO ] [sig       ] [605/3412] Forecasting CCSI...
[2026-02-11T20:18:41.419385] [INFO ] [sig       ] Generating forecast for: CCSI
[2026-02-11T20:18:41.419417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2026-02-11T20:18:41.432312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2026-02-11T20:18:41.432669] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2026-02-11T20:18:41.433533] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2026-02-11T20:18:41.433612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:41.433649] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:41.433679] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:41.433739] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:41.493935] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:41.494665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:41.494769] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:41.494806] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:41.609779] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:41.609938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:41.609979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:41.610007] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:41.613462] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2026-02-11T20:18:41.613756] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2026-02-11T20:18:41.613884] [INFO ] [sig       ] CCSI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:41.762061] [INFO ] [LOCAL     ] Saved forecast: CCSI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CCSI.txt
[2026-02-11T20:18:41.762228] [INFO ] [sig       ] [605/3412] Completed CCSI in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-11T20:18:41.762279] [INFO ] [sig       ] [606/3412] Forecasting CDC...
[2026-02-11T20:18:41.762314] [INFO ] [sig       ] Generating forecast for: CDC
[2026-02-11T20:18:41.762351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2026-02-11T20:18:41.773898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2026-02-11T20:18:41.774153] [INFO ] [FORECASTER] Starting predict_future for CDC
[2026-02-11T20:18:41.774963] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2026-02-11T20:18:41.775015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:41.775046] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:41.775074] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:41.775140] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:41.833365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:41.834282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:41.834378] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:41.834411] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:41.952732] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:41.952925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:41.952980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:41.953021] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:41.957771] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=61.80%)
[2026-02-11T20:18:41.958168] [INFO ] [FORECASTER] Completed predict_future for CDC
[2026-02-11T20:18:41.958346] [INFO ] [sig       ] CDC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:42.100036] [INFO ] [LOCAL     ] Saved forecast: CDC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CDC.txt
[2026-02-11T20:18:42.100169] [INFO ] [sig       ] [606/3412] Completed CDC in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-11T20:18:42.100215] [INFO ] [sig       ] [607/3412] Forecasting CDE...
[2026-02-11T20:18:42.100250] [INFO ] [sig       ] Generating forecast for: CDE
[2026-02-11T20:18:42.100286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2026-02-11T20:18:42.111803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2026-02-11T20:18:42.112056] [INFO ] [FORECASTER] Starting predict_future for CDE
[2026-02-11T20:18:42.112872] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2026-02-11T20:18:42.112923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:42.112956] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:42.112982] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:42.113038] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:42.170243] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:42.170862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:42.170943] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:42.170975] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:42.293250] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:42.293421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:42.293475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:42.293520] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:42.297119] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=34.85%)
[2026-02-11T20:18:42.297404] [INFO ] [FORECASTER] Completed predict_future for CDE
[2026-02-11T20:18:42.297589] [INFO ] [sig       ] CDE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:42.441146] [INFO ] [LOCAL     ] Saved forecast: CDE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CDE.txt
[2026-02-11T20:18:42.441263] [INFO ] [sig       ] [607/3412] Completed CDE in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-11T20:18:42.441302] [INFO ] [sig       ] [608/3412] Forecasting CDIO...
[2026-02-11T20:18:42.441330] [INFO ] [sig       ] Generating forecast for: CDIO
[2026-02-11T20:18:42.441359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2026-02-11T20:18:42.452993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2026-02-11T20:18:42.453282] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2026-02-11T20:18:42.454097] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2026-02-11T20:18:42.454158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:42.454213] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:42.454242] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:42.454300] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:42.512374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:42.513090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:42.513173] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:42.513207] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:42.633894] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:42.634023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:42.634063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:42.634092] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:42.637986] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2026-02-11T20:18:42.638289] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2026-02-11T20:18:42.638446] [INFO ] [sig       ] CDIO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:42.784983] [INFO ] [LOCAL     ] Saved forecast: CDIO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CDIO.txt
[2026-02-11T20:18:42.785097] [INFO ] [sig       ] [608/3412] Completed CDIO in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-11T20:18:42.785137] [INFO ] [sig       ] [609/3412] Forecasting CDL...
[2026-02-11T20:18:42.785166] [INFO ] [sig       ] Generating forecast for: CDL
[2026-02-11T20:18:42.785197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2026-02-11T20:18:42.796268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2026-02-11T20:18:42.796531] [INFO ] [FORECASTER] Starting predict_future for CDL
[2026-02-11T20:18:42.797488] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2026-02-11T20:18:42.797546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:42.797599] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:42.797630] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:42.797689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:42.856311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:42.857067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:42.857151] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:42.857184] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:42.966105] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:42.966199] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-11T20:18:42.966237] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:42.966266] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:42.969508] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: UP (p=87.64%)
[2026-02-11T20:18:42.969793] [INFO ] [FORECASTER] Completed predict_future for CDL
[2026-02-11T20:18:42.969924] [INFO ] [sig       ] CDL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:43.115726] [INFO ] [LOCAL     ] Saved forecast: CDL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CDL.txt
[2026-02-11T20:18:43.115850] [INFO ] [sig       ] [609/3412] Completed CDL in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-11T20:18:43.115891] [INFO ] [sig       ] [610/3412] Forecasting CDNA...
[2026-02-11T20:18:43.115920] [INFO ] [sig       ] Generating forecast for: CDNA
[2026-02-11T20:18:43.115951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2026-02-11T20:18:43.127838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2026-02-11T20:18:43.128108] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2026-02-11T20:18:43.128976] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2026-02-11T20:18:43.129027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:43.129059] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:43.129086] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:43.129142] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:43.186643] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:43.187298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:43.187378] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:43.187410] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:43.306604] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:43.306763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:43.306803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:43.306830] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:43.310263] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=59.77%)
[2026-02-11T20:18:43.310547] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2026-02-11T20:18:43.310701] [INFO ] [sig       ] CDNA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:43.457699] [INFO ] [LOCAL     ] Saved forecast: CDNA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CDNA.txt
[2026-02-11T20:18:43.457833] [INFO ] [sig       ] [610/3412] Completed CDNA in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.7m
[2026-02-11T20:18:43.457873] [INFO ] [sig       ] [611/3412] Forecasting CDNS...
[2026-02-11T20:18:43.457904] [INFO ] [sig       ] Generating forecast for: CDNS
[2026-02-11T20:18:43.457936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2026-02-11T20:18:43.469487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2026-02-11T20:18:43.469804] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2026-02-11T20:18:43.470648] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2026-02-11T20:18:43.470703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:43.470735] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:43.470763] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:43.470821] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:43.530277] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:43.531215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:43.531327] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:43.531370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:43.656618] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:43.656774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:43.656816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:43.656880] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:43.660504] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=51.97%)
[2026-02-11T20:18:43.660814] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2026-02-11T20:18:43.660952] [INFO ] [sig       ] CDNS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:43.806611] [INFO ] [LOCAL     ] Saved forecast: CDNS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CDNS.txt
[2026-02-11T20:18:43.806773] [INFO ] [sig       ] [611/3412] Completed CDNS in 0.3s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-11T20:18:43.806816] [INFO ] [sig       ] [612/3412] Forecasting CDP...
[2026-02-11T20:18:43.806845] [INFO ] [sig       ] Generating forecast for: CDP
[2026-02-11T20:18:43.806875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2026-02-11T20:18:43.818517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2026-02-11T20:18:43.818852] [INFO ] [FORECASTER] Starting predict_future for CDP
[2026-02-11T20:18:43.819706] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2026-02-11T20:18:43.819759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:43.819791] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:43.819818] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:43.819875] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:43.877387] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:43.878075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:43.878157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:43.878190] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:43.994911] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:43.995041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:43.995080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:43.995108] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:43.998458] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2026-02-11T20:18:43.998751] [INFO ] [FORECASTER] Completed predict_future for CDP
[2026-02-11T20:18:43.998885] [INFO ] [sig       ] CDP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:44.139360] [INFO ] [LOCAL     ] Saved forecast: CDP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CDP.txt
[2026-02-11T20:18:44.139485] [INFO ] [sig       ] [612/3412] Completed CDP in 0.3s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-11T20:18:44.139525] [INFO ] [sig       ] [613/3412] Forecasting CDRE...
[2026-02-11T20:18:44.139554] [INFO ] [sig       ] Generating forecast for: CDRE
[2026-02-11T20:18:44.139601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2026-02-11T20:18:44.150519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2026-02-11T20:18:44.150832] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2026-02-11T20:18:44.151641] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2026-02-11T20:18:44.151693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:44.151724] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:44.151751] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:44.151808] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:44.210041] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:44.210800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:44.210887] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:44.210921] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:44.331859] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:44.332015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:44.332056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:44.332087] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:44.335645] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2026-02-11T20:18:44.335962] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2026-02-11T20:18:44.336095] [INFO ] [sig       ] CDRE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:44.478985] [INFO ] [LOCAL     ] Saved forecast: CDRE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CDRE.txt
[2026-02-11T20:18:44.479155] [INFO ] [sig       ] [613/3412] Completed CDRE in 0.3s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-11T20:18:44.479197] [INFO ] [sig       ] [614/3412] Forecasting CDRO...
[2026-02-11T20:18:44.479227] [INFO ] [sig       ] Generating forecast for: CDRO
[2026-02-11T20:18:44.479259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2026-02-11T20:18:44.490941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2026-02-11T20:18:44.491335] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2026-02-11T20:18:44.492232] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2026-02-11T20:18:44.492288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:44.492320] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:44.492351] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:44.492408] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:44.563426] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:44.564678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:44.564775] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:44.564812] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:44.686191] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:44.686396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:44.686462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:44.686494] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:44.692701] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=96.37%)
[2026-02-11T20:18:44.693248] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2026-02-11T20:18:44.693469] [INFO ] [sig       ] CDRO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:44.846131] [INFO ] [LOCAL     ] Saved forecast: CDRO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CDRO.txt
[2026-02-11T20:18:44.846293] [INFO ] [sig       ] [614/3412] Completed CDRO in 0.4s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-11T20:18:44.846339] [INFO ] [sig       ] [615/3412] Forecasting CDXS...
[2026-02-11T20:18:44.846368] [INFO ] [sig       ] Generating forecast for: CDXS
[2026-02-11T20:18:44.846399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2026-02-11T20:18:44.860110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2026-02-11T20:18:44.860529] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2026-02-11T20:18:44.861487] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2026-02-11T20:18:44.861543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:44.861601] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:44.861638] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:44.861698] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:44.924557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:44.925640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:44.925741] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:44.925776] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:45.052887] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:45.053060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:45.053124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:45.053157] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:45.057372] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: DOWN (p=42.57%)
[2026-02-11T20:18:45.057817] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2026-02-11T20:18:45.057976] [INFO ] [sig       ] CDXS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:45.212507] [INFO ] [LOCAL     ] Saved forecast: CDXS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CDXS.txt
[2026-02-11T20:18:45.212711] [INFO ] [sig       ] [615/3412] Completed CDXS in 0.4s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-11T20:18:45.212759] [INFO ] [sig       ] [616/3412] Forecasting CDZI...
[2026-02-11T20:18:45.212789] [INFO ] [sig       ] Generating forecast for: CDZI
[2026-02-11T20:18:45.212821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2026-02-11T20:18:45.224599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2026-02-11T20:18:45.224962] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2026-02-11T20:18:45.225826] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2026-02-11T20:18:45.225881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:45.225915] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:45.225944] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:45.226004] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:45.291635] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:45.292570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:45.292683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:45.292718] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:45.426672] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:45.426871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:45.426915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:45.426945] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:45.431073] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=5.96%)
[2026-02-11T20:18:45.431363] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2026-02-11T20:18:45.431500] [INFO ] [sig       ] CDZI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:45.577498] [INFO ] [LOCAL     ] Saved forecast: CDZI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CDZI.txt
[2026-02-11T20:18:45.577678] [INFO ] [sig       ] [616/3412] Completed CDZI in 0.4s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-11T20:18:45.577720] [INFO ] [sig       ] [617/3412] Forecasting CE...
[2026-02-11T20:18:45.577751] [INFO ] [sig       ] Generating forecast for: CE
[2026-02-11T20:18:45.577781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2026-02-11T20:18:45.590037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2026-02-11T20:18:45.590419] [INFO ] [FORECASTER] Starting predict_future for CE
[2026-02-11T20:18:45.591269] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2026-02-11T20:18:45.591323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:45.591356] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:45.591384] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:45.591442] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:45.651880] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:45.652861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:45.652950] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:45.652986] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:45.792836] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:45.793024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:45.793087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:45.793131] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:45.798628] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=30.19%)
[2026-02-11T20:18:45.799126] [INFO ] [FORECASTER] Completed predict_future for CE
[2026-02-11T20:18:45.799351] [INFO ] [sig       ] CE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:45.953144] [INFO ] [LOCAL     ] Saved forecast: CE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CE.txt
[2026-02-11T20:18:45.953354] [INFO ] [sig       ] [617/3412] Completed CE in 0.4s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-11T20:18:45.953406] [INFO ] [sig       ] [618/3412] Forecasting CECO...
[2026-02-11T20:18:45.953449] [INFO ] [sig       ] Generating forecast for: CECO
[2026-02-11T20:18:45.953492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2026-02-11T20:18:45.968295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2026-02-11T20:18:45.968695] [INFO ] [FORECASTER] Starting predict_future for CECO
[2026-02-11T20:18:45.969597] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2026-02-11T20:18:45.969654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:45.969687] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:45.969717] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:45.969775] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:46.031979] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:46.032988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:46.033131] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:46.033167] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:46.152050] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:46.152216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:46.152259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:46.152288] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:46.155810] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: UP (p=90.00%)
[2026-02-11T20:18:46.156115] [INFO ] [FORECASTER] Completed predict_future for CECO
[2026-02-11T20:18:46.156255] [INFO ] [sig       ] CECO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:46.305338] [INFO ] [LOCAL     ] Saved forecast: CECO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CECO.txt
[2026-02-11T20:18:46.305488] [INFO ] [sig       ] [618/3412] Completed CECO in 0.4s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-11T20:18:46.305528] [INFO ] [sig       ] [619/3412] Forecasting CEG...
[2026-02-11T20:18:46.305558] [INFO ] [sig       ] Generating forecast for: CEG
[2026-02-11T20:18:46.305607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2026-02-11T20:18:46.319171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2026-02-11T20:18:46.319463] [INFO ] [FORECASTER] Starting predict_future for CEG
[2026-02-11T20:18:46.320482] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2026-02-11T20:18:46.320534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:46.320594] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:46.320626] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:46.320683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:46.380537] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:46.381394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:46.381482] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:46.381516] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:46.520291] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:46.520466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:46.520508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:46.520539] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:46.524120] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2026-02-11T20:18:46.524430] [INFO ] [FORECASTER] Completed predict_future for CEG
[2026-02-11T20:18:46.524570] [INFO ] [sig       ] CEG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:46.665321] [INFO ] [LOCAL     ] Saved forecast: CEG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CEG.txt
[2026-02-11T20:18:46.665488] [INFO ] [sig       ] [619/3412] Completed CEG in 0.4s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-11T20:18:46.665529] [INFO ] [sig       ] [620/3412] Forecasting CELC...
[2026-02-11T20:18:46.665766] [INFO ] [sig       ] Generating forecast for: CELC
[2026-02-11T20:18:46.665798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2026-02-11T20:18:46.677597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2026-02-11T20:18:46.677935] [INFO ] [FORECASTER] Starting predict_future for CELC
[2026-02-11T20:18:46.678774] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2026-02-11T20:18:46.678825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:46.678856] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:46.678882] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:46.678939] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:46.737327] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:46.738662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:46.738754] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:46.738788] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:46.858768] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:46.858926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:46.858967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:46.858994] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:46.862953] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2026-02-11T20:18:46.863247] [INFO ] [FORECASTER] Completed predict_future for CELC
[2026-02-11T20:18:46.863384] [INFO ] [sig       ] CELC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:47.013606] [INFO ] [LOCAL     ] Saved forecast: CELC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CELC.txt
[2026-02-11T20:18:47.013759] [INFO ] [sig       ] [620/3412] Completed CELC in 0.3s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-11T20:18:47.013801] [INFO ] [sig       ] [621/3412] Forecasting CELH...
[2026-02-11T20:18:47.013830] [INFO ] [sig       ] Generating forecast for: CELH
[2026-02-11T20:18:47.013861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2026-02-11T20:18:47.025772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2026-02-11T20:18:47.026076] [INFO ] [FORECASTER] Starting predict_future for CELH
[2026-02-11T20:18:47.026886] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2026-02-11T20:18:47.026938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:47.026970] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:47.026997] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:47.027054] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:47.086323] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:47.087164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:47.087247] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:47.087280] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:47.206802] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:47.206958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:47.206999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:47.207027] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:47.210560] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=39.37%)
[2026-02-11T20:18:47.210857] [INFO ] [FORECASTER] Completed predict_future for CELH
[2026-02-11T20:18:47.210987] [INFO ] [sig       ] CELH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:47.350938] [INFO ] [LOCAL     ] Saved forecast: CELH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CELH.txt
[2026-02-11T20:18:47.351093] [INFO ] [sig       ] [621/3412] Completed CELH in 0.3s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-11T20:18:47.351134] [INFO ] [sig       ] [622/3412] Forecasting CELZ...
[2026-02-11T20:18:47.351163] [INFO ] [sig       ] Generating forecast for: CELZ
[2026-02-11T20:18:47.351195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2026-02-11T20:18:47.362392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2026-02-11T20:18:47.362810] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2026-02-11T20:18:47.363672] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2026-02-11T20:18:47.363727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:47.363761] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:47.363793] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:47.363864] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:47.424427] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:47.425498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:47.425603] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:47.425642] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:47.543834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:47.543993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:47.544033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:47.544062] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:47.547612] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: UP (p=87.55%)
[2026-02-11T20:18:47.547894] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2026-02-11T20:18:47.548026] [INFO ] [sig       ] CELZ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:47.691285] [INFO ] [LOCAL     ] Saved forecast: CELZ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CELZ.txt
[2026-02-11T20:18:47.691445] [INFO ] [sig       ] [622/3412] Completed CELZ in 0.3s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-11T20:18:47.691487] [INFO ] [sig       ] [623/3412] Forecasting CENTA...
[2026-02-11T20:18:47.691523] [INFO ] [sig       ] Generating forecast for: CENTA
[2026-02-11T20:18:47.691554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2026-02-11T20:18:47.703764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2026-02-11T20:18:47.704170] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2026-02-11T20:18:47.705021] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2026-02-11T20:18:47.705072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:47.705104] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:47.705131] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:47.705188] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:47.763379] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:47.764281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:47.764371] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:47.764406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:47.883011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:47.883178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:47.883222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:47.883251] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:47.886962] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=82.08%)
[2026-02-11T20:18:47.887263] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2026-02-11T20:18:47.887400] [INFO ] [sig       ] CENTA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:48.033362] [INFO ] [LOCAL     ] Saved forecast: CENTA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CENTA.txt
[2026-02-11T20:18:48.033529] [INFO ] [sig       ] [623/3412] Completed CENTA in 0.3s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-11T20:18:48.033592] [INFO ] [sig       ] [624/3412] Forecasting CENX...
[2026-02-11T20:18:48.033625] [INFO ] [sig       ] Generating forecast for: CENX
[2026-02-11T20:18:48.033657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2026-02-11T20:18:48.045384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2026-02-11T20:18:48.045730] [INFO ] [FORECASTER] Starting predict_future for CENX
[2026-02-11T20:18:48.046519] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2026-02-11T20:18:48.046589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:48.046624] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:48.046652] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:48.046709] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:48.105379] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:48.106271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:48.106360] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:48.106400] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:48.242280] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:48.242442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:48.242485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:48.242516] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:48.246083] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=17.41%)
[2026-02-11T20:18:48.246388] [INFO ] [FORECASTER] Completed predict_future for CENX
[2026-02-11T20:18:48.246558] [INFO ] [sig       ] CENX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:48.396243] [INFO ] [LOCAL     ] Saved forecast: CENX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CENX.txt
[2026-02-11T20:18:48.396404] [INFO ] [sig       ] [624/3412] Completed CENX in 0.4s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-11T20:18:48.396444] [INFO ] [sig       ] [625/3412] Forecasting CERS...
[2026-02-11T20:18:48.396476] [INFO ] [sig       ] Generating forecast for: CERS
[2026-02-11T20:18:48.396505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2026-02-11T20:18:48.407966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2026-02-11T20:18:48.408343] [INFO ] [FORECASTER] Starting predict_future for CERS
[2026-02-11T20:18:48.409233] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2026-02-11T20:18:48.409286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:48.409362] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:48.409396] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:48.409465] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:48.467510] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:48.468446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:48.468545] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:48.468599] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:48.589742] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:48.589906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:48.589947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:48.589976] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:48.593448] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: UP (p=71.89%)
[2026-02-11T20:18:48.593768] [INFO ] [FORECASTER] Completed predict_future for CERS
[2026-02-11T20:18:48.593905] [INFO ] [sig       ] CERS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:48.738467] [INFO ] [LOCAL     ] Saved forecast: CERS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CERS.txt
[2026-02-11T20:18:48.738659] [INFO ] [sig       ] [625/3412] Completed CERS in 0.3s | 2.79 sym/s | Total: 3.7m | ETA: 16.6m
[2026-02-11T20:18:48.738703] [INFO ] [sig       ] [626/3412] Forecasting CETX...
[2026-02-11T20:18:48.738733] [INFO ] [sig       ] Generating forecast for: CETX
[2026-02-11T20:18:48.738763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2026-02-11T20:18:48.750233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2026-02-11T20:18:48.750627] [INFO ] [FORECASTER] Starting predict_future for CETX
[2026-02-11T20:18:48.751469] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2026-02-11T20:18:48.751524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:48.751557] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:48.751617] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:48.751684] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:48.811562] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:48.812443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:48.812529] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:48.812564] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:48.928280] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:48.928454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:48.928506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:48.928559] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:48.932122] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: UP (p=77.14%)
[2026-02-11T20:18:48.932406] [INFO ] [FORECASTER] Completed predict_future for CETX
[2026-02-11T20:18:48.932541] [INFO ] [sig       ] CETX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:49.077459] [INFO ] [LOCAL     ] Saved forecast: CETX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CETX.txt
[2026-02-11T20:18:49.077619] [INFO ] [sig       ] [626/3412] Completed CETX in 0.3s | 2.79 sym/s | Total: 3.7m | ETA: 16.6m
[2026-02-11T20:18:49.077660] [INFO ] [sig       ] [627/3412] Forecasting CF...
[2026-02-11T20:18:49.077690] [INFO ] [sig       ] Generating forecast for: CF
[2026-02-11T20:18:49.077719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2026-02-11T20:18:49.088794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2026-02-11T20:18:49.089086] [INFO ] [FORECASTER] Starting predict_future for CF
[2026-02-11T20:18:49.089907] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2026-02-11T20:18:49.089960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:49.089992] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:49.090019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:49.090076] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:49.148093] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:49.148964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:49.149049] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:49.149082] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:49.269841] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:49.269985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:49.270026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:49.270055] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:49.273458] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2026-02-11T20:18:49.273761] [INFO ] [FORECASTER] Completed predict_future for CF
[2026-02-11T20:18:49.273891] [INFO ] [sig       ] CF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:49.413956] [INFO ] [LOCAL     ] Saved forecast: CF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CF.txt
[2026-02-11T20:18:49.414092] [INFO ] [sig       ] [627/3412] Completed CF in 0.3s | 2.79 sym/s | Total: 3.7m | ETA: 16.6m
[2026-02-11T20:18:49.414133] [INFO ] [sig       ] [628/3412] Forecasting CFFN...
[2026-02-11T20:18:49.414162] [INFO ] [sig       ] Generating forecast for: CFFN
[2026-02-11T20:18:49.414192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2026-02-11T20:18:49.425565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2026-02-11T20:18:49.425922] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2026-02-11T20:18:49.426826] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2026-02-11T20:18:49.426880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:49.426911] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:49.426940] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:49.426999] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:49.483890] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:49.484676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:49.484760] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:49.484806] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:49.603290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:49.603446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:49.603487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:49.603591] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:49.607185] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=82.37%)
[2026-02-11T20:18:49.607503] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2026-02-11T20:18:49.607662] [INFO ] [sig       ] CFFN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:49.751999] [INFO ] [LOCAL     ] Saved forecast: CFFN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CFFN.txt
[2026-02-11T20:18:49.752147] [INFO ] [sig       ] [628/3412] Completed CFFN in 0.3s | 2.79 sym/s | Total: 3.7m | ETA: 16.6m
[2026-02-11T20:18:49.752191] [INFO ] [sig       ] [629/3412] Forecasting CFG...
[2026-02-11T20:18:49.752220] [INFO ] [sig       ] Generating forecast for: CFG
[2026-02-11T20:18:49.752250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2026-02-11T20:18:49.763757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2026-02-11T20:18:49.764072] [INFO ] [FORECASTER] Starting predict_future for CFG
[2026-02-11T20:18:49.764961] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2026-02-11T20:18:49.765021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:49.765054] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:49.765084] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:49.765143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:49.823835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:49.824777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:49.824885] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:49.824933] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:49.951146] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:49.951308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:49.951350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:49.951382] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:49.954962] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=17.68%)
[2026-02-11T20:18:49.955255] [INFO ] [FORECASTER] Completed predict_future for CFG
[2026-02-11T20:18:49.955389] [INFO ] [sig       ] CFG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:50.107774] [INFO ] [LOCAL     ] Saved forecast: CFG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CFG.txt
[2026-02-11T20:18:50.107941] [INFO ] [sig       ] [629/3412] Completed CFG in 0.4s | 2.79 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-11T20:18:50.107986] [INFO ] [sig       ] [630/3412] Forecasting CFO...
[2026-02-11T20:18:50.108017] [INFO ] [sig       ] Generating forecast for: CFO
[2026-02-11T20:18:50.108048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2026-02-11T20:18:50.119098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2026-02-11T20:18:50.119481] [INFO ] [FORECASTER] Starting predict_future for CFO
[2026-02-11T20:18:50.120432] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2026-02-11T20:18:50.120488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:50.120521] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:50.120608] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:50.120693] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:50.182504] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:50.183370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:50.183460] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:50.183495] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:50.295601] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:50.295761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:50.295803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:50.295833] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:50.299614] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2026-02-11T20:18:50.299904] [INFO ] [FORECASTER] Completed predict_future for CFO
[2026-02-11T20:18:50.300039] [INFO ] [sig       ] CFO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:50.453472] [INFO ] [LOCAL     ] Saved forecast: CFO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CFO.txt
[2026-02-11T20:18:50.453685] [INFO ] [sig       ] [630/3412] Completed CFO in 0.3s | 2.79 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-11T20:18:50.453732] [INFO ] [sig       ] [631/3412] Forecasting CG...
[2026-02-11T20:18:50.453762] [INFO ] [sig       ] Generating forecast for: CG
[2026-02-11T20:18:50.453793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2026-02-11T20:18:50.466667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2026-02-11T20:18:50.467081] [INFO ] [FORECASTER] Starting predict_future for CG
[2026-02-11T20:18:50.467968] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2026-02-11T20:18:50.468024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:50.468057] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:50.468085] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:50.468160] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:50.534463] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:50.535367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:50.535458] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:50.535492] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:50.656709] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:50.656863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:50.656904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:50.656935] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:50.660500] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=92.33%)
[2026-02-11T20:18:50.660829] [INFO ] [FORECASTER] Completed predict_future for CG
[2026-02-11T20:18:50.660969] [INFO ] [sig       ] CG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:50.811721] [INFO ] [LOCAL     ] Saved forecast: CG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CG.txt
[2026-02-11T20:18:50.811873] [INFO ] [sig       ] [631/3412] Completed CG in 0.4s | 2.79 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-11T20:18:50.811913] [INFO ] [sig       ] [632/3412] Forecasting CGABL...
[2026-02-11T20:18:50.811942] [INFO ] [sig       ] Generating forecast for: CGABL
[2026-02-11T20:18:50.811972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2026-02-11T20:18:50.824461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2026-02-11T20:18:50.824807] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2026-02-11T20:18:50.825640] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2026-02-11T20:18:50.825692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:50.825725] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:50.825752] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:50.825810] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:50.885987] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:50.886882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:50.886972] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:50.887007] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:51.006819] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:51.006984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:51.007027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:51.007057] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:51.011042] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2026-02-11T20:18:51.011334] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2026-02-11T20:18:51.011481] [INFO ] [sig       ] CGABL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:51.156289] [INFO ] [LOCAL     ] Saved forecast: CGABL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CGABL.txt
[2026-02-11T20:18:51.156428] [INFO ] [sig       ] [632/3412] Completed CGABL in 0.3s | 2.79 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-11T20:18:51.156468] [INFO ] [sig       ] [633/3412] Forecasting CGBD...
[2026-02-11T20:18:51.156498] [INFO ] [sig       ] Generating forecast for: CGBD
[2026-02-11T20:18:51.156528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2026-02-11T20:18:51.167969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2026-02-11T20:18:51.168278] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2026-02-11T20:18:51.169121] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2026-02-11T20:18:51.169176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:51.169210] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:51.169238] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:51.169298] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:51.228332] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:51.229125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:51.229211] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:51.229246] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:51.345340] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:51.345501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:51.345548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:51.345603] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:51.349061] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: DOWN (p=30.42%)
[2026-02-11T20:18:51.349346] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2026-02-11T20:18:51.349480] [INFO ] [sig       ] CGBD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:51.494371] [INFO ] [LOCAL     ] Saved forecast: CGBD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CGBD.txt
[2026-02-11T20:18:51.494533] [INFO ] [sig       ] [633/3412] Completed CGBD in 0.3s | 2.79 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-11T20:18:51.494601] [INFO ] [sig       ] [634/3412] Forecasting CGC...
[2026-02-11T20:18:51.494633] [INFO ] [sig       ] Generating forecast for: CGC
[2026-02-11T20:18:51.494700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2026-02-11T20:18:51.507300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2026-02-11T20:18:51.507664] [INFO ] [FORECASTER] Starting predict_future for CGC
[2026-02-11T20:18:51.508472] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2026-02-11T20:18:51.508537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:51.508597] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:51.508632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:51.508691] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:51.566042] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:51.566657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:51.566737] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:51.566770] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:51.683533] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:51.683715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:51.683756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:51.683786] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:51.687277] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2026-02-11T20:18:51.687610] [INFO ] [FORECASTER] Completed predict_future for CGC
[2026-02-11T20:18:51.687742] [INFO ] [sig       ] CGC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:51.829402] [INFO ] [LOCAL     ] Saved forecast: CGC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CGC.txt
[2026-02-11T20:18:51.829541] [INFO ] [sig       ] [634/3412] Completed CGC in 0.3s | 2.79 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-11T20:18:51.829599] [INFO ] [sig       ] [635/3412] Forecasting CGEM...
[2026-02-11T20:18:51.829631] [INFO ] [sig       ] Generating forecast for: CGEM
[2026-02-11T20:18:51.829661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2026-02-11T20:18:51.840938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2026-02-11T20:18:51.841231] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2026-02-11T20:18:51.842051] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2026-02-11T20:18:51.842103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:51.842135] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:51.842162] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:51.842219] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:51.906599] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:51.908480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:51.908759] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:51.908811] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:52.030849] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:52.031021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:52.031065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:52.031096] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:52.034697] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: DOWN (p=34.51%)
[2026-02-11T20:18:52.034977] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2026-02-11T20:18:52.035128] [INFO ] [sig       ] CGEM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:52.178702] [INFO ] [LOCAL     ] Saved forecast: CGEM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CGEM.txt
[2026-02-11T20:18:52.178881] [INFO ] [sig       ] [635/3412] Completed CGEM in 0.3s | 2.79 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-11T20:18:52.178933] [INFO ] [sig       ] [636/3412] Forecasting CGEN...
[2026-02-11T20:18:52.178967] [INFO ] [sig       ] Generating forecast for: CGEN
[2026-02-11T20:18:52.179008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2026-02-11T20:18:52.192316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2026-02-11T20:18:52.192686] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2026-02-11T20:18:52.193591] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2026-02-11T20:18:52.193650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:52.193696] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:52.193729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:52.193790] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:52.258029] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:52.258735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:52.258818] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:52.258850] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:52.376672] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:52.376828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:52.376870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:52.376898] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:52.380379] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=33.38%)
[2026-02-11T20:18:52.380672] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2026-02-11T20:18:52.380800] [INFO ] [sig       ] CGEN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:52.520694] [INFO ] [LOCAL     ] Saved forecast: CGEN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CGEN.txt
[2026-02-11T20:18:52.520824] [INFO ] [sig       ] [636/3412] Completed CGEN in 0.3s | 2.79 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-11T20:18:52.520864] [INFO ] [sig       ] [637/3412] Forecasting CGNX...
[2026-02-11T20:18:52.520893] [INFO ] [sig       ] Generating forecast for: CGNX
[2026-02-11T20:18:52.520923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2026-02-11T20:18:52.532050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2026-02-11T20:18:52.532320] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2026-02-11T20:18:52.533151] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2026-02-11T20:18:52.533204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:52.533235] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:52.533262] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:52.533319] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:52.590972] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:52.591839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:52.591923] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:52.591956] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:52.715220] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:52.715400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:52.715444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:52.715472] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:52.719131] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=82.11%)
[2026-02-11T20:18:52.719457] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2026-02-11T20:18:52.719667] [INFO ] [sig       ] CGNX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:52.870003] [INFO ] [LOCAL     ] Saved forecast: CGNX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CGNX.txt
[2026-02-11T20:18:52.870167] [INFO ] [sig       ] [637/3412] Completed CGNX in 0.3s | 2.79 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-11T20:18:52.870208] [INFO ] [sig       ] [638/3412] Forecasting CGO...
[2026-02-11T20:18:52.870237] [INFO ] [sig       ] Generating forecast for: CGO
[2026-02-11T20:18:52.870266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2026-02-11T20:18:52.881683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2026-02-11T20:18:52.882100] [INFO ] [FORECASTER] Starting predict_future for CGO
[2026-02-11T20:18:52.882941] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2026-02-11T20:18:52.882993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:52.883026] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:52.883053] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:52.883110] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:52.940464] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:52.941344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:52.941431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:52.941465] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:53.057978] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:53.058140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:53.058182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:53.058211] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:53.061655] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2026-02-11T20:18:53.061928] [INFO ] [FORECASTER] Completed predict_future for CGO
[2026-02-11T20:18:53.062057] [INFO ] [sig       ] CGO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:53.201165] [INFO ] [LOCAL     ] Saved forecast: CGO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CGO.txt
[2026-02-11T20:18:53.201311] [INFO ] [sig       ] [638/3412] Completed CGO in 0.3s | 2.79 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-11T20:18:53.201350] [INFO ] [sig       ] [639/3412] Forecasting CGON...
[2026-02-11T20:18:53.201380] [INFO ] [sig       ] Generating forecast for: CGON
[2026-02-11T20:18:53.201409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2026-02-11T20:18:53.212279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2026-02-11T20:18:53.212591] [INFO ] [FORECASTER] Starting predict_future for CGON
[2026-02-11T20:18:53.213382] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2026-02-11T20:18:53.213434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:53.213466] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:53.213493] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:53.213549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:53.270979] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:53.271632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:53.271719] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:53.271752] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:53.393676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:53.394007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:53.394051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:53.394080] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:53.398121] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2026-02-11T20:18:53.398407] [INFO ] [FORECASTER] Completed predict_future for CGON
[2026-02-11T20:18:53.398559] [INFO ] [sig       ] CGON: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:53.548459] [INFO ] [LOCAL     ] Saved forecast: CGON	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CGON.txt
[2026-02-11T20:18:53.548680] [INFO ] [sig       ] [639/3412] Completed CGON in 0.3s | 2.79 sym/s | Total: 3.8m | ETA: 16.5m
[2026-02-11T20:18:53.548724] [INFO ] [sig       ] [640/3412] Forecasting CHCI...
[2026-02-11T20:18:53.548756] [INFO ] [sig       ] Generating forecast for: CHCI
[2026-02-11T20:18:53.548795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2026-02-11T20:18:53.562406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2026-02-11T20:18:53.562904] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2026-02-11T20:18:53.563865] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2026-02-11T20:18:53.563921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:53.563955] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:53.563984] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:53.564044] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:53.628124] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:53.629061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:53.629178] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:53.629215] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:53.749528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:53.749717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:53.749763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:53.749792] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:53.753351] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2026-02-11T20:18:53.753647] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2026-02-11T20:18:53.753792] [INFO ] [sig       ] CHCI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:53.897419] [INFO ] [LOCAL     ] Saved forecast: CHCI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CHCI.txt
[2026-02-11T20:18:53.897676] [INFO ] [sig       ] [640/3412] Completed CHCI in 0.3s | 2.79 sym/s | Total: 3.8m | ETA: 16.5m
[2026-02-11T20:18:53.897730] [INFO ] [sig       ] [641/3412] Forecasting CHCO...
[2026-02-11T20:18:53.897765] [INFO ] [sig       ] Generating forecast for: CHCO
[2026-02-11T20:18:53.897794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2026-02-11T20:18:53.909181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2026-02-11T20:18:53.909454] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2026-02-11T20:18:53.910276] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2026-02-11T20:18:53.910329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:53.910361] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:53.910388] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:53.910445] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:53.967891] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:53.968594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:53.968682] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:53.968715] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:54.090070] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:54.090224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:54.090264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:54.090294] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:54.093726] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: DOWN (p=44.87%)
[2026-02-11T20:18:54.094000] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2026-02-11T20:18:54.094131] [INFO ] [sig       ] CHCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:54.245544] [INFO ] [LOCAL     ] Saved forecast: CHCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CHCO.txt
[2026-02-11T20:18:54.245746] [INFO ] [sig       ] [641/3412] Completed CHCO in 0.3s | 2.79 sym/s | Total: 3.8m | ETA: 16.5m
[2026-02-11T20:18:54.245794] [INFO ] [sig       ] [642/3412] Forecasting CHD...
[2026-02-11T20:18:54.245836] [INFO ] [sig       ] Generating forecast for: CHD
[2026-02-11T20:18:54.245868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2026-02-11T20:18:54.258068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2026-02-11T20:18:54.258388] [INFO ] [FORECASTER] Starting predict_future for CHD
[2026-02-11T20:18:54.259278] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2026-02-11T20:18:54.259334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:54.259394] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:54.259424] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:54.259482] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:54.323181] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:54.324253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:54.324353] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:54.324403] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:54.458942] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:54.459119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:54.459162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:54.459192] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:54.463427] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=92.16%)
[2026-02-11T20:18:54.464034] [INFO ] [FORECASTER] Completed predict_future for CHD
[2026-02-11T20:18:54.464198] [INFO ] [sig       ] CHD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:54.619346] [INFO ] [LOCAL     ] Saved forecast: CHD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CHD.txt
[2026-02-11T20:18:54.619507] [INFO ] [sig       ] [642/3412] Completed CHD in 0.4s | 2.79 sym/s | Total: 3.8m | ETA: 16.5m
[2026-02-11T20:18:54.619552] [INFO ] [sig       ] [643/3412] Forecasting CHDN...
[2026-02-11T20:18:54.619603] [INFO ] [sig       ] Generating forecast for: CHDN
[2026-02-11T20:18:54.619636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2026-02-11T20:18:54.631850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2026-02-11T20:18:54.632218] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2026-02-11T20:18:54.633054] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2026-02-11T20:18:54.633118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:54.633150] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:54.633178] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:54.633234] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:54.693053] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:54.693972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:54.694058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:54.694091] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:54.821983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:54.822143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:54.822188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:54.822217] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:54.826052] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2026-02-11T20:18:54.826374] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2026-02-11T20:18:54.826532] [INFO ] [sig       ] CHDN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:54.983222] [INFO ] [LOCAL     ] Saved forecast: CHDN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CHDN.txt
[2026-02-11T20:18:54.983382] [INFO ] [sig       ] [643/3412] Completed CHDN in 0.4s | 2.79 sym/s | Total: 3.8m | ETA: 16.5m
[2026-02-11T20:18:54.983423] [INFO ] [sig       ] [644/3412] Forecasting CHE...
[2026-02-11T20:18:54.983456] [INFO ] [sig       ] Generating forecast for: CHE
[2026-02-11T20:18:54.983487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2026-02-11T20:18:54.996966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2026-02-11T20:18:54.997389] [INFO ] [FORECASTER] Starting predict_future for CHE
[2026-02-11T20:18:54.998333] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2026-02-11T20:18:54.998387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:54.998420] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:54.998446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:54.998511] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:55.065878] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:55.066878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:55.066988] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:55.067029] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:55.198426] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:55.198603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:55.198649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:55.198680] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:55.202495] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2026-02-11T20:18:55.202806] [INFO ] [FORECASTER] Completed predict_future for CHE
[2026-02-11T20:18:55.202942] [INFO ] [sig       ] CHE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:55.352143] [INFO ] [LOCAL     ] Saved forecast: CHE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CHE.txt
[2026-02-11T20:18:55.352300] [INFO ] [sig       ] [644/3412] Completed CHE in 0.4s | 2.79 sym/s | Total: 3.8m | ETA: 16.5m
[2026-02-11T20:18:55.352359] [INFO ] [sig       ] [645/3412] Forecasting CHEF...
[2026-02-11T20:18:55.352393] [INFO ] [sig       ] Generating forecast for: CHEF
[2026-02-11T20:18:55.352424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2026-02-11T20:18:55.364359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2026-02-11T20:18:55.364690] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2026-02-11T20:18:55.365528] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2026-02-11T20:18:55.365627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:55.365669] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:55.365699] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:55.365756] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:55.432882] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:55.433720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:55.433810] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:55.433842] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:55.562153] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:55.562308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:55.562350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:55.562412] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:55.566253] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=53.15%)
[2026-02-11T20:18:55.566603] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2026-02-11T20:18:55.566761] [INFO ] [sig       ] CHEF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:55.719376] [INFO ] [LOCAL     ] Saved forecast: CHEF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CHEF.txt
[2026-02-11T20:18:55.719519] [INFO ] [sig       ] [645/3412] Completed CHEF in 0.4s | 2.79 sym/s | Total: 3.8m | ETA: 16.5m
[2026-02-11T20:18:55.719560] [INFO ] [sig       ] [646/3412] Forecasting CHH...
[2026-02-11T20:18:55.719611] [INFO ] [sig       ] Generating forecast for: CHH
[2026-02-11T20:18:55.719646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2026-02-11T20:18:55.732738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2026-02-11T20:18:55.733091] [INFO ] [FORECASTER] Starting predict_future for CHH
[2026-02-11T20:18:55.734007] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2026-02-11T20:18:55.734075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:55.734122] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:55.734154] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:55.734215] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:55.799042] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:55.799821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:55.799908] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:55.799942] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:55.930828] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:55.930987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:55.931030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:55.931061] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:55.934934] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=28.20%)
[2026-02-11T20:18:55.935246] [INFO ] [FORECASTER] Completed predict_future for CHH
[2026-02-11T20:18:55.935394] [INFO ] [sig       ] CHH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:56.090487] [INFO ] [LOCAL     ] Saved forecast: CHH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CHH.txt
[2026-02-11T20:18:56.090667] [INFO ] [sig       ] [646/3412] Completed CHH in 0.4s | 2.79 sym/s | Total: 3.9m | ETA: 16.5m
[2026-02-11T20:18:56.090749] [INFO ] [sig       ] [647/3412] Forecasting CHI...
[2026-02-11T20:18:56.090799] [INFO ] [sig       ] Generating forecast for: CHI
[2026-02-11T20:18:56.090847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2026-02-11T20:18:56.103359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2026-02-11T20:18:56.103750] [INFO ] [FORECASTER] Starting predict_future for CHI
[2026-02-11T20:18:56.104612] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2026-02-11T20:18:56.104667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:56.104700] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:56.104728] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:56.104788] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:56.170878] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:56.171929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:56.172040] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:56.172077] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:56.296337] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:56.296501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:56.296549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:56.296611] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:56.300277] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2026-02-11T20:18:56.300597] [INFO ] [FORECASTER] Completed predict_future for CHI
[2026-02-11T20:18:56.300736] [INFO ] [sig       ] CHI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:56.446555] [INFO ] [LOCAL     ] Saved forecast: CHI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CHI.txt
[2026-02-11T20:18:56.446740] [INFO ] [sig       ] [647/3412] Completed CHI in 0.4s | 2.79 sym/s | Total: 3.9m | ETA: 16.5m
[2026-02-11T20:18:56.446781] [INFO ] [sig       ] [648/3412] Forecasting CHKP...
[2026-02-11T20:18:56.446824] [INFO ] [sig       ] Generating forecast for: CHKP
[2026-02-11T20:18:56.446878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2026-02-11T20:18:56.459084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2026-02-11T20:18:56.459398] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2026-02-11T20:18:56.460266] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2026-02-11T20:18:56.460321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:56.460355] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:56.460382] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:56.460440] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:56.523294] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:56.524198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:56.524288] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:56.524323] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:56.647532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:56.647731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:56.647777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:56.647806] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:56.652404] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2026-02-11T20:18:56.652869] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2026-02-11T20:18:56.653072] [INFO ] [sig       ] CHKP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:56.793798] [INFO ] [LOCAL     ] Saved forecast: CHKP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CHKP.txt
[2026-02-11T20:18:56.793948] [INFO ] [sig       ] [648/3412] Completed CHKP in 0.3s | 2.79 sym/s | Total: 3.9m | ETA: 16.5m
[2026-02-11T20:18:56.793987] [INFO ] [sig       ] [649/3412] Forecasting CHMI...
[2026-02-11T20:18:56.794016] [INFO ] [sig       ] Generating forecast for: CHMI
[2026-02-11T20:18:56.794047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2026-02-11T20:18:56.805452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2026-02-11T20:18:56.805838] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2026-02-11T20:18:56.806871] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2026-02-11T20:18:56.806923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:56.806956] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:56.806984] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:56.807042] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:56.870319] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:56.871281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:56.871369] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:56.871402] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:56.987538] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:56.987713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:56.987755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:56.987784] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:56.991269] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=48.66%)
[2026-02-11T20:18:56.991548] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2026-02-11T20:18:56.991699] [INFO ] [sig       ] CHMI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:57.135765] [INFO ] [LOCAL     ] Saved forecast: CHMI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CHMI.txt
[2026-02-11T20:18:57.135925] [INFO ] [sig       ] [649/3412] Completed CHMI in 0.3s | 2.79 sym/s | Total: 3.9m | ETA: 16.5m
[2026-02-11T20:18:57.135967] [INFO ] [sig       ] [650/3412] Forecasting CHRD...
[2026-02-11T20:18:57.135998] [INFO ] [sig       ] Generating forecast for: CHRD
[2026-02-11T20:18:57.136029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2026-02-11T20:18:57.148345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2026-02-11T20:18:57.148750] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2026-02-11T20:18:57.149561] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2026-02-11T20:18:57.149646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:57.149684] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:57.149716] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:57.149773] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:57.210071] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:57.210954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:57.211045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:57.211080] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:57.333846] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:57.334010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:57.334069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:57.334101] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:57.337819] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=73.30%)
[2026-02-11T20:18:57.338149] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2026-02-11T20:18:57.338287] [INFO ] [sig       ] CHRD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:57.490749] [INFO ] [LOCAL     ] Saved forecast: CHRD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CHRD.txt
[2026-02-11T20:18:57.490882] [INFO ] [sig       ] [650/3412] Completed CHRD in 0.4s | 2.79 sym/s | Total: 3.9m | ETA: 16.5m
[2026-02-11T20:18:57.490922] [INFO ] [sig       ] [651/3412] Forecasting CHRS...
[2026-02-11T20:18:57.490950] [INFO ] [sig       ] Generating forecast for: CHRS
[2026-02-11T20:18:57.490980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2026-02-11T20:18:57.503344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2026-02-11T20:18:57.503669] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2026-02-11T20:18:57.504692] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2026-02-11T20:18:57.504746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:57.504780] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:57.504808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:57.504867] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:57.564727] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:57.565545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:57.565650] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:57.565686] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:57.690221] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:57.690384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:57.690426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:57.690455] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:57.694025] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=35.69%)
[2026-02-11T20:18:57.694311] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2026-02-11T20:18:57.694448] [INFO ] [sig       ] CHRS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:57.838253] [INFO ] [LOCAL     ] Saved forecast: CHRS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CHRS.txt
[2026-02-11T20:18:57.838400] [INFO ] [sig       ] [651/3412] Completed CHRS in 0.3s | 2.79 sym/s | Total: 3.9m | ETA: 16.5m
[2026-02-11T20:18:57.838441] [INFO ] [sig       ] [652/3412] Forecasting CHSCL...
[2026-02-11T20:18:57.838471] [INFO ] [sig       ] Generating forecast for: CHSCL
[2026-02-11T20:18:57.838502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2026-02-11T20:18:57.850184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2026-02-11T20:18:57.850485] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2026-02-11T20:18:57.851565] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2026-02-11T20:18:57.851651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:57.851691] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:57.851725] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:57.851786] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:57.912998] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:57.913892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:57.914007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:57.914042] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:58.033612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:58.033774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:58.033816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:58.033846] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:58.037426] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=62.94%)
[2026-02-11T20:18:58.037789] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2026-02-11T20:18:58.037926] [INFO ] [sig       ] CHSCL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:58.187299] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CHSCL.txt
[2026-02-11T20:18:58.187494] [INFO ] [sig       ] [652/3412] Completed CHSCL in 0.3s | 2.79 sym/s | Total: 3.9m | ETA: 16.5m
[2026-02-11T20:18:58.187539] [INFO ] [sig       ] [653/3412] Forecasting CHSCM...
[2026-02-11T20:18:58.187586] [INFO ] [sig       ] Generating forecast for: CHSCM
[2026-02-11T20:18:58.187621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2026-02-11T20:18:58.199294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2026-02-11T20:18:58.199681] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2026-02-11T20:18:58.200484] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2026-02-11T20:18:58.200537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:58.200592] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:58.200628] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:58.200686] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:58.262300] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:58.263212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:58.263342] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:58.263380] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:58.379812] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:58.379979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:58.380022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:58.380053] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:58.383632] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=28.16%)
[2026-02-11T20:18:58.383931] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2026-02-11T20:18:58.384069] [INFO ] [sig       ] CHSCM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:58.527928] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CHSCM.txt
[2026-02-11T20:18:58.528063] [INFO ] [sig       ] [653/3412] Completed CHSCM in 0.3s | 2.79 sym/s | Total: 3.9m | ETA: 16.5m
[2026-02-11T20:18:58.528103] [INFO ] [sig       ] [654/3412] Forecasting CHSCN...
[2026-02-11T20:18:58.528138] [INFO ] [sig       ] Generating forecast for: CHSCN
[2026-02-11T20:18:58.528169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2026-02-11T20:18:58.539929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2026-02-11T20:18:58.540231] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2026-02-11T20:18:58.541068] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2026-02-11T20:18:58.541122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:58.541164] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:58.541193] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:58.541252] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:58.600510] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:58.601253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:58.601339] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:58.601372] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:58.715887] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:58.716052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:58.716094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:58.716123] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:58.719606] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2026-02-11T20:18:58.719887] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2026-02-11T20:18:58.720018] [INFO ] [sig       ] CHSCN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:18:58.933181] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CHSCN.txt
[2026-02-11T20:18:58.933333] [INFO ] [sig       ] [654/3412] Completed CHSCN in 0.4s | 2.79 sym/s | Total: 3.9m | ETA: 16.5m
[2026-02-11T20:18:58.933374] [INFO ] [sig       ] [655/3412] Forecasting CHSCO...
[2026-02-11T20:18:58.933403] [INFO ] [sig       ] Generating forecast for: CHSCO
[2026-02-11T20:18:58.933433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2026-02-11T20:18:58.944549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2026-02-11T20:18:58.944888] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2026-02-11T20:18:58.945728] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2026-02-11T20:18:58.945780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:58.945812] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:58.945839] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:58.945896] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:59.003222] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:59.003977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:59.004062] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:59.004096] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:59.119251] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:59.119409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:59.119449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:59.119479] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:59.122952] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=34.68%)
[2026-02-11T20:18:59.123225] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2026-02-11T20:18:59.123354] [INFO ] [sig       ] CHSCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:59.267899] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CHSCO.txt
[2026-02-11T20:18:59.268042] [INFO ] [sig       ] [655/3412] Completed CHSCO in 0.3s | 2.79 sym/s | Total: 3.9m | ETA: 16.5m
[2026-02-11T20:18:59.268081] [INFO ] [sig       ] [656/3412] Forecasting CHSCP...
[2026-02-11T20:18:59.268111] [INFO ] [sig       ] Generating forecast for: CHSCP
[2026-02-11T20:18:59.268143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2026-02-11T20:18:59.279205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2026-02-11T20:18:59.279497] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2026-02-11T20:18:59.280336] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2026-02-11T20:18:59.280389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:59.280422] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:59.280450] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:59.280508] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:59.341508] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:59.342340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:59.342427] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:59.342469] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:59.447424] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:59.447619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:59.447670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:59.447706] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:59.451744] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=19.54%)
[2026-02-11T20:18:59.452069] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2026-02-11T20:18:59.452212] [INFO ] [sig       ] CHSCP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:59.598799] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CHSCP.txt
[2026-02-11T20:18:59.598990] [INFO ] [sig       ] [656/3412] Completed CHSCP in 0.3s | 2.79 sym/s | Total: 3.9m | ETA: 16.4m
[2026-02-11T20:18:59.599048] [INFO ] [sig       ] [657/3412] Forecasting CHWY...
[2026-02-11T20:18:59.599097] [INFO ] [sig       ] Generating forecast for: CHWY
[2026-02-11T20:18:59.599140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2026-02-11T20:18:59.613420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2026-02-11T20:18:59.613853] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2026-02-11T20:18:59.614806] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2026-02-11T20:18:59.614861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:59.614894] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:59.614921] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:59.614981] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:18:59.679681] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:18:59.680619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:18:59.680713] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:18:59.680747] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:18:59.807975] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:18:59.808138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:18:59.808180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:18:59.808209] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:18:59.811673] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2026-02-11T20:18:59.811968] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2026-02-11T20:18:59.812103] [INFO ] [sig       ] CHWY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:18:59.955415] [INFO ] [LOCAL     ] Saved forecast: CHWY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CHWY.txt
[2026-02-11T20:18:59.955587] [INFO ] [sig       ] [657/3412] Completed CHWY in 0.4s | 2.79 sym/s | Total: 3.9m | ETA: 16.4m
[2026-02-11T20:18:59.955638] [INFO ] [sig       ] [658/3412] Forecasting CHY...
[2026-02-11T20:18:59.955670] [INFO ] [sig       ] Generating forecast for: CHY
[2026-02-11T20:18:59.955701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2026-02-11T20:18:59.968987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2026-02-11T20:18:59.969315] [INFO ] [FORECASTER] Starting predict_future for CHY
[2026-02-11T20:18:59.970172] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2026-02-11T20:18:59.970226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:18:59.970257] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:18:59.970284] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:18:59.970341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:00.031934] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:00.033236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:00.033328] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:00.033362] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:00.157022] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:00.157183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:00.157226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:00.157256] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:00.161210] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2026-02-11T20:19:00.161499] [INFO ] [FORECASTER] Completed predict_future for CHY
[2026-02-11T20:19:00.161652] [INFO ] [sig       ] CHY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:00.307307] [INFO ] [LOCAL     ] Saved forecast: CHY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CHY.txt
[2026-02-11T20:19:00.307475] [INFO ] [sig       ] [658/3412] Completed CHY in 0.4s | 2.79 sym/s | Total: 3.9m | ETA: 16.4m
[2026-02-11T20:19:00.307517] [INFO ] [sig       ] [659/3412] Forecasting CI...
[2026-02-11T20:19:00.307549] [INFO ] [sig       ] Generating forecast for: CI
[2026-02-11T20:19:00.307602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2026-02-11T20:19:00.318799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2026-02-11T20:19:00.319132] [INFO ] [FORECASTER] Starting predict_future for CI
[2026-02-11T20:19:00.319981] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2026-02-11T20:19:00.320062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:00.320099] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:00.320127] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:00.320186] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:00.380546] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:00.381394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:00.381480] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:00.381514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:00.503562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:00.503738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:00.503779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:00.503808] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:00.507591] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2026-02-11T20:19:00.507875] [INFO ] [FORECASTER] Completed predict_future for CI
[2026-02-11T20:19:00.508022] [INFO ] [sig       ] CI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:00.669899] [INFO ] [LOCAL     ] Saved forecast: CI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CI.txt
[2026-02-11T20:19:00.670052] [INFO ] [sig       ] [659/3412] Completed CI in 0.4s | 2.79 sym/s | Total: 3.9m | ETA: 16.4m
[2026-02-11T20:19:00.670094] [INFO ] [sig       ] [660/3412] Forecasting CIA...
[2026-02-11T20:19:00.670124] [INFO ] [sig       ] Generating forecast for: CIA
[2026-02-11T20:19:00.670155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2026-02-11T20:19:00.682491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2026-02-11T20:19:00.682841] [INFO ] [FORECASTER] Starting predict_future for CIA
[2026-02-11T20:19:00.683669] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2026-02-11T20:19:00.683722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:00.683755] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:00.683781] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:00.683838] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:00.743892] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:00.744809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:00.744900] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:00.744934] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:00.871025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:00.871145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:00.871187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:00.871218] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:00.874856] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2026-02-11T20:19:00.875167] [INFO ] [FORECASTER] Completed predict_future for CIA
[2026-02-11T20:19:00.875309] [INFO ] [sig       ] CIA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:01.024744] [INFO ] [LOCAL     ] Saved forecast: CIA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CIA.txt
[2026-02-11T20:19:01.025757] [INFO ] [sig       ] [660/3412] Completed CIA in 0.4s | 2.79 sym/s | Total: 3.9m | ETA: 16.4m
[2026-02-11T20:19:01.025803] [INFO ] [sig       ] [661/3412] Forecasting CIB...
[2026-02-11T20:19:01.025835] [INFO ] [sig       ] Generating forecast for: CIB
[2026-02-11T20:19:01.025866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2026-02-11T20:19:01.037751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2026-02-11T20:19:01.038098] [INFO ] [FORECASTER] Starting predict_future for CIB
[2026-02-11T20:19:01.039164] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2026-02-11T20:19:01.039219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:01.039253] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:01.039282] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:01.039340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:01.106000] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:01.106959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:01.107071] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:01.107109] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:01.248877] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:01.249008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:01.249050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:01.249095] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:01.253304] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=72.68%)
[2026-02-11T20:19:01.253694] [INFO ] [FORECASTER] Completed predict_future for CIB
[2026-02-11T20:19:01.253868] [INFO ] [sig       ] CIB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:01.416001] [INFO ] [LOCAL     ] Saved forecast: CIB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CIB.txt
[2026-02-11T20:19:01.416163] [INFO ] [sig       ] [661/3412] Completed CIB in 0.4s | 2.79 sym/s | Total: 3.9m | ETA: 16.4m
[2026-02-11T20:19:01.416209] [INFO ] [sig       ] [662/3412] Forecasting CIEN...
[2026-02-11T20:19:01.416242] [INFO ] [sig       ] Generating forecast for: CIEN
[2026-02-11T20:19:01.416274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2026-02-11T20:19:01.430760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2026-02-11T20:19:01.431129] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2026-02-11T20:19:01.432089] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2026-02-11T20:19:01.432145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:01.432179] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:01.432212] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:01.432283] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:01.496567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:01.497538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:01.497671] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:01.497724] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:01.634923] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:01.635298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:01.635353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:01.635461] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:01.640286] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=87.53%)
[2026-02-11T20:19:01.640649] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2026-02-11T20:19:01.640835] [INFO ] [sig       ] CIEN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:01.791046] [INFO ] [LOCAL     ] Saved forecast: CIEN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CIEN.txt
[2026-02-11T20:19:01.791196] [INFO ] [sig       ] [662/3412] Completed CIEN in 0.4s | 2.79 sym/s | Total: 4.0m | ETA: 16.4m
[2026-02-11T20:19:01.791238] [INFO ] [sig       ] [663/3412] Forecasting CIF...
[2026-02-11T20:19:01.791268] [INFO ] [sig       ] Generating forecast for: CIF
[2026-02-11T20:19:01.791300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2026-02-11T20:19:01.804191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2026-02-11T20:19:01.804559] [INFO ] [FORECASTER] Starting predict_future for CIF
[2026-02-11T20:19:01.805399] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2026-02-11T20:19:01.805452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:01.805484] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:01.805511] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:01.805585] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:01.867152] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:01.868130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:01.868218] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:01.868270] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:01.975699] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:01.975831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:01.975872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:01.975901] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:01.979418] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=83.15%)
[2026-02-11T20:19:01.979754] [INFO ] [FORECASTER] Completed predict_future for CIF
[2026-02-11T20:19:01.979907] [INFO ] [sig       ] CIF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:02.128520] [INFO ] [LOCAL     ] Saved forecast: CIF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CIF.txt
[2026-02-11T20:19:02.128686] [INFO ] [sig       ] [663/3412] Completed CIF in 0.3s | 2.79 sym/s | Total: 4.0m | ETA: 16.4m
[2026-02-11T20:19:02.128737] [INFO ] [sig       ] [664/3412] Forecasting CIG...
[2026-02-11T20:19:02.128777] [INFO ] [sig       ] Generating forecast for: CIG
[2026-02-11T20:19:02.128816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2026-02-11T20:19:02.141603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2026-02-11T20:19:02.141878] [INFO ] [FORECASTER] Starting predict_future for CIG
[2026-02-11T20:19:02.142761] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2026-02-11T20:19:02.142828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:02.142864] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:02.142893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:02.142953] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:02.204175] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:02.204950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:02.205034] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:02.205070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:02.325610] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:02.325748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:02.325790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:02.325820] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:02.329346] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=49.40%)
[2026-02-11T20:19:02.329660] [INFO ] [FORECASTER] Completed predict_future for CIG
[2026-02-11T20:19:02.329833] [INFO ] [sig       ] CIG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:02.474176] [INFO ] [LOCAL     ] Saved forecast: CIG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CIG.txt
[2026-02-11T20:19:02.474312] [INFO ] [sig       ] [664/3412] Completed CIG in 0.3s | 2.79 sym/s | Total: 4.0m | ETA: 16.4m
[2026-02-11T20:19:02.474351] [INFO ] [sig       ] [665/3412] Forecasting CIGI...
[2026-02-11T20:19:02.474381] [INFO ] [sig       ] Generating forecast for: CIGI
[2026-02-11T20:19:02.474411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2026-02-11T20:19:02.486336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2026-02-11T20:19:02.486659] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2026-02-11T20:19:02.487834] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2026-02-11T20:19:02.487907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:02.487954] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:02.488007] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:02.488095] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:02.548793] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:02.549556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:02.549670] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:02.549710] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:02.673667] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:02.673825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:02.673867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:02.673896] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:02.677520] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: UP (p=66.70%)
[2026-02-11T20:19:02.677838] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2026-02-11T20:19:02.677975] [INFO ] [sig       ] CIGI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:02.823070] [INFO ] [LOCAL     ] Saved forecast: CIGI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CIGI.txt
[2026-02-11T20:19:02.823207] [INFO ] [sig       ] [665/3412] Completed CIGI in 0.3s | 2.79 sym/s | Total: 4.0m | ETA: 16.4m
[2026-02-11T20:19:02.823246] [INFO ] [sig       ] [666/3412] Forecasting CII...
[2026-02-11T20:19:02.823276] [INFO ] [sig       ] Generating forecast for: CII
[2026-02-11T20:19:02.823306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2026-02-11T20:19:02.834656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2026-02-11T20:19:02.834988] [INFO ] [FORECASTER] Starting predict_future for CII
[2026-02-11T20:19:02.835901] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2026-02-11T20:19:02.835954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:02.835988] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:02.836017] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:02.836076] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:02.896257] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:02.897067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:02.897151] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:02.897185] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:03.021907] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:03.022062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:03.022102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:03.022131] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:03.025636] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2026-02-11T20:19:03.025919] [INFO ] [FORECASTER] Completed predict_future for CII
[2026-02-11T20:19:03.026048] [INFO ] [sig       ] CII: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:03.173473] [INFO ] [LOCAL     ] Saved forecast: CII	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CII.txt
[2026-02-11T20:19:03.173663] [INFO ] [sig       ] [666/3412] Completed CII in 0.4s | 2.79 sym/s | Total: 4.0m | ETA: 16.4m
[2026-02-11T20:19:03.173709] [INFO ] [sig       ] [667/3412] Forecasting CIM...
[2026-02-11T20:19:03.173738] [INFO ] [sig       ] Generating forecast for: CIM
[2026-02-11T20:19:03.173768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2026-02-11T20:19:03.186139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2026-02-11T20:19:03.186519] [INFO ] [FORECASTER] Starting predict_future for CIM
[2026-02-11T20:19:03.187401] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2026-02-11T20:19:03.187489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:03.187524] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:03.187550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:03.187626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:03.246230] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:03.247125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:03.247214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:03.247246] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:03.369139] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:03.369299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:03.369347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:03.369387] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:03.373106] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=66.55%)
[2026-02-11T20:19:03.373402] [INFO ] [FORECASTER] Completed predict_future for CIM
[2026-02-11T20:19:03.373543] [INFO ] [sig       ] CIM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:03.519228] [INFO ] [LOCAL     ] Saved forecast: CIM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CIM.txt
[2026-02-11T20:19:03.519364] [INFO ] [sig       ] [667/3412] Completed CIM in 0.3s | 2.79 sym/s | Total: 4.0m | ETA: 16.4m
[2026-02-11T20:19:03.519403] [INFO ] [sig       ] [668/3412] Forecasting CINF...
[2026-02-11T20:19:03.519433] [INFO ] [sig       ] Generating forecast for: CINF
[2026-02-11T20:19:03.519463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2026-02-11T20:19:03.532732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2026-02-11T20:19:03.533141] [INFO ] [FORECASTER] Starting predict_future for CINF
[2026-02-11T20:19:03.534004] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2026-02-11T20:19:03.534058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:03.534091] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:03.534119] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:03.534178] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:03.595093] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:03.595992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:03.596269] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:03.596300] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:03.720314] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:03.720473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:03.720515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:03.720543] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:03.724025] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=28.26%)
[2026-02-11T20:19:03.724306] [INFO ] [FORECASTER] Completed predict_future for CINF
[2026-02-11T20:19:03.724439] [INFO ] [sig       ] CINF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:03.872959] [INFO ] [LOCAL     ] Saved forecast: CINF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CINF.txt
[2026-02-11T20:19:03.873109] [INFO ] [sig       ] [668/3412] Completed CINF in 0.4s | 2.79 sym/s | Total: 4.0m | ETA: 16.4m
[2026-02-11T20:19:03.873150] [INFO ] [sig       ] [669/3412] Forecasting CING...
[2026-02-11T20:19:03.873178] [INFO ] [sig       ] Generating forecast for: CING
[2026-02-11T20:19:03.873216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2026-02-11T20:19:03.884247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2026-02-11T20:19:03.884593] [INFO ] [FORECASTER] Starting predict_future for CING
[2026-02-11T20:19:03.885477] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2026-02-11T20:19:03.885533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:03.885566] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:03.885630] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:03.885692] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:03.945394] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:03.946280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:03.946413] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:03.946462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:04.067677] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:04.067844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:04.067895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:04.067926] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:04.071445] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2026-02-11T20:19:04.071748] [INFO ] [FORECASTER] Completed predict_future for CING
[2026-02-11T20:19:04.071883] [INFO ] [sig       ] CING: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:04.227982] [INFO ] [LOCAL     ] Saved forecast: CING	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CING.txt
[2026-02-11T20:19:04.228143] [INFO ] [sig       ] [669/3412] Completed CING in 0.4s | 2.79 sym/s | Total: 4.0m | ETA: 16.4m
[2026-02-11T20:19:04.228187] [INFO ] [sig       ] [670/3412] Forecasting CION...
[2026-02-11T20:19:04.228217] [INFO ] [sig       ] Generating forecast for: CION
[2026-02-11T20:19:04.228247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2026-02-11T20:19:04.240152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2026-02-11T20:19:04.240508] [INFO ] [FORECASTER] Starting predict_future for CION
[2026-02-11T20:19:04.241364] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2026-02-11T20:19:04.241418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:04.241452] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:04.241479] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:04.241537] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:04.299878] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:04.300743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:04.300845] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:04.300887] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:04.430617] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:04.430774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:04.430816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:04.430846] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:04.435829] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=21.72%)
[2026-02-11T20:19:04.436260] [INFO ] [FORECASTER] Completed predict_future for CION
[2026-02-11T20:19:04.436424] [INFO ] [sig       ] CION: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:04.585407] [INFO ] [LOCAL     ] Saved forecast: CION	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CION.txt
[2026-02-11T20:19:04.585591] [INFO ] [sig       ] [670/3412] Completed CION in 0.4s | 2.79 sym/s | Total: 4.0m | ETA: 16.4m
[2026-02-11T20:19:04.585638] [INFO ] [sig       ] [671/3412] Forecasting CIVB...
[2026-02-11T20:19:04.585667] [INFO ] [sig       ] Generating forecast for: CIVB
[2026-02-11T20:19:04.585697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2026-02-11T20:19:04.600673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2026-02-11T20:19:04.601166] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2026-02-11T20:19:04.602331] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2026-02-11T20:19:04.602405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:04.602439] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:04.602467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:04.602526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:04.662624] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:04.663535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:04.663685] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:04.663725] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:04.790939] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:04.791102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:04.791145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:04.791176] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:04.794832] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2026-02-11T20:19:04.795117] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2026-02-11T20:19:04.795252] [INFO ] [sig       ] CIVB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:04.947544] [INFO ] [LOCAL     ] Saved forecast: CIVB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CIVB.txt
[2026-02-11T20:19:04.947721] [INFO ] [sig       ] [671/3412] Completed CIVB in 0.4s | 2.79 sym/s | Total: 4.0m | ETA: 16.4m
[2026-02-11T20:19:04.947764] [INFO ] [sig       ] [672/3412] Forecasting CLB...
[2026-02-11T20:19:04.947801] [INFO ] [sig       ] Generating forecast for: CLB
[2026-02-11T20:19:04.947838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2026-02-11T20:19:04.959342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2026-02-11T20:19:04.959687] [INFO ] [FORECASTER] Starting predict_future for CLB
[2026-02-11T20:19:04.960511] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2026-02-11T20:19:04.960563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:04.960624] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:04.960652] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:04.960710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:05.019388] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:05.020310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:05.020396] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:05.020429] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:05.136717] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:05.136891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:05.136941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:05.136972] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:05.140629] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2026-02-11T20:19:05.140946] [INFO ] [FORECASTER] Completed predict_future for CLB
[2026-02-11T20:19:05.141088] [INFO ] [sig       ] CLB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:05.286149] [INFO ] [LOCAL     ] Saved forecast: CLB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CLB.txt
[2026-02-11T20:19:05.286318] [INFO ] [sig       ] [672/3412] Completed CLB in 0.3s | 2.79 sym/s | Total: 4.0m | ETA: 16.3m
[2026-02-11T20:19:05.286363] [INFO ] [sig       ] [673/3412] Forecasting CLBK...
[2026-02-11T20:19:05.286396] [INFO ] [sig       ] Generating forecast for: CLBK
[2026-02-11T20:19:05.286426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2026-02-11T20:19:05.298250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2026-02-11T20:19:05.298637] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2026-02-11T20:19:05.299496] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2026-02-11T20:19:05.299549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:05.299604] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:05.299635] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:05.299694] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:05.357256] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:05.358156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:05.358248] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:05.358281] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:05.477221] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:05.477384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:05.477430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:05.477487] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:05.481085] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2026-02-11T20:19:05.481390] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2026-02-11T20:19:05.481526] [INFO ] [sig       ] CLBK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:05.626394] [INFO ] [LOCAL     ] Saved forecast: CLBK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CLBK.txt
[2026-02-11T20:19:05.626605] [INFO ] [sig       ] [673/3412] Completed CLBK in 0.3s | 2.79 sym/s | Total: 4.0m | ETA: 16.3m
[2026-02-11T20:19:05.626659] [INFO ] [sig       ] [674/3412] Forecasting CLDX...
[2026-02-11T20:19:05.626700] [INFO ] [sig       ] Generating forecast for: CLDX
[2026-02-11T20:19:05.626741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2026-02-11T20:19:05.638694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2026-02-11T20:19:05.639081] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2026-02-11T20:19:05.640036] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2026-02-11T20:19:05.640099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:05.640141] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:05.640178] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:05.640251] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:05.697844] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:05.698766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:05.698856] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:05.698888] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:05.816710] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:05.816919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:05.816965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:05.816994] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:05.820534] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=14.87%)
[2026-02-11T20:19:05.820848] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2026-02-11T20:19:05.820982] [INFO ] [sig       ] CLDX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:05.963542] [INFO ] [LOCAL     ] Saved forecast: CLDX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CLDX.txt
[2026-02-11T20:19:05.963705] [INFO ] [sig       ] [674/3412] Completed CLDX in 0.3s | 2.79 sym/s | Total: 4.0m | ETA: 16.3m
[2026-02-11T20:19:05.963744] [INFO ] [sig       ] [675/3412] Forecasting CLF...
[2026-02-11T20:19:05.963776] [INFO ] [sig       ] Generating forecast for: CLF
[2026-02-11T20:19:05.963809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2026-02-11T20:19:05.975382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2026-02-11T20:19:05.975734] [INFO ] [FORECASTER] Starting predict_future for CLF
[2026-02-11T20:19:05.976518] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2026-02-11T20:19:05.976589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:05.976624] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:05.976650] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:05.976706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:06.038124] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:06.039048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:06.039134] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:06.039166] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:06.166513] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:06.166690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:06.166733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:06.166768] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:06.170272] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=73.98%)
[2026-02-11T20:19:06.170544] [INFO ] [FORECASTER] Completed predict_future for CLF
[2026-02-11T20:19:06.170693] [INFO ] [sig       ] CLF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:06.314133] [INFO ] [LOCAL     ] Saved forecast: CLF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CLF.txt
[2026-02-11T20:19:06.314296] [INFO ] [sig       ] [675/3412] Completed CLF in 0.4s | 2.79 sym/s | Total: 4.0m | ETA: 16.3m
[2026-02-11T20:19:06.314339] [INFO ] [sig       ] [676/3412] Forecasting CLFD...
[2026-02-11T20:19:06.314368] [INFO ] [sig       ] Generating forecast for: CLFD
[2026-02-11T20:19:06.314398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2026-02-11T20:19:06.325940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2026-02-11T20:19:06.326301] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2026-02-11T20:19:06.327121] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2026-02-11T20:19:06.327174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:06.327259] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:06.327288] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:06.327346] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:06.384252] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:06.385039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:06.385123] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:06.385156] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:06.507842] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:06.508007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:06.508047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:06.508076] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:06.511511] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: DOWN (p=44.96%)
[2026-02-11T20:19:06.511809] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2026-02-11T20:19:06.511943] [INFO ] [sig       ] CLFD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:06.652479] [INFO ] [LOCAL     ] Saved forecast: CLFD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CLFD.txt
[2026-02-11T20:19:06.652638] [INFO ] [sig       ] [676/3412] Completed CLFD in 0.3s | 2.79 sym/s | Total: 4.0m | ETA: 16.3m
[2026-02-11T20:19:06.652680] [INFO ] [sig       ] [677/3412] Forecasting CLH...
[2026-02-11T20:19:06.652711] [INFO ] [sig       ] Generating forecast for: CLH
[2026-02-11T20:19:06.652740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2026-02-11T20:19:06.664838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2026-02-11T20:19:06.665304] [INFO ] [FORECASTER] Starting predict_future for CLH
[2026-02-11T20:19:06.666309] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2026-02-11T20:19:06.666360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:06.666391] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:06.666417] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:06.666473] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:06.724160] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:06.724797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:06.724893] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:06.724932] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:06.852136] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:06.852301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:06.852346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:06.852379] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:06.856084] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=65.28%)
[2026-02-11T20:19:06.856367] [INFO ] [FORECASTER] Completed predict_future for CLH
[2026-02-11T20:19:06.856519] [INFO ] [sig       ] CLH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:07.005844] [INFO ] [LOCAL     ] Saved forecast: CLH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CLH.txt
[2026-02-11T20:19:07.006029] [INFO ] [sig       ] [677/3412] Completed CLH in 0.4s | 2.79 sym/s | Total: 4.0m | ETA: 16.3m
[2026-02-11T20:19:07.006072] [INFO ] [sig       ] [678/3412] Forecasting CLLS...
[2026-02-11T20:19:07.006105] [INFO ] [sig       ] Generating forecast for: CLLS
[2026-02-11T20:19:07.006137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2026-02-11T20:19:07.027541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2026-02-11T20:19:07.027906] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2026-02-11T20:19:07.028725] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2026-02-11T20:19:07.028787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:07.028822] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:07.028849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:07.028906] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:07.087499] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:07.088405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:07.088494] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:07.088529] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:07.209400] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:07.209556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:07.209615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:07.209645] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:07.213039] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2026-02-11T20:19:07.213312] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2026-02-11T20:19:07.213443] [INFO ] [sig       ] CLLS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:07.362994] [INFO ] [LOCAL     ] Saved forecast: CLLS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CLLS.txt
[2026-02-11T20:19:07.363150] [INFO ] [sig       ] [678/3412] Completed CLLS in 0.4s | 2.79 sym/s | Total: 4.0m | ETA: 16.3m
[2026-02-11T20:19:07.363192] [INFO ] [sig       ] [679/3412] Forecasting CLMB...
[2026-02-11T20:19:07.363222] [INFO ] [sig       ] Generating forecast for: CLMB
[2026-02-11T20:19:07.363254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2026-02-11T20:19:07.374482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2026-02-11T20:19:07.374873] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2026-02-11T20:19:07.375920] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2026-02-11T20:19:07.375981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:07.376016] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:07.376044] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:07.376104] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:07.435161] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:07.436029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:07.436117] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:07.436151] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:07.560776] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:07.560986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:07.561030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:07.561104] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:07.564686] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2026-02-11T20:19:07.564984] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2026-02-11T20:19:07.565121] [INFO ] [sig       ] CLMB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:07.715024] [INFO ] [LOCAL     ] Saved forecast: CLMB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CLMB.txt
[2026-02-11T20:19:07.715182] [INFO ] [sig       ] [679/3412] Completed CLMB in 0.4s | 2.79 sym/s | Total: 4.0m | ETA: 16.3m
[2026-02-11T20:19:07.715223] [INFO ] [sig       ] [680/3412] Forecasting CLNE...
[2026-02-11T20:19:07.715252] [INFO ] [sig       ] Generating forecast for: CLNE
[2026-02-11T20:19:07.715283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2026-02-11T20:19:07.726621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2026-02-11T20:19:07.726935] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2026-02-11T20:19:07.727811] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2026-02-11T20:19:07.727877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:07.727917] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:07.727951] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:07.728015] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:07.786480] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:07.787288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:07.787373] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:07.787407] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:07.906758] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:07.906913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:07.906956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:07.906984] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:07.910497] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=82.24%)
[2026-02-11T20:19:07.910797] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2026-02-11T20:19:07.910932] [INFO ] [sig       ] CLNE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:08.055002] [INFO ] [LOCAL     ] Saved forecast: CLNE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CLNE.txt
[2026-02-11T20:19:08.055155] [INFO ] [sig       ] [680/3412] Completed CLNE in 0.3s | 2.79 sym/s | Total: 4.1m | ETA: 16.3m
[2026-02-11T20:19:08.055197] [INFO ] [sig       ] [681/3412] Forecasting CLNN...
[2026-02-11T20:19:08.055226] [INFO ] [sig       ] Generating forecast for: CLNN
[2026-02-11T20:19:08.055256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2026-02-11T20:19:08.066624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2026-02-11T20:19:08.066972] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2026-02-11T20:19:08.067851] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2026-02-11T20:19:08.067916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:08.067957] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:08.067990] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:08.068048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:08.127354] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:08.128296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:08.128385] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:08.128420] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:08.249092] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:08.249254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:08.249298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:08.249328] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:08.252940] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=20.12%)
[2026-02-11T20:19:08.253231] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2026-02-11T20:19:08.253366] [INFO ] [sig       ] CLNN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:08.398947] [INFO ] [LOCAL     ] Saved forecast: CLNN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CLNN.txt
[2026-02-11T20:19:08.399109] [INFO ] [sig       ] [681/3412] Completed CLNN in 0.3s | 2.80 sym/s | Total: 4.1m | ETA: 16.3m
[2026-02-11T20:19:08.399157] [INFO ] [sig       ] [682/3412] Forecasting CLOA...
[2026-02-11T20:19:08.399190] [INFO ] [sig       ] Generating forecast for: CLOA
[2026-02-11T20:19:08.399223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2026-02-11T20:19:08.410629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2026-02-11T20:19:08.410941] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2026-02-11T20:19:08.411868] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2026-02-11T20:19:08.411934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:08.411974] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:08.412008] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:08.412069] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:08.473589] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:08.474503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:08.474629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:08.474667] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:08.584698] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:08.584863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:08.584905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:08.584934] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:08.588461] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=51.29%)
[2026-02-11T20:19:08.588767] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2026-02-11T20:19:08.588904] [INFO ] [sig       ] CLOA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:08.738520] [INFO ] [LOCAL     ] Saved forecast: CLOA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CLOA.txt
[2026-02-11T20:19:08.738705] [INFO ] [sig       ] [682/3412] Completed CLOA in 0.3s | 2.80 sym/s | Total: 4.1m | ETA: 16.3m
[2026-02-11T20:19:08.738748] [INFO ] [sig       ] [683/3412] Forecasting CLRB...
[2026-02-11T20:19:08.738781] [INFO ] [sig       ] Generating forecast for: CLRB
[2026-02-11T20:19:08.738813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2026-02-11T20:19:08.750707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2026-02-11T20:19:08.751021] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2026-02-11T20:19:08.751875] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2026-02-11T20:19:08.751942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:08.751983] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:08.752012] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:08.752072] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:08.811477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:08.812259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:08.812344] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:08.812379] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:08.929673] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:08.929834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:08.929877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:08.929909] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:08.933428] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=92.33%)
[2026-02-11T20:19:08.933736] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2026-02-11T20:19:08.933892] [INFO ] [sig       ] CLRB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:09.077796] [INFO ] [LOCAL     ] Saved forecast: CLRB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CLRB.txt
[2026-02-11T20:19:09.077958] [INFO ] [sig       ] [683/3412] Completed CLRB in 0.3s | 2.80 sym/s | Total: 4.1m | ETA: 16.3m
[2026-02-11T20:19:09.078006] [INFO ] [sig       ] [684/3412] Forecasting CLRO...
[2026-02-11T20:19:09.078039] [INFO ] [sig       ] Generating forecast for: CLRO
[2026-02-11T20:19:09.078070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2026-02-11T20:19:09.089403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2026-02-11T20:19:09.089752] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2026-02-11T20:19:09.090551] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2026-02-11T20:19:09.090627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:09.090660] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:09.090687] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:09.090744] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:09.149713] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:09.150609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:09.150696] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:09.150728] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:09.260942] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:09.261118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:09.261194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:09.261242] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:09.264968] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2026-02-11T20:19:09.265245] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2026-02-11T20:19:09.265375] [INFO ] [sig       ] CLRO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:09.405626] [INFO ] [LOCAL     ] Saved forecast: CLRO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CLRO.txt
[2026-02-11T20:19:09.405780] [INFO ] [sig       ] [684/3412] Completed CLRO in 0.3s | 2.80 sym/s | Total: 4.1m | ETA: 16.3m
[2026-02-11T20:19:09.405820] [INFO ] [sig       ] [685/3412] Forecasting CLS...
[2026-02-11T20:19:09.405850] [INFO ] [sig       ] Generating forecast for: CLS
[2026-02-11T20:19:09.405881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2026-02-11T20:19:09.418190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2026-02-11T20:19:09.418627] [INFO ] [FORECASTER] Starting predict_future for CLS
[2026-02-11T20:19:09.419462] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2026-02-11T20:19:09.419517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:09.419549] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:09.419607] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:09.419677] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:09.477489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:09.478418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:09.478507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:09.478541] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:09.600897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:09.601056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:09.601112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:09.601141] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:09.604644] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2026-02-11T20:19:09.604926] [INFO ] [FORECASTER] Completed predict_future for CLS
[2026-02-11T20:19:09.605059] [INFO ] [sig       ] CLS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:09.748762] [INFO ] [LOCAL     ] Saved forecast: CLS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CLS.txt
[2026-02-11T20:19:09.748928] [INFO ] [sig       ] [685/3412] Completed CLS in 0.3s | 2.80 sym/s | Total: 4.1m | ETA: 16.3m
[2026-02-11T20:19:09.748972] [INFO ] [sig       ] [686/3412] Forecasting CLX...
[2026-02-11T20:19:09.749003] [INFO ] [sig       ] Generating forecast for: CLX
[2026-02-11T20:19:09.749034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2026-02-11T20:19:09.761470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2026-02-11T20:19:09.761907] [INFO ] [FORECASTER] Starting predict_future for CLX
[2026-02-11T20:19:09.762849] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2026-02-11T20:19:09.762912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:09.762947] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:09.762977] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:09.763041] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:09.827733] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:09.828698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:09.828817] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:09.828854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:09.956151] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:09.956308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:09.956352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:09.956383] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:09.960072] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: DOWN (p=26.03%)
[2026-02-11T20:19:09.960362] [INFO ] [FORECASTER] Completed predict_future for CLX
[2026-02-11T20:19:09.960496] [INFO ] [sig       ] CLX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:10.107101] [INFO ] [LOCAL     ] Saved forecast: CLX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CLX.txt
[2026-02-11T20:19:10.107237] [INFO ] [sig       ] [686/3412] Completed CLX in 0.4s | 2.80 sym/s | Total: 4.1m | ETA: 16.2m
[2026-02-11T20:19:10.107277] [INFO ] [sig       ] [687/3412] Forecasting CM...
[2026-02-11T20:19:10.107307] [INFO ] [sig       ] Generating forecast for: CM
[2026-02-11T20:19:10.107337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2026-02-11T20:19:10.118590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2026-02-11T20:19:10.118870] [INFO ] [FORECASTER] Starting predict_future for CM
[2026-02-11T20:19:10.119682] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2026-02-11T20:19:10.119734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:10.119765] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:10.119793] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:10.119850] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:10.179606] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:10.180253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:10.180352] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:10.180394] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:10.302134] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:10.302280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:10.302322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:10.302351] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:10.305787] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=73.65%)
[2026-02-11T20:19:10.306060] [INFO ] [FORECASTER] Completed predict_future for CM
[2026-02-11T20:19:10.306189] [INFO ] [sig       ] CM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:10.454474] [INFO ] [LOCAL     ] Saved forecast: CM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CM.txt
[2026-02-11T20:19:10.454631] [INFO ] [sig       ] [687/3412] Completed CM in 0.3s | 2.80 sym/s | Total: 4.1m | ETA: 16.2m
[2026-02-11T20:19:10.454674] [INFO ] [sig       ] [688/3412] Forecasting CMC...
[2026-02-11T20:19:10.454703] [INFO ] [sig       ] Generating forecast for: CMC
[2026-02-11T20:19:10.454734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2026-02-11T20:19:10.465916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2026-02-11T20:19:10.466212] [INFO ] [FORECASTER] Starting predict_future for CMC
[2026-02-11T20:19:10.467023] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2026-02-11T20:19:10.467075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:10.467107] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:10.467133] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:10.467190] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:10.526814] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:10.527612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:10.527698] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:10.527732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:10.650824] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:10.650984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:10.651028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:10.651062] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:10.655048] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=78.08%)
[2026-02-11T20:19:10.655338] [INFO ] [FORECASTER] Completed predict_future for CMC
[2026-02-11T20:19:10.655473] [INFO ] [sig       ] CMC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:10.798955] [INFO ] [LOCAL     ] Saved forecast: CMC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CMC.txt
[2026-02-11T20:19:10.799088] [INFO ] [sig       ] [688/3412] Completed CMC in 0.3s | 2.80 sym/s | Total: 4.1m | ETA: 16.2m
[2026-02-11T20:19:10.799129] [INFO ] [sig       ] [689/3412] Forecasting CMCM...
[2026-02-11T20:19:10.799160] [INFO ] [sig       ] Generating forecast for: CMCM
[2026-02-11T20:19:10.799192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2026-02-11T20:19:10.811009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2026-02-11T20:19:10.811499] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2026-02-11T20:19:10.812358] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2026-02-11T20:19:10.812413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:10.812447] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:10.812484] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:10.812544] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:10.874412] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:10.875142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:10.875224] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:10.875257] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:10.989897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:10.990047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:10.990090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:10.990127] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:10.993726] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2026-02-11T20:19:10.994044] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2026-02-11T20:19:10.994175] [INFO ] [sig       ] CMCM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:11.143127] [INFO ] [LOCAL     ] Saved forecast: CMCM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CMCM.txt
[2026-02-11T20:19:11.143300] [INFO ] [sig       ] [689/3412] Completed CMCM in 0.3s | 2.80 sym/s | Total: 4.1m | ETA: 16.2m
[2026-02-11T20:19:11.143347] [INFO ] [sig       ] [690/3412] Forecasting CMCO...
[2026-02-11T20:19:11.143377] [INFO ] [sig       ] Generating forecast for: CMCO
[2026-02-11T20:19:11.143408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2026-02-11T20:19:11.155558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2026-02-11T20:19:11.155981] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2026-02-11T20:19:11.156845] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2026-02-11T20:19:11.156899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:11.156934] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:11.156962] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:11.157022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:11.218339] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:11.219161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:11.219246] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:11.219280] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:11.340176] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:11.340333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:11.340373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:11.340402] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:11.343888] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=61.27%)
[2026-02-11T20:19:11.344165] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2026-02-11T20:19:11.344296] [INFO ] [sig       ] CMCO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:11.485163] [INFO ] [LOCAL     ] Saved forecast: CMCO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CMCO.txt
[2026-02-11T20:19:11.485295] [INFO ] [sig       ] [690/3412] Completed CMCO in 0.3s | 2.80 sym/s | Total: 4.1m | ETA: 16.2m
[2026-02-11T20:19:11.485335] [INFO ] [sig       ] [691/3412] Forecasting CMCSA...
[2026-02-11T20:19:11.485364] [INFO ] [sig       ] Generating forecast for: CMCSA
[2026-02-11T20:19:11.485394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2026-02-11T20:19:11.496941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2026-02-11T20:19:11.497269] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2026-02-11T20:19:11.498221] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2026-02-11T20:19:11.498275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:11.498309] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:11.498336] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:11.498393] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:11.559465] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:11.560263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:11.560348] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:11.560382] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:11.680968] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:11.681119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:11.681158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:11.681187] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:11.684886] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=93.54%)
[2026-02-11T20:19:11.685345] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2026-02-11T20:19:11.685476] [INFO ] [sig       ] CMCSA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:11.828629] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CMCSA.txt
[2026-02-11T20:19:11.828770] [INFO ] [sig       ] [691/3412] Completed CMCSA in 0.3s | 2.80 sym/s | Total: 4.1m | ETA: 16.2m
[2026-02-11T20:19:11.828809] [INFO ] [sig       ] [692/3412] Forecasting CME...
[2026-02-11T20:19:11.828838] [INFO ] [sig       ] Generating forecast for: CME
[2026-02-11T20:19:11.828869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2026-02-11T20:19:11.840621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2026-02-11T20:19:11.840910] [INFO ] [FORECASTER] Starting predict_future for CME
[2026-02-11T20:19:11.841724] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2026-02-11T20:19:11.841776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:11.841809] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:11.841836] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:11.841894] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:11.900172] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:11.900821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:11.900906] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:11.900947] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:12.025871] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:12.026026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:12.026065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:12.026095] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:12.029610] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=90.32%)
[2026-02-11T20:19:12.029888] [INFO ] [FORECASTER] Completed predict_future for CME
[2026-02-11T20:19:12.030016] [INFO ] [sig       ] CME: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:12.174017] [INFO ] [LOCAL     ] Saved forecast: CME	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CME.txt
[2026-02-11T20:19:12.174159] [INFO ] [sig       ] [692/3412] Completed CME in 0.3s | 2.80 sym/s | Total: 4.1m | ETA: 16.2m
[2026-02-11T20:19:12.174199] [INFO ] [sig       ] [693/3412] Forecasting CMG...
[2026-02-11T20:19:12.174231] [INFO ] [sig       ] Generating forecast for: CMG
[2026-02-11T20:19:12.174268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2026-02-11T20:19:12.185367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2026-02-11T20:19:12.185666] [INFO ] [FORECASTER] Starting predict_future for CMG
[2026-02-11T20:19:12.186443] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2026-02-11T20:19:12.186496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:12.186552] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:12.186603] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:12.186662] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:12.245854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:12.246655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:12.246739] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:12.246773] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:12.368301] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:12.368477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:12.368517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:12.368546] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:12.372088] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2026-02-11T20:19:12.372373] [INFO ] [FORECASTER] Completed predict_future for CMG
[2026-02-11T20:19:12.372506] [INFO ] [sig       ] CMG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:12.512751] [INFO ] [LOCAL     ] Saved forecast: CMG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CMG.txt
[2026-02-11T20:19:12.512892] [INFO ] [sig       ] [693/3412] Completed CMG in 0.3s | 2.80 sym/s | Total: 4.1m | ETA: 16.2m
[2026-02-11T20:19:12.512933] [INFO ] [sig       ] [694/3412] Forecasting CMI...
[2026-02-11T20:19:12.512961] [INFO ] [sig       ] Generating forecast for: CMI
[2026-02-11T20:19:12.512991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2026-02-11T20:19:12.524244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2026-02-11T20:19:12.524611] [INFO ] [FORECASTER] Starting predict_future for CMI
[2026-02-11T20:19:12.525408] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2026-02-11T20:19:12.525459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:12.525491] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:12.525518] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:12.525596] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:12.583968] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:12.584704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:12.584786] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:12.584818] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:12.709815] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:12.709978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:12.710019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:12.710048] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:12.713974] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=89.41%)
[2026-02-11T20:19:12.714273] [INFO ] [FORECASTER] Completed predict_future for CMI
[2026-02-11T20:19:12.714409] [INFO ] [sig       ] CMI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:12.860169] [INFO ] [LOCAL     ] Saved forecast: CMI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CMI.txt
[2026-02-11T20:19:12.860520] [INFO ] [sig       ] [694/3412] Completed CMI in 0.3s | 2.80 sym/s | Total: 4.1m | ETA: 16.2m
[2026-02-11T20:19:12.860561] [INFO ] [sig       ] [695/3412] Forecasting CMMB...
[2026-02-11T20:19:12.860615] [INFO ] [sig       ] Generating forecast for: CMMB
[2026-02-11T20:19:12.860646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2026-02-11T20:19:12.872082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2026-02-11T20:19:12.872382] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2026-02-11T20:19:12.873183] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2026-02-11T20:19:12.873236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:12.873268] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:12.873294] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:12.873351] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:12.931185] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:12.932020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:12.932107] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:12.932140] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:13.065238] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:13.065434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:13.065490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:13.065529] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:13.069926] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=53.88%)
[2026-02-11T20:19:13.070298] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2026-02-11T20:19:13.070477] [INFO ] [sig       ] CMMB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:13.214609] [INFO ] [LOCAL     ] Saved forecast: CMMB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CMMB.txt
[2026-02-11T20:19:13.214752] [INFO ] [sig       ] [695/3412] Completed CMMB in 0.4s | 2.80 sym/s | Total: 4.1m | ETA: 16.2m
[2026-02-11T20:19:13.214794] [INFO ] [sig       ] [696/3412] Forecasting CMP...
[2026-02-11T20:19:13.214824] [INFO ] [sig       ] Generating forecast for: CMP
[2026-02-11T20:19:13.214857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2026-02-11T20:19:13.226310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2026-02-11T20:19:13.226605] [INFO ] [FORECASTER] Starting predict_future for CMP
[2026-02-11T20:19:13.227419] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2026-02-11T20:19:13.227495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:13.227528] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:13.227556] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:13.227637] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:13.286999] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:13.287915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:13.288006] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:13.288041] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:13.414440] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:13.414619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:13.414664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:13.414696] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:13.418517] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2026-02-11T20:19:13.418854] [INFO ] [FORECASTER] Completed predict_future for CMP
[2026-02-11T20:19:13.418994] [INFO ] [sig       ] CMP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:13.559612] [INFO ] [LOCAL     ] Saved forecast: CMP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CMP.txt
[2026-02-11T20:19:13.559774] [INFO ] [sig       ] [696/3412] Completed CMP in 0.3s | 2.80 sym/s | Total: 4.1m | ETA: 16.2m
[2026-02-11T20:19:13.559814] [INFO ] [sig       ] [697/3412] Forecasting CMPS...
[2026-02-11T20:19:13.559845] [INFO ] [sig       ] Generating forecast for: CMPS
[2026-02-11T20:19:13.559875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2026-02-11T20:19:13.571838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2026-02-11T20:19:13.572224] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2026-02-11T20:19:13.573114] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2026-02-11T20:19:13.573168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:13.573200] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:13.573226] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:13.573284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:13.632534] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:13.633415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:13.633502] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:13.633535] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:13.762695] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:13.762856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:13.762899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:13.762927] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:13.766650] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2026-02-11T20:19:13.766955] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2026-02-11T20:19:13.767158] [INFO ] [sig       ] CMPS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:13.920857] [INFO ] [LOCAL     ] Saved forecast: CMPS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CMPS.txt
[2026-02-11T20:19:13.921045] [INFO ] [sig       ] [697/3412] Completed CMPS in 0.4s | 2.80 sym/s | Total: 4.2m | ETA: 16.2m
[2026-02-11T20:19:13.921086] [INFO ] [sig       ] [698/3412] Forecasting CMPX...
[2026-02-11T20:19:13.921117] [INFO ] [sig       ] Generating forecast for: CMPX
[2026-02-11T20:19:13.921147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2026-02-11T20:19:13.934488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2026-02-11T20:19:13.934860] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2026-02-11T20:19:13.935737] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2026-02-11T20:19:13.935792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:13.935826] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:13.935855] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:13.935915] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:13.994860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:13.995847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:13.995966] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:13.996007] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:14.118702] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:14.118867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:14.118908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:14.118937] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:14.122594] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: UP (p=55.06%)
[2026-02-11T20:19:14.122947] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2026-02-11T20:19:14.123099] [INFO ] [sig       ] CMPX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:14.277157] [INFO ] [LOCAL     ] Saved forecast: CMPX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CMPX.txt
[2026-02-11T20:19:14.277328] [INFO ] [sig       ] [698/3412] Completed CMPX in 0.4s | 2.80 sym/s | Total: 4.2m | ETA: 16.2m
[2026-02-11T20:19:14.277371] [INFO ] [sig       ] [699/3412] Forecasting CMRE...
[2026-02-11T20:19:14.277404] [INFO ] [sig       ] Generating forecast for: CMRE
[2026-02-11T20:19:14.277437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2026-02-11T20:19:14.289394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2026-02-11T20:19:14.289777] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2026-02-11T20:19:14.290621] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2026-02-11T20:19:14.290676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:14.290710] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:14.290737] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:14.290797] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:14.349045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:14.350056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:14.350156] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:14.350191] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:14.470114] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:14.470276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:14.470316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:14.470344] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:14.473777] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=59.60%)
[2026-02-11T20:19:14.474049] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2026-02-11T20:19:14.474177] [INFO ] [sig       ] CMRE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:14.617738] [INFO ] [LOCAL     ] Saved forecast: CMRE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CMRE.txt
[2026-02-11T20:19:14.617892] [INFO ] [sig       ] [699/3412] Completed CMRE in 0.3s | 2.80 sym/s | Total: 4.2m | ETA: 16.2m
[2026-02-11T20:19:14.617934] [INFO ] [sig       ] [700/3412] Forecasting CMS...
[2026-02-11T20:19:14.617967] [INFO ] [sig       ] Generating forecast for: CMS
[2026-02-11T20:19:14.618003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2026-02-11T20:19:14.629304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2026-02-11T20:19:14.629643] [INFO ] [FORECASTER] Starting predict_future for CMS
[2026-02-11T20:19:14.630425] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2026-02-11T20:19:14.630478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:14.630510] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:14.630537] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:14.630615] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:14.687754] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:14.688400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:14.688480] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:14.688513] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:14.812466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:14.812644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:14.812686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:14.812716] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:14.816123] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=36.58%)
[2026-02-11T20:19:14.816399] [INFO ] [FORECASTER] Completed predict_future for CMS
[2026-02-11T20:19:14.816531] [INFO ] [sig       ] CMS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:14.959726] [INFO ] [LOCAL     ] Saved forecast: CMS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CMS.txt
[2026-02-11T20:19:14.959875] [INFO ] [sig       ] [700/3412] Completed CMS in 0.3s | 2.80 sym/s | Total: 4.2m | ETA: 16.2m
[2026-02-11T20:19:14.959915] [INFO ] [sig       ] [701/3412] Forecasting CMSA...
[2026-02-11T20:19:14.959946] [INFO ] [sig       ] Generating forecast for: CMSA
[2026-02-11T20:19:14.959985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2026-02-11T20:19:14.971082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2026-02-11T20:19:14.971374] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2026-02-11T20:19:14.972187] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2026-02-11T20:19:14.972240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:14.972272] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:14.972298] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:14.972355] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:15.029718] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:15.030421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:15.030504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:15.030537] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:15.139076] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:15.139231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:15.139272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:15.139301] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:15.142764] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=47.13%)
[2026-02-11T20:19:15.143042] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2026-02-11T20:19:15.143172] [INFO ] [sig       ] CMSA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:15.284453] [INFO ] [LOCAL     ] Saved forecast: CMSA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CMSA.txt
[2026-02-11T20:19:15.284601] [INFO ] [sig       ] [701/3412] Completed CMSA in 0.3s | 2.80 sym/s | Total: 4.2m | ETA: 16.1m
[2026-02-11T20:19:15.284643] [INFO ] [sig       ] [702/3412] Forecasting CMSC...
[2026-02-11T20:19:15.284673] [INFO ] [sig       ] Generating forecast for: CMSC
[2026-02-11T20:19:15.284704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2026-02-11T20:19:15.296025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2026-02-11T20:19:15.296299] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2026-02-11T20:19:15.297109] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2026-02-11T20:19:15.297170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:15.297202] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:15.297229] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:15.297286] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:15.354850] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:15.355609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:15.355692] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:15.355724] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:15.469207] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:15.469370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:15.469410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:15.469437] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:15.472959] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2026-02-11T20:19:15.473243] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2026-02-11T20:19:15.473373] [INFO ] [sig       ] CMSC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:15.613934] [INFO ] [LOCAL     ] Saved forecast: CMSC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CMSC.txt
[2026-02-11T20:19:15.614083] [INFO ] [sig       ] [702/3412] Completed CMSC in 0.3s | 2.80 sym/s | Total: 4.2m | ETA: 16.1m
[2026-02-11T20:19:15.614130] [INFO ] [sig       ] [703/3412] Forecasting CMSD...
[2026-02-11T20:19:15.614166] [INFO ] [sig       ] Generating forecast for: CMSD
[2026-02-11T20:19:15.614195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2026-02-11T20:19:15.626271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2026-02-11T20:19:15.626730] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2026-02-11T20:19:15.627683] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2026-02-11T20:19:15.627738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:15.627775] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:15.627813] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:15.627890] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:15.690449] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:15.691453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:15.691620] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:15.691676] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:15.816814] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:15.816985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:15.817029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:15.817061] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:15.820713] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=56.22%)
[2026-02-11T20:19:15.821005] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2026-02-11T20:19:15.821142] [INFO ] [sig       ] CMSD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:15.963633] [INFO ] [LOCAL     ] Saved forecast: CMSD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CMSD.txt
[2026-02-11T20:19:15.963792] [INFO ] [sig       ] [703/3412] Completed CMSD in 0.3s | 2.80 sym/s | Total: 4.2m | ETA: 16.1m
[2026-02-11T20:19:15.963832] [INFO ] [sig       ] [704/3412] Forecasting CMTG...
[2026-02-11T20:19:15.963863] [INFO ] [sig       ] Generating forecast for: CMTG
[2026-02-11T20:19:15.963894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2026-02-11T20:19:15.976505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2026-02-11T20:19:15.976939] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2026-02-11T20:19:15.977935] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2026-02-11T20:19:15.977989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:15.978020] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:15.978046] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:15.978104] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:16.037535] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:16.038433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:16.038520] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:16.038556] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:16.166201] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:16.166373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:16.166417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:16.166447] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:16.170211] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: UP (p=73.12%)
[2026-02-11T20:19:16.170649] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2026-02-11T20:19:16.170816] [INFO ] [sig       ] CMTG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:16.321424] [INFO ] [LOCAL     ] Saved forecast: CMTG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CMTG.txt
[2026-02-11T20:19:16.321620] [INFO ] [sig       ] [704/3412] Completed CMTG in 0.4s | 2.80 sym/s | Total: 4.2m | ETA: 16.1m
[2026-02-11T20:19:16.321665] [INFO ] [sig       ] [705/3412] Forecasting CMTL...
[2026-02-11T20:19:16.321696] [INFO ] [sig       ] Generating forecast for: CMTL
[2026-02-11T20:19:16.321725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2026-02-11T20:19:16.333911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2026-02-11T20:19:16.334319] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2026-02-11T20:19:16.335179] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2026-02-11T20:19:16.335232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:16.335263] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:16.335289] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:16.335345] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:16.392188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:16.393123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:16.393214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:16.393246] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:16.526379] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:16.526549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:16.526614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:16.526645] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:16.531109] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=69.72%)
[2026-02-11T20:19:16.531427] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2026-02-11T20:19:16.531780] [INFO ] [sig       ] CMTL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:16.754768] [INFO ] [LOCAL     ] Saved forecast: CMTL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CMTL.txt
[2026-02-11T20:19:16.754944] [INFO ] [sig       ] [705/3412] Completed CMTL in 0.4s | 2.80 sym/s | Total: 4.2m | ETA: 16.1m
[2026-02-11T20:19:16.754996] [INFO ] [sig       ] [706/3412] Forecasting CNA...
[2026-02-11T20:19:16.755031] [INFO ] [sig       ] Generating forecast for: CNA
[2026-02-11T20:19:16.755065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2026-02-11T20:19:16.769557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2026-02-11T20:19:16.770141] [INFO ] [FORECASTER] Starting predict_future for CNA
[2026-02-11T20:19:16.771370] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2026-02-11T20:19:16.771431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:16.771466] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:16.771494] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:16.771553] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:16.857758] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:16.858860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:16.858974] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:16.859023] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:17.042721] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:17.042929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:17.042980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:17.043015] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:17.049761] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2026-02-11T20:19:17.050377] [INFO ] [FORECASTER] Completed predict_future for CNA
[2026-02-11T20:19:17.050639] [INFO ] [sig       ] CNA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:17.288279] [INFO ] [LOCAL     ] Saved forecast: CNA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CNA.txt
[2026-02-11T20:19:17.288597] [INFO ] [sig       ] [706/3412] Completed CNA in 0.5s | 2.80 sym/s | Total: 4.2m | ETA: 16.1m
[2026-02-11T20:19:17.288676] [INFO ] [sig       ] [707/3412] Forecasting CNC...
[2026-02-11T20:19:17.288728] [INFO ] [sig       ] Generating forecast for: CNC
[2026-02-11T20:19:17.288779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2026-02-11T20:19:17.344403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2026-02-11T20:19:17.344981] [INFO ] [FORECASTER] Starting predict_future for CNC
[2026-02-11T20:19:17.346386] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2026-02-11T20:19:17.346457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:17.346506] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:17.346550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:17.346674] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:17.442046] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:17.443389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:17.443521] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:17.443675] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:17.625850] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:17.626131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:17.626194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:17.626233] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:17.632286] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=13.09%)
[2026-02-11T20:19:17.632966] [INFO ] [FORECASTER] Completed predict_future for CNC
[2026-02-11T20:19:17.633207] [INFO ] [sig       ] CNC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:17.857737] [INFO ] [LOCAL     ] Saved forecast: CNC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CNC.txt
[2026-02-11T20:19:17.858004] [INFO ] [sig       ] [707/3412] Completed CNC in 0.6s | 2.79 sym/s | Total: 4.2m | ETA: 16.1m
[2026-02-11T20:19:17.858055] [INFO ] [sig       ] [708/3412] Forecasting CNF...
[2026-02-11T20:19:17.858092] [INFO ] [sig       ] Generating forecast for: CNF
[2026-02-11T20:19:17.858132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2026-02-11T20:19:17.875833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2026-02-11T20:19:17.876350] [INFO ] [FORECASTER] Starting predict_future for CNF
[2026-02-11T20:19:17.877659] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2026-02-11T20:19:17.877732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:17.877786] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:17.877834] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:17.877926] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:17.947808] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:17.948796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:17.948888] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:17.948923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:18.069374] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:18.069538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:18.069604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:18.069637] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:18.073226] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=57.18%)
[2026-02-11T20:19:18.073524] [INFO ] [FORECASTER] Completed predict_future for CNF
[2026-02-11T20:19:18.073703] [INFO ] [sig       ] CNF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:18.218316] [INFO ] [LOCAL     ] Saved forecast: CNF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CNF.txt
[2026-02-11T20:19:18.218487] [INFO ] [sig       ] [708/3412] Completed CNF in 0.4s | 2.79 sym/s | Total: 4.2m | ETA: 16.1m
[2026-02-11T20:19:18.218532] [INFO ] [sig       ] [709/3412] Forecasting CNI...
[2026-02-11T20:19:18.218563] [INFO ] [sig       ] Generating forecast for: CNI
[2026-02-11T20:19:18.218626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2026-02-11T20:19:18.235366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2026-02-11T20:19:18.235870] [INFO ] [FORECASTER] Starting predict_future for CNI
[2026-02-11T20:19:18.236757] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2026-02-11T20:19:18.236809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:18.236842] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:18.236868] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:18.236926] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:18.297177] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:18.298710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:18.298810] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:18.298845] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:18.428043] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:18.428211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:18.428294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:18.428328] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:18.432142] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=81.88%)
[2026-02-11T20:19:18.432439] [INFO ] [FORECASTER] Completed predict_future for CNI
[2026-02-11T20:19:18.432596] [INFO ] [sig       ] CNI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:18.580660] [INFO ] [LOCAL     ] Saved forecast: CNI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CNI.txt
[2026-02-11T20:19:18.580833] [INFO ] [sig       ] [709/3412] Completed CNI in 0.4s | 2.79 sym/s | Total: 4.2m | ETA: 16.1m
[2026-02-11T20:19:18.580875] [INFO ] [sig       ] [710/3412] Forecasting CNK...
[2026-02-11T20:19:18.580903] [INFO ] [sig       ] Generating forecast for: CNK
[2026-02-11T20:19:18.580933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2026-02-11T20:19:18.593368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2026-02-11T20:19:18.593814] [INFO ] [FORECASTER] Starting predict_future for CNK
[2026-02-11T20:19:18.594699] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2026-02-11T20:19:18.594753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:18.594816] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:18.594846] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:18.594905] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:18.660016] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:18.660947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:18.661041] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:18.661075] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:18.788364] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:18.788756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:18.788800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:18.788829] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:18.792644] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=91.71%)
[2026-02-11T20:19:18.792936] [INFO ] [FORECASTER] Completed predict_future for CNK
[2026-02-11T20:19:18.793078] [INFO ] [sig       ] CNK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:18.942431] [INFO ] [LOCAL     ] Saved forecast: CNK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CNK.txt
[2026-02-11T20:19:18.942631] [INFO ] [sig       ] [710/3412] Completed CNK in 0.4s | 2.79 sym/s | Total: 4.2m | ETA: 16.1m
[2026-02-11T20:19:18.942680] [INFO ] [sig       ] [711/3412] Forecasting CNM...
[2026-02-11T20:19:18.942710] [INFO ] [sig       ] Generating forecast for: CNM
[2026-02-11T20:19:18.942740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2026-02-11T20:19:18.954942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2026-02-11T20:19:18.955359] [INFO ] [FORECASTER] Starting predict_future for CNM
[2026-02-11T20:19:18.956247] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2026-02-11T20:19:18.956302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:18.956335] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:18.956362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:18.956420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:19.015600] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:19.016519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:19.016651] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:19.016686] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:19.152355] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:19.152526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:19.152589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:19.152624] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:19.156684] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=85.18%)
[2026-02-11T20:19:19.156984] [INFO ] [FORECASTER] Completed predict_future for CNM
[2026-02-11T20:19:19.157143] [INFO ] [sig       ] CNM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:19.309162] [INFO ] [LOCAL     ] Saved forecast: CNM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CNM.txt
[2026-02-11T20:19:19.309387] [INFO ] [sig       ] [711/3412] Completed CNM in 0.4s | 2.79 sym/s | Total: 4.2m | ETA: 16.1m
[2026-02-11T20:19:19.309451] [INFO ] [sig       ] [712/3412] Forecasting CNMD...
[2026-02-11T20:19:19.309487] [INFO ] [sig       ] Generating forecast for: CNMD
[2026-02-11T20:19:19.309518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2026-02-11T20:19:19.323225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2026-02-11T20:19:19.323905] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2026-02-11T20:19:19.324856] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2026-02-11T20:19:19.324913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:19.324947] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:19.324974] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:19.325034] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:19.388502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:19.389724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:19.389846] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:19.389883] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:19.514047] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:19.514220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:19.514262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:19.514290] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:19.518293] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2026-02-11T20:19:19.518666] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2026-02-11T20:19:19.518820] [INFO ] [sig       ] CNMD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:19.670142] [INFO ] [LOCAL     ] Saved forecast: CNMD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CNMD.txt
[2026-02-11T20:19:19.670313] [INFO ] [sig       ] [712/3412] Completed CNMD in 0.4s | 2.79 sym/s | Total: 4.2m | ETA: 16.1m
[2026-02-11T20:19:19.670355] [INFO ] [sig       ] [713/3412] Forecasting CNNE...
[2026-02-11T20:19:19.670384] [INFO ] [sig       ] Generating forecast for: CNNE
[2026-02-11T20:19:19.670415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2026-02-11T20:19:19.683513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2026-02-11T20:19:19.684172] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2026-02-11T20:19:19.685370] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2026-02-11T20:19:19.685443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:19.685495] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:19.685528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:19.685612] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:19.751634] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:19.752678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:19.752781] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:19.752815] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:19.889616] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:19.889772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:19.889814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:19.889878] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:19.893464] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=61.66%)
[2026-02-11T20:19:19.893774] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2026-02-11T20:19:19.893910] [INFO ] [sig       ] CNNE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:20.037618] [INFO ] [LOCAL     ] Saved forecast: CNNE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CNNE.txt
[2026-02-11T20:19:20.037778] [INFO ] [sig       ] [713/3412] Completed CNNE in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-11T20:19:20.037820] [INFO ] [sig       ] [714/3412] Forecasting CNO...
[2026-02-11T20:19:20.037850] [INFO ] [sig       ] Generating forecast for: CNO
[2026-02-11T20:19:20.037881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2026-02-11T20:19:20.048874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2026-02-11T20:19:20.049177] [INFO ] [FORECASTER] Starting predict_future for CNO
[2026-02-11T20:19:20.049996] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2026-02-11T20:19:20.050048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:20.050081] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:20.050107] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:20.050164] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:20.107158] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:20.108036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:20.108122] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:20.108155] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:20.230560] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:20.230735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:20.230777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:20.230807] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:20.234482] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=16.53%)
[2026-02-11T20:19:20.234792] [INFO ] [FORECASTER] Completed predict_future for CNO
[2026-02-11T20:19:20.234930] [INFO ] [sig       ] CNO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:20.384241] [INFO ] [LOCAL     ] Saved forecast: CNO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CNO.txt
[2026-02-11T20:19:20.384393] [INFO ] [sig       ] [714/3412] Completed CNO in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-11T20:19:20.384433] [INFO ] [sig       ] [715/3412] Forecasting CNOB...
[2026-02-11T20:19:20.384465] [INFO ] [sig       ] Generating forecast for: CNOB
[2026-02-11T20:19:20.384505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2026-02-11T20:19:20.395914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2026-02-11T20:19:20.396263] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2026-02-11T20:19:20.397121] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2026-02-11T20:19:20.397181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:20.397213] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:20.397241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:20.397301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:20.459017] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:20.460057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:20.460145] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:20.460177] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:20.586091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:20.586261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:20.586308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:20.586338] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:20.589804] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: UP (p=84.29%)
[2026-02-11T20:19:20.590085] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2026-02-11T20:19:20.590220] [INFO ] [sig       ] CNOB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:20.745256] [INFO ] [LOCAL     ] Saved forecast: CNOB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CNOB.txt
[2026-02-11T20:19:20.745406] [INFO ] [sig       ] [715/3412] Completed CNOB in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-11T20:19:20.745447] [INFO ] [sig       ] [716/3412] Forecasting CNP...
[2026-02-11T20:19:20.745476] [INFO ] [sig       ] Generating forecast for: CNP
[2026-02-11T20:19:20.745508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2026-02-11T20:19:20.756876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2026-02-11T20:19:20.757221] [INFO ] [FORECASTER] Starting predict_future for CNP
[2026-02-11T20:19:20.758077] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2026-02-11T20:19:20.758135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:20.758173] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:20.758205] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:20.758272] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:20.816857] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:20.817775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:20.817868] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:20.817903] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:20.948342] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:20.948747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:20.948802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:20.948838] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:20.952478] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=49.89%)
[2026-02-11T20:19:20.952852] [INFO ] [FORECASTER] Completed predict_future for CNP
[2026-02-11T20:19:20.953004] [INFO ] [sig       ] CNP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:21.096598] [INFO ] [LOCAL     ] Saved forecast: CNP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CNP.txt
[2026-02-11T20:19:21.096765] [INFO ] [sig       ] [716/3412] Completed CNP in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-11T20:19:21.096807] [INFO ] [sig       ] [717/3412] Forecasting CNQ...
[2026-02-11T20:19:21.096842] [INFO ] [sig       ] Generating forecast for: CNQ
[2026-02-11T20:19:21.096874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2026-02-11T20:19:21.108378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2026-02-11T20:19:21.108747] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2026-02-11T20:19:21.109660] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2026-02-11T20:19:21.109715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:21.109749] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:21.109778] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:21.109839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:21.172327] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:21.173248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:21.173358] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:21.173394] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:21.301631] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:21.301798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:21.301841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:21.301871] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:21.305681] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=45.25%)
[2026-02-11T20:19:21.306014] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2026-02-11T20:19:21.306165] [INFO ] [sig       ] CNQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:21.454908] [INFO ] [LOCAL     ] Saved forecast: CNQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CNQ.txt
[2026-02-11T20:19:21.455074] [INFO ] [sig       ] [717/3412] Completed CNQ in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-11T20:19:21.455118] [INFO ] [sig       ] [718/3412] Forecasting CNS...
[2026-02-11T20:19:21.455148] [INFO ] [sig       ] Generating forecast for: CNS
[2026-02-11T20:19:21.455177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2026-02-11T20:19:21.466404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2026-02-11T20:19:21.466783] [INFO ] [FORECASTER] Starting predict_future for CNS
[2026-02-11T20:19:21.467633] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2026-02-11T20:19:21.467686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:21.467717] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:21.467743] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:21.467799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:21.528063] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:21.528947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:21.529037] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:21.529070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:21.649091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:21.649261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:21.649308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:21.649339] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:21.653276] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: DOWN (p=18.93%)
[2026-02-11T20:19:21.653604] [INFO ] [FORECASTER] Completed predict_future for CNS
[2026-02-11T20:19:21.653750] [INFO ] [sig       ] CNS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:21.801289] [INFO ] [LOCAL     ] Saved forecast: CNS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CNS.txt
[2026-02-11T20:19:21.801469] [INFO ] [sig       ] [718/3412] Completed CNS in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-11T20:19:21.801511] [INFO ] [sig       ] [719/3412] Forecasting CNSP...
[2026-02-11T20:19:21.801541] [INFO ] [sig       ] Generating forecast for: CNSP
[2026-02-11T20:19:21.801591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2026-02-11T20:19:21.813809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2026-02-11T20:19:21.814225] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2026-02-11T20:19:21.815231] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2026-02-11T20:19:21.815295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:21.815327] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:21.815353] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:21.815410] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:21.878504] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:21.879622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:21.879713] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:21.879749] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:22.006814] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:22.006975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:22.007017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:22.007045] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:22.010567] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2026-02-11T20:19:22.010872] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2026-02-11T20:19:22.011003] [INFO ] [sig       ] CNSP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:22.153456] [INFO ] [LOCAL     ] Saved forecast: CNSP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CNSP.txt
[2026-02-11T20:19:22.153623] [INFO ] [sig       ] [719/3412] Completed CNSP in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-11T20:19:22.153666] [INFO ] [sig       ] [720/3412] Forecasting CNTA...
[2026-02-11T20:19:22.153695] [INFO ] [sig       ] Generating forecast for: CNTA
[2026-02-11T20:19:22.153725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2026-02-11T20:19:22.163980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2026-02-11T20:19:22.164285] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2026-02-11T20:19:22.165103] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2026-02-11T20:19:22.165155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:22.165186] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:22.165214] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:22.165270] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:22.222395] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:22.223077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:22.223186] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:22.223220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:22.341674] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:22.341836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:22.341878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:22.341925] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:22.345628] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=19.69%)
[2026-02-11T20:19:22.345930] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2026-02-11T20:19:22.346066] [INFO ] [sig       ] CNTA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:22.494566] [INFO ] [LOCAL     ] Saved forecast: CNTA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CNTA.txt
[2026-02-11T20:19:22.494750] [INFO ] [sig       ] [720/3412] Completed CNTA in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-11T20:19:22.494791] [INFO ] [sig       ] [721/3412] Forecasting CNTY...
[2026-02-11T20:19:22.494821] [INFO ] [sig       ] Generating forecast for: CNTY
[2026-02-11T20:19:22.494851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2026-02-11T20:19:22.506048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2026-02-11T20:19:22.506430] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2026-02-11T20:19:22.507304] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2026-02-11T20:19:22.507360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:22.507392] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:22.507419] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:22.507509] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:22.570694] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:22.571722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:22.571830] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:22.571865] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:22.692442] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:22.692632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:22.692676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:22.692705] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:22.696379] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=67.33%)
[2026-02-11T20:19:22.696750] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2026-02-11T20:19:22.696902] [INFO ] [sig       ] CNTY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:22.843980] [INFO ] [LOCAL     ] Saved forecast: CNTY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CNTY.txt
[2026-02-11T20:19:22.844153] [INFO ] [sig       ] [721/3412] Completed CNTY in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-11T20:19:22.844193] [INFO ] [sig       ] [722/3412] Forecasting CNVS...
[2026-02-11T20:19:22.844224] [INFO ] [sig       ] Generating forecast for: CNVS
[2026-02-11T20:19:22.844253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2026-02-11T20:19:22.856296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2026-02-11T20:19:22.856689] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2026-02-11T20:19:22.857545] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2026-02-11T20:19:22.857621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:22.857654] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:22.857680] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:22.857736] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:22.917060] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:22.918266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:22.918373] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:22.918406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:23.047913] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:23.048083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:23.048126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:23.048157] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:23.052112] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: DOWN (p=21.39%)
[2026-02-11T20:19:23.052636] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2026-02-11T20:19:23.052784] [INFO ] [sig       ] CNVS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:23.199950] [INFO ] [LOCAL     ] Saved forecast: CNVS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CNVS.txt
[2026-02-11T20:19:23.200113] [INFO ] [sig       ] [722/3412] Completed CNVS in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.0m
[2026-02-11T20:19:23.200152] [INFO ] [sig       ] [723/3412] Forecasting CNX...
[2026-02-11T20:19:23.200181] [INFO ] [sig       ] Generating forecast for: CNX
[2026-02-11T20:19:23.200213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2026-02-11T20:19:23.211843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2026-02-11T20:19:23.212209] [INFO ] [FORECASTER] Starting predict_future for CNX
[2026-02-11T20:19:23.213074] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2026-02-11T20:19:23.213128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:23.213160] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:23.213188] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:23.213251] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:23.275380] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:23.276521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:23.276700] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:23.276739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:23.407800] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:23.407972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:23.408017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:23.408047] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:23.412797] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=34.85%)
[2026-02-11T20:19:23.413181] [INFO ] [FORECASTER] Completed predict_future for CNX
[2026-02-11T20:19:23.413365] [INFO ] [sig       ] CNX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:23.561948] [INFO ] [LOCAL     ] Saved forecast: CNX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CNX.txt
[2026-02-11T20:19:23.562124] [INFO ] [sig       ] [723/3412] Completed CNX in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.0m
[2026-02-11T20:19:23.562165] [INFO ] [sig       ] [724/3412] Forecasting CNXN...
[2026-02-11T20:19:23.562203] [INFO ] [sig       ] Generating forecast for: CNXN
[2026-02-11T20:19:23.562242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2026-02-11T20:19:23.577336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2026-02-11T20:19:23.577842] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2026-02-11T20:19:23.578988] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2026-02-11T20:19:23.579057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:23.579104] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:23.579146] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:23.579263] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:23.645416] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:23.646366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:23.646456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:23.646490] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:23.772682] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:23.772837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:23.772886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:23.772915] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:23.776452] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: DOWN (p=14.67%)
[2026-02-11T20:19:23.776766] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2026-02-11T20:19:23.776903] [INFO ] [sig       ] CNXN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:23.925171] [INFO ] [LOCAL     ] Saved forecast: CNXN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CNXN.txt
[2026-02-11T20:19:23.925346] [INFO ] [sig       ] [724/3412] Completed CNXN in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.0m
[2026-02-11T20:19:23.925391] [INFO ] [sig       ] [725/3412] Forecasting COCO...
[2026-02-11T20:19:23.925421] [INFO ] [sig       ] Generating forecast for: COCO
[2026-02-11T20:19:23.925452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2026-02-11T20:19:23.937386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2026-02-11T20:19:23.937756] [INFO ] [FORECASTER] Starting predict_future for COCO
[2026-02-11T20:19:23.938603] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2026-02-11T20:19:23.938656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:23.938688] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:23.938715] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:23.938773] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:23.996697] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:23.997542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:23.997645] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:23.997679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:24.122500] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:24.122681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:24.122723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:24.122751] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:24.126554] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=50.73%)
[2026-02-11T20:19:24.126970] [INFO ] [FORECASTER] Completed predict_future for COCO
[2026-02-11T20:19:24.127132] [INFO ] [sig       ] COCO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:24.272326] [INFO ] [LOCAL     ] Saved forecast: COCO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/COCO.txt
[2026-02-11T20:19:24.272475] [INFO ] [sig       ] [725/3412] Completed COCO in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.0m
[2026-02-11T20:19:24.272517] [INFO ] [sig       ] [726/3412] Forecasting CODA...
[2026-02-11T20:19:24.272550] [INFO ] [sig       ] Generating forecast for: CODA
[2026-02-11T20:19:24.272599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2026-02-11T20:19:24.283838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2026-02-11T20:19:24.284185] [INFO ] [FORECASTER] Starting predict_future for CODA
[2026-02-11T20:19:24.285034] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2026-02-11T20:19:24.285098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:24.285133] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:24.285161] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:24.285219] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:24.347699] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:24.348616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:24.348708] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:24.348748] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:24.466186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:24.466358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:24.466402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:24.466432] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:24.470151] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=11.91%)
[2026-02-11T20:19:24.470515] [INFO ] [FORECASTER] Completed predict_future for CODA
[2026-02-11T20:19:24.470682] [INFO ] [sig       ] CODA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:24.617047] [INFO ] [LOCAL     ] Saved forecast: CODA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CODA.txt
[2026-02-11T20:19:24.617218] [INFO ] [sig       ] [726/3412] Completed CODA in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.0m
[2026-02-11T20:19:24.617263] [INFO ] [sig       ] [727/3412] Forecasting CODI...
[2026-02-11T20:19:24.617295] [INFO ] [sig       ] Generating forecast for: CODI
[2026-02-11T20:19:24.617326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2026-02-11T20:19:24.629151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2026-02-11T20:19:24.629524] [INFO ] [FORECASTER] Starting predict_future for CODI
[2026-02-11T20:19:24.630474] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2026-02-11T20:19:24.630529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:24.630609] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:24.630641] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:24.630700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:24.692517] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:24.693502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:24.693616] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:24.693656] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:24.814116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:24.814285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:24.814334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:24.814371] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:24.817952] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2026-02-11T20:19:24.818240] [INFO ] [FORECASTER] Completed predict_future for CODI
[2026-02-11T20:19:24.818372] [INFO ] [sig       ] CODI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:24.960119] [INFO ] [LOCAL     ] Saved forecast: CODI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CODI.txt
[2026-02-11T20:19:24.960273] [INFO ] [sig       ] [727/3412] Completed CODI in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.0m
[2026-02-11T20:19:24.960322] [INFO ] [sig       ] [728/3412] Forecasting COEP...
[2026-02-11T20:19:24.960358] [INFO ] [sig       ] Generating forecast for: COEP
[2026-02-11T20:19:24.960392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2026-02-11T20:19:24.971719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2026-02-11T20:19:24.972019] [INFO ] [FORECASTER] Starting predict_future for COEP
[2026-02-11T20:19:24.972833] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2026-02-11T20:19:24.972885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:24.972917] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:24.972943] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:24.973000] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:25.031339] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:25.032363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:25.032648] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:25.032684] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:25.159557] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:25.159763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:25.159807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:25.159837] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:25.163325] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=79.26%)
[2026-02-11T20:19:25.163631] [INFO ] [FORECASTER] Completed predict_future for COEP
[2026-02-11T20:19:25.163764] [INFO ] [sig       ] COEP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:25.306007] [INFO ] [LOCAL     ] Saved forecast: COEP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/COEP.txt
[2026-02-11T20:19:25.306176] [INFO ] [sig       ] [728/3412] Completed COEP in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.0m
[2026-02-11T20:19:25.306227] [INFO ] [sig       ] [729/3412] Forecasting COF...
[2026-02-11T20:19:25.306265] [INFO ] [sig       ] Generating forecast for: COF
[2026-02-11T20:19:25.306307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2026-02-11T20:19:25.318753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2026-02-11T20:19:25.319072] [INFO ] [FORECASTER] Starting predict_future for COF
[2026-02-11T20:19:25.319908] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2026-02-11T20:19:25.319962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:25.319994] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:25.320020] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:25.320077] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:25.376962] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:25.377854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:25.377940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:25.377972] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:25.501440] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:25.501620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:25.501665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:25.501696] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:25.505294] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=24.05%)
[2026-02-11T20:19:25.505616] [INFO ] [FORECASTER] Completed predict_future for COF
[2026-02-11T20:19:25.505774] [INFO ] [sig       ] COF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:25.650715] [INFO ] [LOCAL     ] Saved forecast: COF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/COF.txt
[2026-02-11T20:19:25.650903] [INFO ] [sig       ] [729/3412] Completed COF in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.0m
[2026-02-11T20:19:25.650947] [INFO ] [sig       ] [730/3412] Forecasting COFS...
[2026-02-11T20:19:25.650980] [INFO ] [sig       ] Generating forecast for: COFS
[2026-02-11T20:19:25.651018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2026-02-11T20:19:25.664038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2026-02-11T20:19:25.664528] [INFO ] [FORECASTER] Starting predict_future for COFS
[2026-02-11T20:19:25.665756] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2026-02-11T20:19:25.665821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:25.665854] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:25.665882] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:25.665958] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:25.728983] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:25.729916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:25.730002] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:25.730035] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:25.863181] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:25.863374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:25.863431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:25.863546] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:25.868523] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=47.75%)
[2026-02-11T20:19:25.868939] [INFO ] [FORECASTER] Completed predict_future for COFS
[2026-02-11T20:19:25.869121] [INFO ] [sig       ] COFS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:26.017017] [INFO ] [LOCAL     ] Saved forecast: COFS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/COFS.txt
[2026-02-11T20:19:26.017197] [INFO ] [sig       ] [730/3412] Completed COFS in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-11T20:19:26.017247] [INFO ] [sig       ] [731/3412] Forecasting COKE...
[2026-02-11T20:19:26.017279] [INFO ] [sig       ] Generating forecast for: COKE
[2026-02-11T20:19:26.017321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2026-02-11T20:19:26.030434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2026-02-11T20:19:26.030857] [INFO ] [FORECASTER] Starting predict_future for COKE
[2026-02-11T20:19:26.031742] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2026-02-11T20:19:26.031797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:26.031830] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:26.031858] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:26.031925] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:26.090288] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:26.091071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:26.091155] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:26.091189] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:26.210948] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:26.211104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:26.211145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:26.211174] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:26.214678] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: DOWN (p=48.47%)
[2026-02-11T20:19:26.214975] [INFO ] [FORECASTER] Completed predict_future for COKE
[2026-02-11T20:19:26.215106] [INFO ] [sig       ] COKE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:26.353778] [INFO ] [LOCAL     ] Saved forecast: COKE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/COKE.txt
[2026-02-11T20:19:26.353915] [INFO ] [sig       ] [731/3412] Completed COKE in 0.3s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-11T20:19:26.353955] [INFO ] [sig       ] [732/3412] Forecasting COLB...
[2026-02-11T20:19:26.353985] [INFO ] [sig       ] Generating forecast for: COLB
[2026-02-11T20:19:26.354015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2026-02-11T20:19:26.365534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2026-02-11T20:19:26.365932] [INFO ] [FORECASTER] Starting predict_future for COLB
[2026-02-11T20:19:26.366844] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2026-02-11T20:19:26.366899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:26.366932] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:26.366960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:26.367019] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:26.424425] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:26.425286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:26.425373] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:26.425408] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:26.545781] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:26.545907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:26.545947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:26.545976] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:26.549615] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=13.28%)
[2026-02-11T20:19:26.549893] [INFO ] [FORECASTER] Completed predict_future for COLB
[2026-02-11T20:19:26.550020] [INFO ] [sig       ] COLB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:26.694123] [INFO ] [LOCAL     ] Saved forecast: COLB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/COLB.txt
[2026-02-11T20:19:26.694290] [INFO ] [sig       ] [732/3412] Completed COLB in 0.3s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-11T20:19:26.694331] [INFO ] [sig       ] [733/3412] Forecasting COLD...
[2026-02-11T20:19:26.694363] [INFO ] [sig       ] Generating forecast for: COLD
[2026-02-11T20:19:26.694401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2026-02-11T20:19:26.706701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2026-02-11T20:19:26.707125] [INFO ] [FORECASTER] Starting predict_future for COLD
[2026-02-11T20:19:26.708161] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2026-02-11T20:19:26.708218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:26.708262] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:26.708292] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:26.708376] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:26.767842] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:26.768851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:26.768965] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:26.769001] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:26.891888] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:26.892083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:26.892125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:26.892154] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:26.895695] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: UP (p=92.03%)
[2026-02-11T20:19:26.895979] [INFO ] [FORECASTER] Completed predict_future for COLD
[2026-02-11T20:19:26.896114] [INFO ] [sig       ] COLD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:27.039462] [INFO ] [LOCAL     ] Saved forecast: COLD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/COLD.txt
[2026-02-11T20:19:27.039662] [INFO ] [sig       ] [733/3412] Completed COLD in 0.3s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-11T20:19:27.039704] [INFO ] [sig       ] [734/3412] Forecasting COLL...
[2026-02-11T20:19:27.039734] [INFO ] [sig       ] Generating forecast for: COLL
[2026-02-11T20:19:27.039764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2026-02-11T20:19:27.051160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2026-02-11T20:19:27.051461] [INFO ] [FORECASTER] Starting predict_future for COLL
[2026-02-11T20:19:27.052269] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2026-02-11T20:19:27.052333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:27.052372] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:27.052405] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:27.052468] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:27.109743] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:27.110412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:27.110492] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:27.110524] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:27.234044] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:27.234205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:27.234245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:27.234274] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:27.237764] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2026-02-11T20:19:27.238038] [INFO ] [FORECASTER] Completed predict_future for COLL
[2026-02-11T20:19:27.238168] [INFO ] [sig       ] COLL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:27.382043] [INFO ] [LOCAL     ] Saved forecast: COLL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/COLL.txt
[2026-02-11T20:19:27.382216] [INFO ] [sig       ] [734/3412] Completed COLL in 0.3s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-11T20:19:27.382259] [INFO ] [sig       ] [735/3412] Forecasting COLM...
[2026-02-11T20:19:27.382289] [INFO ] [sig       ] Generating forecast for: COLM
[2026-02-11T20:19:27.382319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2026-02-11T20:19:27.394108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2026-02-11T20:19:27.394491] [INFO ] [FORECASTER] Starting predict_future for COLM
[2026-02-11T20:19:27.395349] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2026-02-11T20:19:27.395413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:27.395448] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:27.395477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:27.395559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:27.454435] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:27.455390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:27.455508] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:27.455545] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:27.579544] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:27.579949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:27.579992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:27.580020] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:27.583802] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=84.35%)
[2026-02-11T20:19:27.584154] [INFO ] [FORECASTER] Completed predict_future for COLM
[2026-02-11T20:19:27.584298] [INFO ] [sig       ] COLM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:27.730716] [INFO ] [LOCAL     ] Saved forecast: COLM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/COLM.txt
[2026-02-11T20:19:27.730875] [INFO ] [sig       ] [735/3412] Completed COLM in 0.3s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-11T20:19:27.730916] [INFO ] [sig       ] [736/3412] Forecasting COMP...
[2026-02-11T20:19:27.730946] [INFO ] [sig       ] Generating forecast for: COMP
[2026-02-11T20:19:27.730976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2026-02-11T20:19:27.744781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2026-02-11T20:19:27.745174] [INFO ] [FORECASTER] Starting predict_future for COMP
[2026-02-11T20:19:27.746254] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2026-02-11T20:19:27.746309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:27.746341] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:27.746368] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:27.746425] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:27.808587] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:27.809906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:27.809993] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:27.810027] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:27.940712] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:27.940878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:27.940920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:27.940950] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:27.944604] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=32.75%)
[2026-02-11T20:19:27.944956] [INFO ] [FORECASTER] Completed predict_future for COMP
[2026-02-11T20:19:27.945106] [INFO ] [sig       ] COMP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:28.091156] [INFO ] [LOCAL     ] Saved forecast: COMP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/COMP.txt
[2026-02-11T20:19:28.091334] [INFO ] [sig       ] [736/3412] Completed COMP in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-11T20:19:28.091376] [INFO ] [sig       ] [737/3412] Forecasting CONL...
[2026-02-11T20:19:28.091405] [INFO ] [sig       ] Generating forecast for: CONL
[2026-02-11T20:19:28.091435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2026-02-11T20:19:28.103917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2026-02-11T20:19:28.104322] [INFO ] [FORECASTER] Starting predict_future for CONL
[2026-02-11T20:19:28.105194] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2026-02-11T20:19:28.105257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:28.105289] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:28.105317] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:28.105375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:28.164173] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:28.165078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:28.165217] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:28.165253] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:28.289350] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:28.289519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:28.289560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:28.289610] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:28.293056] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2026-02-11T20:19:28.293331] [INFO ] [FORECASTER] Completed predict_future for CONL
[2026-02-11T20:19:28.293457] [INFO ] [sig       ] CONL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:28.435764] [INFO ] [LOCAL     ] Saved forecast: CONL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CONL.txt
[2026-02-11T20:19:28.435917] [INFO ] [sig       ] [737/3412] Completed CONL in 0.3s | 2.80 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-11T20:19:28.435958] [INFO ] [sig       ] [738/3412] Forecasting COO...
[2026-02-11T20:19:28.435989] [INFO ] [sig       ] Generating forecast for: COO
[2026-02-11T20:19:28.436019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2026-02-11T20:19:28.447378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2026-02-11T20:19:28.447750] [INFO ] [FORECASTER] Starting predict_future for COO
[2026-02-11T20:19:28.448619] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2026-02-11T20:19:28.448673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:28.448707] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:28.448734] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:28.448793] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:28.506502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:28.507207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:28.507290] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:28.507329] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:28.627847] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:28.628004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:28.628046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:28.628074] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:28.631611] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=27.87%)
[2026-02-11T20:19:28.631928] [INFO ] [FORECASTER] Completed predict_future for COO
[2026-02-11T20:19:28.632068] [INFO ] [sig       ] COO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:28.775910] [INFO ] [LOCAL     ] Saved forecast: COO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/COO.txt
[2026-02-11T20:19:28.776055] [INFO ] [sig       ] [738/3412] Completed COO in 0.3s | 2.80 sym/s | Total: 4.4m | ETA: 15.9m
[2026-02-11T20:19:28.776097] [INFO ] [sig       ] [739/3412] Forecasting COP...
[2026-02-11T20:19:28.776126] [INFO ] [sig       ] Generating forecast for: COP
[2026-02-11T20:19:28.776156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2026-02-11T20:19:28.787865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2026-02-11T20:19:28.788169] [INFO ] [FORECASTER] Starting predict_future for COP
[2026-02-11T20:19:28.788993] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2026-02-11T20:19:28.789046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:28.789077] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:28.789103] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:28.789159] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:28.846162] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:28.846998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:28.847091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:28.847126] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:28.965954] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:28.966115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:28.966156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:28.966185] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:28.969732] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=44.23%)
[2026-02-11T20:19:28.970022] [INFO ] [FORECASTER] Completed predict_future for COP
[2026-02-11T20:19:28.970156] [INFO ] [sig       ] COP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:29.110940] [INFO ] [LOCAL     ] Saved forecast: COP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/COP.txt
[2026-02-11T20:19:29.111095] [INFO ] [sig       ] [739/3412] Completed COP in 0.3s | 2.80 sym/s | Total: 4.4m | ETA: 15.9m
[2026-02-11T20:19:29.111136] [INFO ] [sig       ] [740/3412] Forecasting COPP...
[2026-02-11T20:19:29.111165] [INFO ] [sig       ] Generating forecast for: COPP
[2026-02-11T20:19:29.111196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2026-02-11T20:19:29.122612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2026-02-11T20:19:29.122930] [INFO ] [FORECASTER] Starting predict_future for COPP
[2026-02-11T20:19:29.123756] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2026-02-11T20:19:29.123808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:29.123840] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:29.123867] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:29.123924] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:29.181374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:29.182221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:29.182310] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:29.182344] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:29.301827] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:29.301977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:29.302018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:29.302046] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:29.305479] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=77.68%)
[2026-02-11T20:19:29.305801] [INFO ] [FORECASTER] Completed predict_future for COPP
[2026-02-11T20:19:29.305930] [INFO ] [sig       ] COPP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:29.450115] [INFO ] [LOCAL     ] Saved forecast: COPP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/COPP.txt
[2026-02-11T20:19:29.450286] [INFO ] [sig       ] [740/3412] Completed COPP in 0.3s | 2.80 sym/s | Total: 4.4m | ETA: 15.9m
[2026-02-11T20:19:29.450343] [INFO ] [sig       ] [741/3412] Forecasting CORZ...
[2026-02-11T20:19:29.450380] [INFO ] [sig       ] Generating forecast for: CORZ
[2026-02-11T20:19:29.450411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2026-02-11T20:19:29.462240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2026-02-11T20:19:29.462556] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2026-02-11T20:19:29.463415] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2026-02-11T20:19:29.463479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:29.463513] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:29.463541] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:29.463614] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:29.521893] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:29.522701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:29.522785] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:29.522818] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:29.648660] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:29.648822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:29.648864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:29.648893] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:29.652415] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=42.81%)
[2026-02-11T20:19:29.652723] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2026-02-11T20:19:29.652861] [INFO ] [sig       ] CORZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:29.798648] [INFO ] [LOCAL     ] Saved forecast: CORZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CORZ.txt
[2026-02-11T20:19:29.798811] [INFO ] [sig       ] [741/3412] Completed CORZ in 0.3s | 2.80 sym/s | Total: 4.4m | ETA: 15.9m
[2026-02-11T20:19:29.798853] [INFO ] [sig       ] [742/3412] Forecasting CORZZ...
[2026-02-11T20:19:29.798882] [INFO ] [sig       ] Generating forecast for: CORZZ
[2026-02-11T20:19:29.798914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2026-02-11T20:19:29.811922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2026-02-11T20:19:29.812399] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2026-02-11T20:19:29.813604] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2026-02-11T20:19:29.813675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:29.813719] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:29.813756] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:29.813838] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:29.888722] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:29.889714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:29.889811] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:29.889845] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:30.001558] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:30.001741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:30.001782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:30.001811] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:30.005326] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=31.64%)
[2026-02-11T20:19:30.005663] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2026-02-11T20:19:30.005822] [INFO ] [sig       ] CORZZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:30.153020] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CORZZ.txt
[2026-02-11T20:19:30.153185] [INFO ] [sig       ] [742/3412] Completed CORZZ in 0.4s | 2.80 sym/s | Total: 4.4m | ETA: 15.9m
[2026-02-11T20:19:30.153228] [INFO ] [sig       ] [743/3412] Forecasting COTY...
[2026-02-11T20:19:30.153257] [INFO ] [sig       ] Generating forecast for: COTY
[2026-02-11T20:19:30.153287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2026-02-11T20:19:30.165357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2026-02-11T20:19:30.165968] [INFO ] [FORECASTER] Starting predict_future for COTY
[2026-02-11T20:19:30.166843] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2026-02-11T20:19:30.166898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:30.166931] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:30.166959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:30.167019] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:30.228142] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:30.229058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:30.229147] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:30.229179] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:30.351080] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:30.351243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:30.351284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:30.351314] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:30.354738] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2026-02-11T20:19:30.355013] [INFO ] [FORECASTER] Completed predict_future for COTY
[2026-02-11T20:19:30.355141] [INFO ] [sig       ] COTY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:30.512743] [INFO ] [LOCAL     ] Saved forecast: COTY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/COTY.txt
[2026-02-11T20:19:30.512908] [INFO ] [sig       ] [743/3412] Completed COTY in 0.4s | 2.80 sym/s | Total: 4.4m | ETA: 15.9m
[2026-02-11T20:19:30.512953] [INFO ] [sig       ] [744/3412] Forecasting COWG...
[2026-02-11T20:19:30.512984] [INFO ] [sig       ] Generating forecast for: COWG
[2026-02-11T20:19:30.513017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2026-02-11T20:19:30.525659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2026-02-11T20:19:30.526000] [INFO ] [FORECASTER] Starting predict_future for COWG
[2026-02-11T20:19:30.526895] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2026-02-11T20:19:30.526951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:30.527019] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:30.527049] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:30.527109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:30.586259] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:30.587024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:30.587110] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:30.587145] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:30.711061] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:30.711228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:30.711301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:30.711337] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:30.715008] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2026-02-11T20:19:30.715308] [INFO ] [FORECASTER] Completed predict_future for COWG
[2026-02-11T20:19:30.715449] [INFO ] [sig       ] COWG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:30.861823] [INFO ] [LOCAL     ] Saved forecast: COWG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/COWG.txt
[2026-02-11T20:19:30.861966] [INFO ] [sig       ] [744/3412] Completed COWG in 0.3s | 2.80 sym/s | Total: 4.4m | ETA: 15.9m
[2026-02-11T20:19:30.862006] [INFO ] [sig       ] [745/3412] Forecasting COYA...
[2026-02-11T20:19:30.862036] [INFO ] [sig       ] Generating forecast for: COYA
[2026-02-11T20:19:30.862065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2026-02-11T20:19:30.873739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2026-02-11T20:19:30.874047] [INFO ] [FORECASTER] Starting predict_future for COYA
[2026-02-11T20:19:30.875061] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2026-02-11T20:19:30.875113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:30.875144] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:30.875170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:30.875227] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:30.932807] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:30.933555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:30.933658] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:30.933691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:31.046199] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:31.046359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:31.046401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:31.046429] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:31.049945] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: UP (p=86.77%)
[2026-02-11T20:19:31.050228] [INFO ] [FORECASTER] Completed predict_future for COYA
[2026-02-11T20:19:31.050359] [INFO ] [sig       ] COYA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:31.193628] [INFO ] [LOCAL     ] Saved forecast: COYA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/COYA.txt
[2026-02-11T20:19:31.193789] [INFO ] [sig       ] [745/3412] Completed COYA in 0.3s | 2.80 sym/s | Total: 4.4m | ETA: 15.9m
[2026-02-11T20:19:31.193831] [INFO ] [sig       ] [746/3412] Forecasting CP...
[2026-02-11T20:19:31.193861] [INFO ] [sig       ] Generating forecast for: CP
[2026-02-11T20:19:31.193892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2026-02-11T20:19:31.205119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2026-02-11T20:19:31.205446] [INFO ] [FORECASTER] Starting predict_future for CP
[2026-02-11T20:19:31.206278] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2026-02-11T20:19:31.206332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:31.206369] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:31.206402] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:31.206472] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:31.265300] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:31.266056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:31.266151] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:31.266185] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:31.404286] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:31.404455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:31.404498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:31.404528] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:31.408895] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=47.76%)
[2026-02-11T20:19:31.409223] [INFO ] [FORECASTER] Completed predict_future for CP
[2026-02-11T20:19:31.409364] [INFO ] [sig       ] CP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:31.564329] [INFO ] [LOCAL     ] Saved forecast: CP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CP.txt
[2026-02-11T20:19:31.564513] [INFO ] [sig       ] [746/3412] Completed CP in 0.4s | 2.80 sym/s | Total: 4.4m | ETA: 15.9m
[2026-02-11T20:19:31.564555] [INFO ] [sig       ] [747/3412] Forecasting CPA...
[2026-02-11T20:19:31.564605] [INFO ] [sig       ] Generating forecast for: CPA
[2026-02-11T20:19:31.564647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2026-02-11T20:19:31.577206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2026-02-11T20:19:31.577602] [INFO ] [FORECASTER] Starting predict_future for CPA
[2026-02-11T20:19:31.578462] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2026-02-11T20:19:31.578516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:31.578548] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:31.578594] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:31.578657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:31.638167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:31.639105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:31.639195] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:31.639228] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:31.777065] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:31.777238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:31.777280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:31.777309] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:31.782017] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=62.93%)
[2026-02-11T20:19:31.782401] [INFO ] [FORECASTER] Completed predict_future for CPA
[2026-02-11T20:19:31.782624] [INFO ] [sig       ] CPA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:31.951789] [INFO ] [LOCAL     ] Saved forecast: CPA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CPA.txt
[2026-02-11T20:19:31.951972] [INFO ] [sig       ] [747/3412] Completed CPA in 0.4s | 2.80 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-11T20:19:31.952015] [INFO ] [sig       ] [748/3412] Forecasting CPB...
[2026-02-11T20:19:31.952047] [INFO ] [sig       ] Generating forecast for: CPB
[2026-02-11T20:19:31.952077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2026-02-11T20:19:31.964555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2026-02-11T20:19:31.964962] [INFO ] [FORECASTER] Starting predict_future for CPB
[2026-02-11T20:19:31.965838] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2026-02-11T20:19:31.965897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:31.965941] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:31.965971] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:31.966031] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:32.025807] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:32.026769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:32.026913] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:32.026949] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:32.145950] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:32.146121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:32.146162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:32.146191] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:32.149934] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2026-02-11T20:19:32.150312] [INFO ] [FORECASTER] Completed predict_future for CPB
[2026-02-11T20:19:32.150473] [INFO ] [sig       ] CPB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:32.298014] [INFO ] [LOCAL     ] Saved forecast: CPB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CPB.txt
[2026-02-11T20:19:32.298207] [INFO ] [sig       ] [748/3412] Completed CPB in 0.3s | 2.80 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-11T20:19:32.298253] [INFO ] [sig       ] [749/3412] Forecasting CPF...
[2026-02-11T20:19:32.298284] [INFO ] [sig       ] Generating forecast for: CPF
[2026-02-11T20:19:32.298316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2026-02-11T20:19:32.310701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2026-02-11T20:19:32.311137] [INFO ] [FORECASTER] Starting predict_future for CPF
[2026-02-11T20:19:32.312046] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2026-02-11T20:19:32.312100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:32.312134] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:32.312161] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:32.312219] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:32.371917] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:32.372882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:32.372975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:32.373010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:32.495080] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:32.495253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:32.495298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:32.495328] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:32.499078] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=42.02%)
[2026-02-11T20:19:32.499420] [INFO ] [FORECASTER] Completed predict_future for CPF
[2026-02-11T20:19:32.499620] [INFO ] [sig       ] CPF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:32.645776] [INFO ] [LOCAL     ] Saved forecast: CPF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CPF.txt
[2026-02-11T20:19:32.645922] [INFO ] [sig       ] [749/3412] Completed CPF in 0.3s | 2.80 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-11T20:19:32.645971] [INFO ] [sig       ] [750/3412] Forecasting CPIX...
[2026-02-11T20:19:32.646002] [INFO ] [sig       ] Generating forecast for: CPIX
[2026-02-11T20:19:32.646034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2026-02-11T20:19:32.659109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2026-02-11T20:19:32.659412] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2026-02-11T20:19:32.660536] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2026-02-11T20:19:32.660616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:32.660651] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:32.660679] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:32.660738] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:32.723817] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:32.724623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:32.724710] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:32.724745] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:32.851110] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:32.851270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:32.851314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:32.851343] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:32.854992] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2026-02-11T20:19:32.855296] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2026-02-11T20:19:32.855454] [INFO ] [sig       ] CPIX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:33.006689] [INFO ] [LOCAL     ] Saved forecast: CPIX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CPIX.txt
[2026-02-11T20:19:33.006885] [INFO ] [sig       ] [750/3412] Completed CPIX in 0.4s | 2.80 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-11T20:19:33.006931] [INFO ] [sig       ] [751/3412] Forecasting CPK...
[2026-02-11T20:19:33.006960] [INFO ] [sig       ] Generating forecast for: CPK
[2026-02-11T20:19:33.006990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2026-02-11T20:19:33.019670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2026-02-11T20:19:33.020062] [INFO ] [FORECASTER] Starting predict_future for CPK
[2026-02-11T20:19:33.020942] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2026-02-11T20:19:33.020997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:33.021030] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:33.021056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:33.021113] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:33.083724] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:33.084449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:33.084537] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:33.084596] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:33.207534] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:33.207700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:33.207744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:33.207774] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:33.211410] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2026-02-11T20:19:33.211743] [INFO ] [FORECASTER] Completed predict_future for CPK
[2026-02-11T20:19:33.211888] [INFO ] [sig       ] CPK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:33.360302] [INFO ] [LOCAL     ] Saved forecast: CPK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CPK.txt
[2026-02-11T20:19:33.360452] [INFO ] [sig       ] [751/3412] Completed CPK in 0.4s | 2.80 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-11T20:19:33.360504] [INFO ] [sig       ] [752/3412] Forecasting CPNG...
[2026-02-11T20:19:33.360542] [INFO ] [sig       ] Generating forecast for: CPNG
[2026-02-11T20:19:33.360616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2026-02-11T20:19:33.373002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2026-02-11T20:19:33.373318] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2026-02-11T20:19:33.374217] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2026-02-11T20:19:33.374271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:33.374304] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:33.374332] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:33.374390] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:33.435396] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:33.436213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:33.436302] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:33.436336] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:33.565857] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:33.566023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:33.566067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:33.566097] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:33.569736] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=18.65%)
[2026-02-11T20:19:33.570022] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2026-02-11T20:19:33.570157] [INFO ] [sig       ] CPNG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:33.715304] [INFO ] [LOCAL     ] Saved forecast: CPNG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CPNG.txt
[2026-02-11T20:19:33.715461] [INFO ] [sig       ] [752/3412] Completed CPNG in 0.4s | 2.80 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-11T20:19:33.715503] [INFO ] [sig       ] [753/3412] Forecasting CPRI...
[2026-02-11T20:19:33.715534] [INFO ] [sig       ] Generating forecast for: CPRI
[2026-02-11T20:19:33.715565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2026-02-11T20:19:33.728442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2026-02-11T20:19:33.728825] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2026-02-11T20:19:33.729772] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2026-02-11T20:19:33.729825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:33.729859] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:33.729887] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:33.729945] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:33.789671] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:33.790502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:33.790611] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:33.790649] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:33.920078] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:33.920239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:33.920283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:33.920312] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:33.923887] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=89.16%)
[2026-02-11T20:19:33.924202] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2026-02-11T20:19:33.924343] [INFO ] [sig       ] CPRI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:34.067825] [INFO ] [LOCAL     ] Saved forecast: CPRI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CPRI.txt
[2026-02-11T20:19:34.067985] [INFO ] [sig       ] [753/3412] Completed CPRI in 0.4s | 2.80 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-11T20:19:34.068026] [INFO ] [sig       ] [754/3412] Forecasting CPRX...
[2026-02-11T20:19:34.068054] [INFO ] [sig       ] Generating forecast for: CPRX
[2026-02-11T20:19:34.068084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2026-02-11T20:19:34.079687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2026-02-11T20:19:34.080005] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2026-02-11T20:19:34.080818] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2026-02-11T20:19:34.080871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:34.080901] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:34.080927] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:34.080984] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:34.139285] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:34.140117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:34.140203] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:34.140237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:34.260853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:34.261014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:34.261057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:34.261087] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:34.265113] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2026-02-11T20:19:34.265401] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2026-02-11T20:19:34.265563] [INFO ] [sig       ] CPRX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:34.404950] [INFO ] [LOCAL     ] Saved forecast: CPRX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CPRX.txt
[2026-02-11T20:19:34.405106] [INFO ] [sig       ] [754/3412] Completed CPRX in 0.3s | 2.80 sym/s | Total: 4.5m | ETA: 15.8m
[2026-02-11T20:19:34.405146] [INFO ] [sig       ] [755/3412] Forecasting CPS...
[2026-02-11T20:19:34.405176] [INFO ] [sig       ] Generating forecast for: CPS
[2026-02-11T20:19:34.405207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2026-02-11T20:19:34.417018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2026-02-11T20:19:34.417345] [INFO ] [FORECASTER] Starting predict_future for CPS
[2026-02-11T20:19:34.418206] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2026-02-11T20:19:34.418260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:34.418293] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:34.418319] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:34.418375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:34.477338] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:34.478188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:34.478274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:34.478308] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:34.615666] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:34.615833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:34.615881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:34.615929] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:34.619916] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2026-02-11T20:19:34.620216] [INFO ] [FORECASTER] Completed predict_future for CPS
[2026-02-11T20:19:34.620359] [INFO ] [sig       ] CPS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:34.765662] [INFO ] [LOCAL     ] Saved forecast: CPS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CPS.txt
[2026-02-11T20:19:34.766020] [INFO ] [sig       ] [755/3412] Completed CPS in 0.4s | 2.80 sym/s | Total: 4.5m | ETA: 15.8m
[2026-02-11T20:19:34.766061] [INFO ] [sig       ] [756/3412] Forecasting CPSH...
[2026-02-11T20:19:34.766091] [INFO ] [sig       ] Generating forecast for: CPSH
[2026-02-11T20:19:34.766121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2026-02-11T20:19:34.778721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2026-02-11T20:19:34.779081] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2026-02-11T20:19:34.779919] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2026-02-11T20:19:34.779971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:34.780002] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:34.780028] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:34.780085] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:34.840216] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:34.841328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:34.841420] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:34.841459] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:34.969286] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:34.969462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:34.969510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:34.969544] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:34.974371] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=44.58%)
[2026-02-11T20:19:34.974746] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2026-02-11T20:19:34.974911] [INFO ] [sig       ] CPSH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:35.120655] [INFO ] [LOCAL     ] Saved forecast: CPSH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CPSH.txt
[2026-02-11T20:19:35.120799] [INFO ] [sig       ] [756/3412] Completed CPSH in 0.4s | 2.80 sym/s | Total: 4.5m | ETA: 15.8m
[2026-02-11T20:19:35.120839] [INFO ] [sig       ] [757/3412] Forecasting CPSS...
[2026-02-11T20:19:35.120877] [INFO ] [sig       ] Generating forecast for: CPSS
[2026-02-11T20:19:35.120914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2026-02-11T20:19:35.131536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2026-02-11T20:19:35.131852] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2026-02-11T20:19:35.132707] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2026-02-11T20:19:35.132759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:35.132790] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:35.132816] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:35.132874] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:35.190369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:35.191154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:35.191237] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:35.191269] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:35.302478] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:35.302674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:35.302717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:35.302748] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:35.306387] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=57.25%)
[2026-02-11T20:19:35.306738] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2026-02-11T20:19:35.306877] [INFO ] [sig       ] CPSS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:35.447638] [INFO ] [LOCAL     ] Saved forecast: CPSS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CPSS.txt
[2026-02-11T20:19:35.447776] [INFO ] [sig       ] [757/3412] Completed CPSS in 0.3s | 2.80 sym/s | Total: 4.5m | ETA: 15.8m
[2026-02-11T20:19:35.447851] [INFO ] [sig       ] [758/3412] Forecasting CPZ...
[2026-02-11T20:19:35.447892] [INFO ] [sig       ] Generating forecast for: CPZ
[2026-02-11T20:19:35.447934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2026-02-11T20:19:35.460028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2026-02-11T20:19:35.460378] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2026-02-11T20:19:35.461239] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2026-02-11T20:19:35.461293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:35.461327] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:35.461356] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:35.461416] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:35.519548] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:35.520390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:35.520478] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:35.520512] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:35.641386] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:35.641545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:35.641609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:35.641644] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:35.645622] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=85.09%)
[2026-02-11T20:19:35.645903] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2026-02-11T20:19:35.646036] [INFO ] [sig       ] CPZ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:35.788314] [INFO ] [LOCAL     ] Saved forecast: CPZ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CPZ.txt
[2026-02-11T20:19:35.788458] [INFO ] [sig       ] [758/3412] Completed CPZ in 0.3s | 2.80 sym/s | Total: 4.5m | ETA: 15.8m
[2026-02-11T20:19:35.788516] [INFO ] [sig       ] [759/3412] Forecasting CQP...
[2026-02-11T20:19:35.788550] [INFO ] [sig       ] Generating forecast for: CQP
[2026-02-11T20:19:35.788599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2026-02-11T20:19:35.800868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2026-02-11T20:19:35.801225] [INFO ] [FORECASTER] Starting predict_future for CQP
[2026-02-11T20:19:35.802093] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2026-02-11T20:19:35.802154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:35.802187] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:35.802214] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:35.802284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:35.862774] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:35.863503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:35.863609] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:35.863647] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:35.982775] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:35.982923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:35.982966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:35.982997] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:35.986884] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=44.15%)
[2026-02-11T20:19:35.987188] [INFO ] [FORECASTER] Completed predict_future for CQP
[2026-02-11T20:19:35.987330] [INFO ] [sig       ] CQP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:36.132481] [INFO ] [LOCAL     ] Saved forecast: CQP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CQP.txt
[2026-02-11T20:19:36.132666] [INFO ] [sig       ] [759/3412] Completed CQP in 0.3s | 2.80 sym/s | Total: 4.5m | ETA: 15.8m
[2026-02-11T20:19:36.132720] [INFO ] [sig       ] [760/3412] Forecasting CRAI...
[2026-02-11T20:19:36.132950] [INFO ] [sig       ] Generating forecast for: CRAI
[2026-02-11T20:19:36.132982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2026-02-11T20:19:36.145518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2026-02-11T20:19:36.145907] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2026-02-11T20:19:36.146818] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2026-02-11T20:19:36.146876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:36.146922] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:36.146962] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:36.147042] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:36.207325] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:36.208236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:36.208327] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:36.208360] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:36.332302] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:36.332472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:36.332516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:36.332545] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:36.336078] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2026-02-11T20:19:36.336363] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2026-02-11T20:19:36.336496] [INFO ] [sig       ] CRAI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:36.478600] [INFO ] [LOCAL     ] Saved forecast: CRAI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CRAI.txt
[2026-02-11T20:19:36.478779] [INFO ] [sig       ] [760/3412] Completed CRAI in 0.3s | 2.80 sym/s | Total: 4.5m | ETA: 15.8m
[2026-02-11T20:19:36.478820] [INFO ] [sig       ] [761/3412] Forecasting CRBG...
[2026-02-11T20:19:36.478850] [INFO ] [sig       ] Generating forecast for: CRBG
[2026-02-11T20:19:36.478880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2026-02-11T20:19:36.491796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2026-02-11T20:19:36.492173] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2026-02-11T20:19:36.493015] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2026-02-11T20:19:36.493077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:36.493110] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:36.493163] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:36.493223] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:36.554217] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:36.555192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:36.555284] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:36.555318] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:36.676910] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:36.677083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:36.677129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:36.677159] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:36.681214] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=17.95%)
[2026-02-11T20:19:36.681514] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2026-02-11T20:19:36.681677] [INFO ] [sig       ] CRBG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:36.825308] [INFO ] [LOCAL     ] Saved forecast: CRBG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRBG.txt
[2026-02-11T20:19:36.825439] [INFO ] [sig       ] [761/3412] Completed CRBG in 0.3s | 2.80 sym/s | Total: 4.5m | ETA: 15.8m
[2026-02-11T20:19:36.825478] [INFO ] [sig       ] [762/3412] Forecasting CRBP...
[2026-02-11T20:19:36.825509] [INFO ] [sig       ] Generating forecast for: CRBP
[2026-02-11T20:19:36.825538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2026-02-11T20:19:36.838317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2026-02-11T20:19:36.838640] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2026-02-11T20:19:36.839638] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2026-02-11T20:19:36.839691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:36.839723] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:36.839751] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:36.839820] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:36.903243] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:36.904099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:36.904185] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:36.904219] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:37.028007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:37.028166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:37.028208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:37.028238] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:37.031875] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: DOWN (p=14.41%)
[2026-02-11T20:19:37.032158] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2026-02-11T20:19:37.032286] [INFO ] [sig       ] CRBP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:37.179804] [INFO ] [LOCAL     ] Saved forecast: CRBP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRBP.txt
[2026-02-11T20:19:37.179972] [INFO ] [sig       ] [762/3412] Completed CRBP in 0.4s | 2.80 sym/s | Total: 4.5m | ETA: 15.8m
[2026-02-11T20:19:37.180015] [INFO ] [sig       ] [763/3412] Forecasting CRC...
[2026-02-11T20:19:37.180045] [INFO ] [sig       ] Generating forecast for: CRC
[2026-02-11T20:19:37.180076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2026-02-11T20:19:37.192963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2026-02-11T20:19:37.193253] [INFO ] [FORECASTER] Starting predict_future for CRC
[2026-02-11T20:19:37.194099] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2026-02-11T20:19:37.194151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:37.194183] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:37.194211] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:37.194268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:37.253011] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:37.253691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:37.253771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:37.253804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:37.377361] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:37.377541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:37.377600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:37.377631] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:37.381061] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2026-02-11T20:19:37.381345] [INFO ] [FORECASTER] Completed predict_future for CRC
[2026-02-11T20:19:37.381485] [INFO ] [sig       ] CRC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:37.522465] [INFO ] [LOCAL     ] Saved forecast: CRC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRC.txt
[2026-02-11T20:19:37.522615] [INFO ] [sig       ] [763/3412] Completed CRC in 0.3s | 2.80 sym/s | Total: 4.5m | ETA: 15.8m
[2026-02-11T20:19:37.522658] [INFO ] [sig       ] [764/3412] Forecasting CRDF...
[2026-02-11T20:19:37.522687] [INFO ] [sig       ] Generating forecast for: CRDF
[2026-02-11T20:19:37.522718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2026-02-11T20:19:37.536060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2026-02-11T20:19:37.536427] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2026-02-11T20:19:37.537241] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2026-02-11T20:19:37.537293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:37.537325] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:37.537351] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:37.537408] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:37.595278] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:37.596159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:37.596249] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:37.596283] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:37.713836] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:37.714002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:37.714042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:37.714070] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:37.717662] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: DOWN (p=9.95%)
[2026-02-11T20:19:37.717961] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2026-02-11T20:19:37.718098] [INFO ] [sig       ] CRDF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:37.858000] [INFO ] [LOCAL     ] Saved forecast: CRDF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRDF.txt
[2026-02-11T20:19:37.858207] [INFO ] [sig       ] [764/3412] Completed CRDF in 0.3s | 2.80 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-11T20:19:37.858249] [INFO ] [sig       ] [765/3412] Forecasting CRDO...
[2026-02-11T20:19:37.858279] [INFO ] [sig       ] Generating forecast for: CRDO
[2026-02-11T20:19:37.858309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2026-02-11T20:19:37.871055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2026-02-11T20:19:37.871435] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2026-02-11T20:19:37.872352] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2026-02-11T20:19:37.872404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:37.872436] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:37.872462] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:37.872519] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:37.935647] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:37.937143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:37.937296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:37.937332] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:38.061321] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:38.061493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:38.061536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:38.061564] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:38.065186] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=17.51%)
[2026-02-11T20:19:38.065463] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2026-02-11T20:19:38.065627] [INFO ] [sig       ] CRDO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:38.206118] [INFO ] [LOCAL     ] Saved forecast: CRDO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRDO.txt
[2026-02-11T20:19:38.206256] [INFO ] [sig       ] [765/3412] Completed CRDO in 0.3s | 2.80 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-11T20:19:38.206303] [INFO ] [sig       ] [766/3412] Forecasting CRESY...
[2026-02-11T20:19:38.206335] [INFO ] [sig       ] Generating forecast for: CRESY
[2026-02-11T20:19:38.206373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2026-02-11T20:19:38.220146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2026-02-11T20:19:38.220549] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2026-02-11T20:19:38.221454] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2026-02-11T20:19:38.221508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:38.221542] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:38.221586] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:38.221657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:38.280265] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:38.281201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:38.281288] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:38.281321] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:38.403835] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:38.404011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:38.404053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:38.404084] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:38.407710] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=5.44%)
[2026-02-11T20:19:38.408025] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2026-02-11T20:19:38.408165] [INFO ] [sig       ] CRESY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:38.550063] [INFO ] [LOCAL     ] Saved forecast: CRESY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRESY.txt
[2026-02-11T20:19:38.550227] [INFO ] [sig       ] [766/3412] Completed CRESY in 0.3s | 2.80 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-11T20:19:38.550267] [INFO ] [sig       ] [767/3412] Forecasting CREX...
[2026-02-11T20:19:38.550298] [INFO ] [sig       ] Generating forecast for: CREX
[2026-02-11T20:19:38.550329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2026-02-11T20:19:38.562965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2026-02-11T20:19:38.563388] [INFO ] [FORECASTER] Starting predict_future for CREX
[2026-02-11T20:19:38.564237] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2026-02-11T20:19:38.564290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:38.564321] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:38.564348] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:38.564405] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:38.622129] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:38.623066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:38.623156] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:38.623190] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:38.746900] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:38.747067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:38.747110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:38.747139] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:38.750742] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: UP (p=51.70%)
[2026-02-11T20:19:38.751215] [INFO ] [FORECASTER] Completed predict_future for CREX
[2026-02-11T20:19:38.751348] [INFO ] [sig       ] CREX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:38.892672] [INFO ] [LOCAL     ] Saved forecast: CREX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CREX.txt
[2026-02-11T20:19:38.892792] [INFO ] [sig       ] [767/3412] Completed CREX in 0.3s | 2.80 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-11T20:19:38.892833] [INFO ] [sig       ] [768/3412] Forecasting CRGO...
[2026-02-11T20:19:38.892862] [INFO ] [sig       ] Generating forecast for: CRGO
[2026-02-11T20:19:38.892892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2026-02-11T20:19:38.906112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2026-02-11T20:19:38.906397] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2026-02-11T20:19:38.907202] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2026-02-11T20:19:38.907254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:38.907286] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:38.907313] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:38.907371] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:38.967072] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:38.967974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:38.968058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:38.968091] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:39.093637] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:39.093814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:39.093856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:39.093885] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:39.097322] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=36.23%)
[2026-02-11T20:19:39.097636] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2026-02-11T20:19:39.097766] [INFO ] [sig       ] CRGO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:39.238062] [INFO ] [LOCAL     ] Saved forecast: CRGO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRGO.txt
[2026-02-11T20:19:39.238208] [INFO ] [sig       ] [768/3412] Completed CRGO in 0.3s | 2.80 sym/s | Total: 4.6m | ETA: 15.7m
[2026-02-11T20:19:39.238247] [INFO ] [sig       ] [769/3412] Forecasting CRGY...
[2026-02-11T20:19:39.238276] [INFO ] [sig       ] Generating forecast for: CRGY
[2026-02-11T20:19:39.238307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2026-02-11T20:19:39.252207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2026-02-11T20:19:39.252530] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2026-02-11T20:19:39.253383] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2026-02-11T20:19:39.253445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:39.253479] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:39.253507] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:39.253566] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:39.313050] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:39.313895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:39.313982] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:39.314016] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:39.429771] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:39.429952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:39.429994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:39.430023] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:39.433466] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2026-02-11T20:19:39.433769] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2026-02-11T20:19:39.433898] [INFO ] [sig       ] CRGY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:39.573880] [INFO ] [LOCAL     ] Saved forecast: CRGY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRGY.txt
[2026-02-11T20:19:39.574037] [INFO ] [sig       ] [769/3412] Completed CRGY in 0.3s | 2.80 sym/s | Total: 4.6m | ETA: 15.7m
[2026-02-11T20:19:39.574078] [INFO ] [sig       ] [770/3412] Forecasting CRH...
[2026-02-11T20:19:39.574107] [INFO ] [sig       ] Generating forecast for: CRH
[2026-02-11T20:19:39.574137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2026-02-11T20:19:39.586385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2026-02-11T20:19:39.586723] [INFO ] [FORECASTER] Starting predict_future for CRH
[2026-02-11T20:19:39.587537] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2026-02-11T20:19:39.587607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:39.587640] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:39.587667] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:39.587723] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:39.646283] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:39.647244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:39.647343] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:39.647374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:39.777250] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:39.777431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:39.777486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:39.777517] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:39.781053] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=32.96%)
[2026-02-11T20:19:39.781330] [INFO ] [FORECASTER] Completed predict_future for CRH
[2026-02-11T20:19:39.781459] [INFO ] [sig       ] CRH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:39.927235] [INFO ] [LOCAL     ] Saved forecast: CRH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRH.txt
[2026-02-11T20:19:39.927406] [INFO ] [sig       ] [770/3412] Completed CRH in 0.4s | 2.80 sym/s | Total: 4.6m | ETA: 15.7m
[2026-02-11T20:19:39.927466] [INFO ] [sig       ] [771/3412] Forecasting CRI...
[2026-02-11T20:19:39.927506] [INFO ] [sig       ] Generating forecast for: CRI
[2026-02-11T20:19:39.927555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2026-02-11T20:19:39.940406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2026-02-11T20:19:39.940794] [INFO ] [FORECASTER] Starting predict_future for CRI
[2026-02-11T20:19:39.941754] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2026-02-11T20:19:39.941809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:39.941842] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:39.941869] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:39.941927] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:40.000237] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:40.001177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:40.001342] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:40.001379] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:40.123082] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:40.123249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:40.123291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:40.123319] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:40.126810] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=69.80%)
[2026-02-11T20:19:40.127093] [INFO ] [FORECASTER] Completed predict_future for CRI
[2026-02-11T20:19:40.127225] [INFO ] [sig       ] CRI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:40.267988] [INFO ] [LOCAL     ] Saved forecast: CRI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CRI.txt
[2026-02-11T20:19:40.268151] [INFO ] [sig       ] [771/3412] Completed CRI in 0.3s | 2.80 sym/s | Total: 4.6m | ETA: 15.7m
[2026-02-11T20:19:40.268192] [INFO ] [sig       ] [772/3412] Forecasting CRK...
[2026-02-11T20:19:40.268221] [INFO ] [sig       ] Generating forecast for: CRK
[2026-02-11T20:19:40.268252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2026-02-11T20:19:40.281464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2026-02-11T20:19:40.281863] [INFO ] [FORECASTER] Starting predict_future for CRK
[2026-02-11T20:19:40.282752] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2026-02-11T20:19:40.282806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:40.282851] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:40.282881] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:40.282940] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:40.342259] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:40.343164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:40.343250] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:40.343283] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:40.468276] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:40.468440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:40.468482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:40.468510] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:40.472052] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2026-02-11T20:19:40.472332] [INFO ] [FORECASTER] Completed predict_future for CRK
[2026-02-11T20:19:40.472461] [INFO ] [sig       ] CRK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:40.613050] [INFO ] [LOCAL     ] Saved forecast: CRK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRK.txt
[2026-02-11T20:19:40.613181] [INFO ] [sig       ] [772/3412] Completed CRK in 0.3s | 2.80 sym/s | Total: 4.6m | ETA: 15.7m
[2026-02-11T20:19:40.613220] [INFO ] [sig       ] [773/3412] Forecasting CRL...
[2026-02-11T20:19:40.613251] [INFO ] [sig       ] Generating forecast for: CRL
[2026-02-11T20:19:40.613281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2026-02-11T20:19:40.624820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2026-02-11T20:19:40.625088] [INFO ] [FORECASTER] Starting predict_future for CRL
[2026-02-11T20:19:40.625890] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2026-02-11T20:19:40.625943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:40.625975] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:40.626003] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:40.626060] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:40.684773] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:40.685458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:40.685541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:40.685591] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:40.808374] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:40.808534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:40.808592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:40.808625] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:40.812057] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=47.52%)
[2026-02-11T20:19:40.812335] [INFO ] [FORECASTER] Completed predict_future for CRL
[2026-02-11T20:19:40.812463] [INFO ] [sig       ] CRL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:40.960515] [INFO ] [LOCAL     ] Saved forecast: CRL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRL.txt
[2026-02-11T20:19:40.960694] [INFO ] [sig       ] [773/3412] Completed CRL in 0.3s | 2.80 sym/s | Total: 4.6m | ETA: 15.7m
[2026-02-11T20:19:40.960737] [INFO ] [sig       ] [774/3412] Forecasting CRM...
[2026-02-11T20:19:40.960767] [INFO ] [sig       ] Generating forecast for: CRM
[2026-02-11T20:19:40.960797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2026-02-11T20:19:40.973204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2026-02-11T20:19:40.973618] [INFO ] [FORECASTER] Starting predict_future for CRM
[2026-02-11T20:19:40.974515] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2026-02-11T20:19:40.974569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:40.974633] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:40.974662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:40.974721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:41.040048] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:41.040985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:41.041084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:41.041119] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:41.170741] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:41.170911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:41.170953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:41.170983] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:41.174785] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=24.90%)
[2026-02-11T20:19:41.175089] [INFO ] [FORECASTER] Completed predict_future for CRM
[2026-02-11T20:19:41.175226] [INFO ] [sig       ] CRM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:41.320470] [INFO ] [LOCAL     ] Saved forecast: CRM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRM.txt
[2026-02-11T20:19:41.320714] [INFO ] [sig       ] [774/3412] Completed CRM in 0.4s | 2.80 sym/s | Total: 4.6m | ETA: 15.7m
[2026-02-11T20:19:41.320767] [INFO ] [sig       ] [775/3412] Forecasting CRMD...
[2026-02-11T20:19:41.320800] [INFO ] [sig       ] Generating forecast for: CRMD
[2026-02-11T20:19:41.320830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2026-02-11T20:19:41.332274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2026-02-11T20:19:41.332664] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2026-02-11T20:19:41.333460] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2026-02-11T20:19:41.333513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:41.333545] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:41.333589] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:41.333650] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:41.391865] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:41.392794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:41.392887] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:41.392919] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:41.518707] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:41.518871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:41.518913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:41.518943] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:41.522531] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2026-02-11T20:19:41.522866] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2026-02-11T20:19:41.523002] [INFO ] [sig       ] CRMD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:41.673222] [INFO ] [LOCAL     ] Saved forecast: CRMD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CRMD.txt
[2026-02-11T20:19:41.673386] [INFO ] [sig       ] [775/3412] Completed CRMD in 0.4s | 2.80 sym/s | Total: 4.6m | ETA: 15.7m
[2026-02-11T20:19:41.673429] [INFO ] [sig       ] [776/3412] Forecasting CRML...
[2026-02-11T20:19:41.673465] [INFO ] [sig       ] Generating forecast for: CRML
[2026-02-11T20:19:41.673498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2026-02-11T20:19:41.686234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2026-02-11T20:19:41.686662] [INFO ] [FORECASTER] Starting predict_future for CRML
[2026-02-11T20:19:41.687532] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2026-02-11T20:19:41.687614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:41.687647] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:41.687673] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:41.687730] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:41.748675] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:41.749615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:41.749711] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:41.749745] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:41.877287] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:41.877478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:41.877531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:41.877566] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:41.881548] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=37.30%)
[2026-02-11T20:19:41.882043] [INFO ] [FORECASTER] Completed predict_future for CRML
[2026-02-11T20:19:41.882177] [INFO ] [sig       ] CRML: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:42.030810] [INFO ] [LOCAL     ] Saved forecast: CRML	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRML.txt
[2026-02-11T20:19:42.030984] [INFO ] [sig       ] [776/3412] Completed CRML in 0.4s | 2.80 sym/s | Total: 4.6m | ETA: 15.7m
[2026-02-11T20:19:42.031030] [INFO ] [sig       ] [777/3412] Forecasting CRNC...
[2026-02-11T20:19:42.031061] [INFO ] [sig       ] Generating forecast for: CRNC
[2026-02-11T20:19:42.031092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2026-02-11T20:19:42.045020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2026-02-11T20:19:42.045448] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2026-02-11T20:19:42.046307] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2026-02-11T20:19:42.046361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:42.046395] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:42.046423] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:42.046480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:42.106569] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:42.107515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:42.107646] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:42.107685] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:42.228012] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:42.228176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:42.228218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:42.228247] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:42.231788] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: UP (p=51.42%)
[2026-02-11T20:19:42.232092] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2026-02-11T20:19:42.232223] [INFO ] [sig       ] CRNC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:42.374884] [INFO ] [LOCAL     ] Saved forecast: CRNC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CRNC.txt
[2026-02-11T20:19:42.375054] [INFO ] [sig       ] [777/3412] Completed CRNC in 0.3s | 2.80 sym/s | Total: 4.6m | ETA: 15.7m
[2026-02-11T20:19:42.375096] [INFO ] [sig       ] [778/3412] Forecasting CRNX...
[2026-02-11T20:19:42.375125] [INFO ] [sig       ] Generating forecast for: CRNX
[2026-02-11T20:19:42.375156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2026-02-11T20:19:42.386944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2026-02-11T20:19:42.387339] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2026-02-11T20:19:42.388198] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2026-02-11T20:19:42.388251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:42.388330] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:42.388360] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:42.388418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:42.445665] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:42.446597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:42.446692] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:42.446724] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:42.577949] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:42.578119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:42.578163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:42.578194] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:42.581846] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2026-02-11T20:19:42.582147] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2026-02-11T20:19:42.582283] [INFO ] [sig       ] CRNX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:42.725495] [INFO ] [LOCAL     ] Saved forecast: CRNX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRNX.txt
[2026-02-11T20:19:42.725658] [INFO ] [sig       ] [778/3412] Completed CRNX in 0.4s | 2.80 sym/s | Total: 4.6m | ETA: 15.7m
[2026-02-11T20:19:42.725700] [INFO ] [sig       ] [779/3412] Forecasting CRON...
[2026-02-11T20:19:42.725731] [INFO ] [sig       ] Generating forecast for: CRON
[2026-02-11T20:19:42.725761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2026-02-11T20:19:42.737322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2026-02-11T20:19:42.737697] [INFO ] [FORECASTER] Starting predict_future for CRON
[2026-02-11T20:19:42.738511] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2026-02-11T20:19:42.738564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:42.738616] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:42.738644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:42.738701] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:42.797771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:42.798718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:42.798819] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:42.798852] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:42.926186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:42.926349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:42.926393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:42.926440] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:42.931074] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2026-02-11T20:19:42.931433] [INFO ] [FORECASTER] Completed predict_future for CRON
[2026-02-11T20:19:42.931604] [INFO ] [sig       ] CRON: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:43.077882] [INFO ] [LOCAL     ] Saved forecast: CRON	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRON.txt
[2026-02-11T20:19:43.078029] [INFO ] [sig       ] [779/3412] Completed CRON in 0.4s | 2.80 sym/s | Total: 4.6m | ETA: 15.7m
[2026-02-11T20:19:43.078069] [INFO ] [sig       ] [780/3412] Forecasting CROX...
[2026-02-11T20:19:43.078100] [INFO ] [sig       ] Generating forecast for: CROX
[2026-02-11T20:19:43.078130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2026-02-11T20:19:43.090157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2026-02-11T20:19:43.090464] [INFO ] [FORECASTER] Starting predict_future for CROX
[2026-02-11T20:19:43.091274] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2026-02-11T20:19:43.091327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:43.091360] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:43.091387] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:43.091443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:43.150130] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:43.151039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:43.151132] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:43.151168] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:43.272319] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:43.272483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:43.272526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:43.272555] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:43.276191] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: DOWN (p=26.01%)
[2026-02-11T20:19:43.276483] [INFO ] [FORECASTER] Completed predict_future for CROX
[2026-02-11T20:19:43.276637] [INFO ] [sig       ] CROX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:43.418643] [INFO ] [LOCAL     ] Saved forecast: CROX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CROX.txt
[2026-02-11T20:19:43.418799] [INFO ] [sig       ] [780/3412] Completed CROX in 0.3s | 2.80 sym/s | Total: 4.6m | ETA: 15.7m
[2026-02-11T20:19:43.418840] [INFO ] [sig       ] [781/3412] Forecasting CRS...
[2026-02-11T20:19:43.418871] [INFO ] [sig       ] Generating forecast for: CRS
[2026-02-11T20:19:43.418901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2026-02-11T20:19:43.430991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2026-02-11T20:19:43.431329] [INFO ] [FORECASTER] Starting predict_future for CRS
[2026-02-11T20:19:43.432174] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2026-02-11T20:19:43.432228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:43.432261] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:43.432289] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:43.432348] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:43.491941] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:43.492801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:43.492931] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:43.492981] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:43.614916] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:43.615074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:43.615117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:43.615179] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:43.618871] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: UP (p=90.43%)
[2026-02-11T20:19:43.619168] [INFO ] [FORECASTER] Completed predict_future for CRS
[2026-02-11T20:19:43.619302] [INFO ] [sig       ] CRS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:43.770480] [INFO ] [LOCAL     ] Saved forecast: CRS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CRS.txt
[2026-02-11T20:19:43.770749] [INFO ] [sig       ] [781/3412] Completed CRS in 0.4s | 2.80 sym/s | Total: 4.7m | ETA: 15.7m
[2026-02-11T20:19:43.770801] [INFO ] [sig       ] [782/3412] Forecasting CRSP...
[2026-02-11T20:19:43.770832] [INFO ] [sig       ] Generating forecast for: CRSP
[2026-02-11T20:19:43.770875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2026-02-11T20:19:43.786322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2026-02-11T20:19:43.786741] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2026-02-11T20:19:43.787690] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2026-02-11T20:19:43.787747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:43.787783] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:43.787812] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:43.787872] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:43.847305] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:43.848364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:43.848512] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:43.848550] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:43.967537] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:43.967733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:43.967783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:43.967818] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:43.971353] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: DOWN (p=46.54%)
[2026-02-11T20:19:43.971659] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2026-02-11T20:19:43.971791] [INFO ] [sig       ] CRSP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:44.115249] [INFO ] [LOCAL     ] Saved forecast: CRSP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRSP.txt
[2026-02-11T20:19:44.115394] [INFO ] [sig       ] [782/3412] Completed CRSP in 0.3s | 2.80 sym/s | Total: 4.7m | ETA: 15.7m
[2026-02-11T20:19:44.115434] [INFO ] [sig       ] [783/3412] Forecasting CRTO...
[2026-02-11T20:19:44.115465] [INFO ] [sig       ] Generating forecast for: CRTO
[2026-02-11T20:19:44.115496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2026-02-11T20:19:44.127490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2026-02-11T20:19:44.127828] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2026-02-11T20:19:44.128837] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2026-02-11T20:19:44.128891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:44.128923] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:44.128962] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:44.129020] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:44.186762] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:44.187499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:44.187600] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:44.187636] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:44.309460] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:44.309641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:44.309685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:44.309714] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:44.313284] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: UP (p=80.19%)
[2026-02-11T20:19:44.313607] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2026-02-11T20:19:44.313748] [INFO ] [sig       ] CRTO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:44.455637] [INFO ] [LOCAL     ] Saved forecast: CRTO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CRTO.txt
[2026-02-11T20:19:44.455799] [INFO ] [sig       ] [783/3412] Completed CRTO in 0.3s | 2.80 sym/s | Total: 4.7m | ETA: 15.7m
[2026-02-11T20:19:44.455841] [INFO ] [sig       ] [784/3412] Forecasting CRUS...
[2026-02-11T20:19:44.455871] [INFO ] [sig       ] Generating forecast for: CRUS
[2026-02-11T20:19:44.455903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2026-02-11T20:19:44.467811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2026-02-11T20:19:44.468137] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2026-02-11T20:19:44.469029] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2026-02-11T20:19:44.469085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:44.469119] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:44.469148] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:44.469208] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:44.528326] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:44.529241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:44.529331] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:44.529366] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:44.652038] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:44.652202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:44.652244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:44.652283] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:44.655928] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=60.86%)
[2026-02-11T20:19:44.656268] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2026-02-11T20:19:44.656424] [INFO ] [sig       ] CRUS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:44.803622] [INFO ] [LOCAL     ] Saved forecast: CRUS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CRUS.txt
[2026-02-11T20:19:44.803790] [INFO ] [sig       ] [784/3412] Completed CRUS in 0.3s | 2.80 sym/s | Total: 4.7m | ETA: 15.6m
[2026-02-11T20:19:44.804038] [INFO ] [sig       ] [785/3412] Forecasting CRVL...
[2026-02-11T20:19:44.804069] [INFO ] [sig       ] Generating forecast for: CRVL
[2026-02-11T20:19:44.804101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2026-02-11T20:19:44.816159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2026-02-11T20:19:44.816526] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2026-02-11T20:19:44.817357] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2026-02-11T20:19:44.817410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:44.817442] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:44.817493] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:44.817550] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:44.878129] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:44.879062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:44.879151] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:44.879183] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:45.003828] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:45.003990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:45.004032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:45.004061] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:45.007566] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2026-02-11T20:19:45.007903] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2026-02-11T20:19:45.008036] [INFO ] [sig       ] CRVL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:45.230177] [INFO ] [LOCAL     ] Saved forecast: CRVL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CRVL.txt
[2026-02-11T20:19:45.230351] [INFO ] [sig       ] [785/3412] Completed CRVL in 0.4s | 2.80 sym/s | Total: 4.7m | ETA: 15.6m
[2026-02-11T20:19:45.230404] [INFO ] [sig       ] [786/3412] Forecasting CRVO...
[2026-02-11T20:19:45.230443] [INFO ] [sig       ] Generating forecast for: CRVO
[2026-02-11T20:19:45.230475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2026-02-11T20:19:45.242185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2026-02-11T20:19:45.242528] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2026-02-11T20:19:45.243379] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2026-02-11T20:19:45.243434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:45.243467] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:45.243494] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:45.243552] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:45.302937] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:45.303827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:45.303923] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:45.303955] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:45.428365] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:45.428541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:45.428619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:45.428660] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:45.432972] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=90.77%)
[2026-02-11T20:19:45.433312] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2026-02-11T20:19:45.433491] [INFO ] [sig       ] CRVO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:45.585247] [INFO ] [LOCAL     ] Saved forecast: CRVO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CRVO.txt
[2026-02-11T20:19:45.585435] [INFO ] [sig       ] [786/3412] Completed CRVO in 0.4s | 2.80 sym/s | Total: 4.7m | ETA: 15.6m
[2026-02-11T20:19:45.585480] [INFO ] [sig       ] [787/3412] Forecasting CRVS...
[2026-02-11T20:19:45.585512] [INFO ] [sig       ] Generating forecast for: CRVS
[2026-02-11T20:19:45.585585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2026-02-11T20:19:45.597969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2026-02-11T20:19:45.598380] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2026-02-11T20:19:45.599384] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2026-02-11T20:19:45.599441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:45.599473] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:45.599500] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:45.599557] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:45.660544] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:45.661517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:45.661657] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:45.661695] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:45.793061] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:45.793222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:45.793265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:45.793294] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:45.796908] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: DOWN (p=29.11%)
[2026-02-11T20:19:45.797399] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2026-02-11T20:19:45.797570] [INFO ] [sig       ] CRVS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:45.943995] [INFO ] [LOCAL     ] Saved forecast: CRVS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRVS.txt
[2026-02-11T20:19:45.944148] [INFO ] [sig       ] [787/3412] Completed CRVS in 0.4s | 2.80 sym/s | Total: 4.7m | ETA: 15.6m
[2026-02-11T20:19:45.944190] [INFO ] [sig       ] [788/3412] Forecasting CRWD...
[2026-02-11T20:19:45.944220] [INFO ] [sig       ] Generating forecast for: CRWD
[2026-02-11T20:19:45.944251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2026-02-11T20:19:45.955695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2026-02-11T20:19:45.956019] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2026-02-11T20:19:45.956862] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2026-02-11T20:19:45.956914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:45.956947] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:45.956974] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:45.957033] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:46.017221] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:46.018126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:46.018259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:46.018302] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:46.139537] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:46.139706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:46.139750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:46.139781] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:46.143201] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=52.72%)
[2026-02-11T20:19:46.143475] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2026-02-11T20:19:46.143623] [INFO ] [sig       ] CRWD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:46.288185] [INFO ] [LOCAL     ] Saved forecast: CRWD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CRWD.txt
[2026-02-11T20:19:46.288343] [INFO ] [sig       ] [788/3412] Completed CRWD in 0.3s | 2.80 sym/s | Total: 4.7m | ETA: 15.6m
[2026-02-11T20:19:46.288387] [INFO ] [sig       ] [789/3412] Forecasting CRWS...
[2026-02-11T20:19:46.288417] [INFO ] [sig       ] Generating forecast for: CRWS
[2026-02-11T20:19:46.288447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2026-02-11T20:19:46.299702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2026-02-11T20:19:46.300029] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2026-02-11T20:19:46.300841] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2026-02-11T20:19:46.300893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:46.300924] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:46.300950] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:46.301006] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:46.359018] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:46.359806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:46.359890] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:46.359922] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:46.476998] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:46.477157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:46.477198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:46.477226] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:46.480968] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=12.61%)
[2026-02-11T20:19:46.481283] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2026-02-11T20:19:46.481431] [INFO ] [sig       ] CRWS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:46.623400] [INFO ] [LOCAL     ] Saved forecast: CRWS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CRWS.txt
[2026-02-11T20:19:46.623566] [INFO ] [sig       ] [789/3412] Completed CRWS in 0.3s | 2.80 sym/s | Total: 4.7m | ETA: 15.6m
[2026-02-11T20:19:46.623626] [INFO ] [sig       ] [790/3412] Forecasting CSAN...
[2026-02-11T20:19:46.623654] [INFO ] [sig       ] Generating forecast for: CSAN
[2026-02-11T20:19:46.623684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2026-02-11T20:19:46.638117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2026-02-11T20:19:46.638629] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2026-02-11T20:19:46.640195] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2026-02-11T20:19:46.640262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:46.640311] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:46.640353] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:46.640438] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:46.715650] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:46.716551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:46.716664] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:46.716699] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:46.843125] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:46.843285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:46.843327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:46.843372] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:46.846933] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=73.44%)
[2026-02-11T20:19:46.847220] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2026-02-11T20:19:46.847357] [INFO ] [sig       ] CSAN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:46.991630] [INFO ] [LOCAL     ] Saved forecast: CSAN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CSAN.txt
[2026-02-11T20:19:46.991805] [INFO ] [sig       ] [790/3412] Completed CSAN in 0.4s | 2.80 sym/s | Total: 4.7m | ETA: 15.6m
[2026-02-11T20:19:46.991849] [INFO ] [sig       ] [791/3412] Forecasting CSB...
[2026-02-11T20:19:46.991877] [INFO ] [sig       ] Generating forecast for: CSB
[2026-02-11T20:19:46.991907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2026-02-11T20:19:47.003382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2026-02-11T20:19:47.003755] [INFO ] [FORECASTER] Starting predict_future for CSB
[2026-02-11T20:19:47.004620] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2026-02-11T20:19:47.004674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:47.004707] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:47.004733] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:47.004795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:47.070119] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:47.071077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:47.071367] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:47.071402] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:47.189698] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:47.189858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:47.189900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:47.189932] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:47.193828] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: DOWN (p=35.59%)
[2026-02-11T20:19:47.194136] [INFO ] [FORECASTER] Completed predict_future for CSB
[2026-02-11T20:19:47.194275] [INFO ] [sig       ] CSB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:47.344403] [INFO ] [LOCAL     ] Saved forecast: CSB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CSB.txt
[2026-02-11T20:19:47.344604] [INFO ] [sig       ] [791/3412] Completed CSB in 0.4s | 2.80 sym/s | Total: 4.7m | ETA: 15.6m
[2026-02-11T20:19:47.344661] [INFO ] [sig       ] [792/3412] Forecasting CSCO...
[2026-02-11T20:19:47.344705] [INFO ] [sig       ] Generating forecast for: CSCO
[2026-02-11T20:19:47.344738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2026-02-11T20:19:47.356823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2026-02-11T20:19:47.357207] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2026-02-11T20:19:47.358306] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2026-02-11T20:19:47.358371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:47.358416] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:47.358456] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:47.358535] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:47.423394] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:47.424289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:47.424377] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:47.424413] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:47.551411] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:47.551616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:47.551675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:47.551714] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:47.556659] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: DOWN (p=37.76%)
[2026-02-11T20:19:47.557103] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2026-02-11T20:19:47.557294] [INFO ] [sig       ] CSCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:47.719971] [INFO ] [LOCAL     ] Saved forecast: CSCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CSCO.txt
[2026-02-11T20:19:47.720138] [INFO ] [sig       ] [792/3412] Completed CSCO in 0.4s | 2.80 sym/s | Total: 4.7m | ETA: 15.6m
[2026-02-11T20:19:47.720181] [INFO ] [sig       ] [793/3412] Forecasting CSGP...
[2026-02-11T20:19:47.720212] [INFO ] [sig       ] Generating forecast for: CSGP
[2026-02-11T20:19:47.720244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2026-02-11T20:19:47.732248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2026-02-11T20:19:47.732627] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2026-02-11T20:19:47.733468] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2026-02-11T20:19:47.733521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:47.733553] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:47.733610] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:47.733671] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:47.790723] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:47.791513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:47.791618] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:47.791653] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:47.912266] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:47.912440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:47.912488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:47.912522] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:47.916077] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: UP (p=50.55%)
[2026-02-11T20:19:47.916373] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2026-02-11T20:19:47.916505] [INFO ] [sig       ] CSGP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:48.057159] [INFO ] [LOCAL     ] Saved forecast: CSGP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CSGP.txt
[2026-02-11T20:19:48.057307] [INFO ] [sig       ] [793/3412] Completed CSGP in 0.3s | 2.80 sym/s | Total: 4.7m | ETA: 15.6m
[2026-02-11T20:19:48.057347] [INFO ] [sig       ] [794/3412] Forecasting CSGS...
[2026-02-11T20:19:48.057377] [INFO ] [sig       ] Generating forecast for: CSGS
[2026-02-11T20:19:48.057408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2026-02-11T20:19:48.068998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2026-02-11T20:19:48.069312] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2026-02-11T20:19:48.070139] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2026-02-11T20:19:48.070191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:48.070223] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:48.070249] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:48.070339] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:48.127298] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:48.128181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:48.128267] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:48.128300] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:48.248267] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:48.248447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:48.248488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:48.248517] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:48.252123] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2026-02-11T20:19:48.252419] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2026-02-11T20:19:48.252555] [INFO ] [sig       ] CSGS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:48.392665] [INFO ] [LOCAL     ] Saved forecast: CSGS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CSGS.txt
[2026-02-11T20:19:48.392825] [INFO ] [sig       ] [794/3412] Completed CSGS in 0.3s | 2.80 sym/s | Total: 4.7m | ETA: 15.6m
[2026-02-11T20:19:48.392865] [INFO ] [sig       ] [795/3412] Forecasting CSIQ...
[2026-02-11T20:19:48.392894] [INFO ] [sig       ] Generating forecast for: CSIQ
[2026-02-11T20:19:48.392925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2026-02-11T20:19:48.405220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2026-02-11T20:19:48.405555] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2026-02-11T20:19:48.406406] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2026-02-11T20:19:48.406461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:48.406520] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:48.406550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:48.406635] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:48.467494] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:48.468411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:48.468501] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:48.468535] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:48.594508] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:48.594681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:48.594724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:48.594754] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:48.598311] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: UP (p=99.77%)
[2026-02-11T20:19:48.598634] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2026-02-11T20:19:48.598796] [INFO ] [sig       ] CSIQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:48.766053] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CSIQ.txt
[2026-02-11T20:19:48.766238] [INFO ] [sig       ] [795/3412] Completed CSIQ in 0.4s | 2.80 sym/s | Total: 4.7m | ETA: 15.6m
[2026-02-11T20:19:48.766283] [INFO ] [sig       ] [796/3412] Forecasting CSPI...
[2026-02-11T20:19:48.766316] [INFO ] [sig       ] Generating forecast for: CSPI
[2026-02-11T20:19:48.766354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2026-02-11T20:19:48.779345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2026-02-11T20:19:48.779855] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2026-02-11T20:19:48.780824] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2026-02-11T20:19:48.780904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:48.780942] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:48.780971] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:48.781029] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:48.846727] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:48.847975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:48.848257] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:48.848292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:48.974336] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:48.974495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:48.974540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:48.974588] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:48.978798] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=78.16%)
[2026-02-11T20:19:48.979100] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2026-02-11T20:19:48.979241] [INFO ] [sig       ] CSPI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:49.127763] [INFO ] [LOCAL     ] Saved forecast: CSPI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CSPI.txt
[2026-02-11T20:19:49.127943] [INFO ] [sig       ] [796/3412] Completed CSPI in 0.4s | 2.80 sym/s | Total: 4.7m | ETA: 15.6m
[2026-02-11T20:19:49.128007] [INFO ] [sig       ] [797/3412] Forecasting CSQ...
[2026-02-11T20:19:49.128052] [INFO ] [sig       ] Generating forecast for: CSQ
[2026-02-11T20:19:49.128084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2026-02-11T20:19:49.140570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2026-02-11T20:19:49.140964] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2026-02-11T20:19:49.141846] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2026-02-11T20:19:49.141911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:49.141952] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:49.141983] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:49.142042] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:49.206902] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:49.207842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:49.207947] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:49.207988] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:49.333646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:49.333806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:49.333857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:49.333895] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:49.338032] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=21.92%)
[2026-02-11T20:19:49.338338] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2026-02-11T20:19:49.338476] [INFO ] [sig       ] CSQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:49.493127] [INFO ] [LOCAL     ] Saved forecast: CSQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CSQ.txt
[2026-02-11T20:19:49.493297] [INFO ] [sig       ] [797/3412] Completed CSQ in 0.4s | 2.80 sym/s | Total: 4.7m | ETA: 15.6m
[2026-02-11T20:19:49.493340] [INFO ] [sig       ] [798/3412] Forecasting CSTL...
[2026-02-11T20:19:49.493372] [INFO ] [sig       ] Generating forecast for: CSTL
[2026-02-11T20:19:49.493404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2026-02-11T20:19:49.505748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2026-02-11T20:19:49.506098] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2026-02-11T20:19:49.507012] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2026-02-11T20:19:49.507065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:49.507097] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:49.507124] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:49.507181] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:49.565661] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:49.566511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:49.566616] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:49.566653] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:49.704122] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:49.704407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:49.704454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:49.704521] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:49.708898] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=18.58%)
[2026-02-11T20:19:49.709239] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2026-02-11T20:19:49.709412] [INFO ] [sig       ] CSTL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:49.863853] [INFO ] [LOCAL     ] Saved forecast: CSTL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CSTL.txt
[2026-02-11T20:19:49.864050] [INFO ] [sig       ] [798/3412] Completed CSTL in 0.4s | 2.80 sym/s | Total: 4.8m | ETA: 15.6m
[2026-02-11T20:19:49.864099] [INFO ] [sig       ] [799/3412] Forecasting CSTM...
[2026-02-11T20:19:49.864131] [INFO ] [sig       ] Generating forecast for: CSTM
[2026-02-11T20:19:49.864173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2026-02-11T20:19:49.876811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2026-02-11T20:19:49.877166] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2026-02-11T20:19:49.878088] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2026-02-11T20:19:49.878143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:49.878176] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:49.878203] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:49.878266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:49.941179] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:49.942148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:49.942247] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:49.942283] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:50.067803] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:50.067971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:50.068016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:50.068045] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:50.071610] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=27.58%)
[2026-02-11T20:19:50.071902] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2026-02-11T20:19:50.072036] [INFO ] [sig       ] CSTM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:50.214443] [INFO ] [LOCAL     ] Saved forecast: CSTM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CSTM.txt
[2026-02-11T20:19:50.214621] [INFO ] [sig       ] [799/3412] Completed CSTM in 0.4s | 2.80 sym/s | Total: 4.8m | ETA: 15.6m
[2026-02-11T20:19:50.214665] [INFO ] [sig       ] [800/3412] Forecasting CSWC...
[2026-02-11T20:19:50.214696] [INFO ] [sig       ] Generating forecast for: CSWC
[2026-02-11T20:19:50.214728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2026-02-11T20:19:50.226607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2026-02-11T20:19:50.226910] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2026-02-11T20:19:50.227840] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2026-02-11T20:19:50.227894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:50.227927] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:50.227953] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:50.228012] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:50.287475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:50.288371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:50.288457] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:50.288492] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:50.413676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:50.413847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:50.413889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:50.413920] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:50.417364] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: UP (p=70.49%)
[2026-02-11T20:19:50.417701] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2026-02-11T20:19:50.417838] [INFO ] [sig       ] CSWC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:50.560280] [INFO ] [LOCAL     ] Saved forecast: CSWC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CSWC.txt
[2026-02-11T20:19:50.560452] [INFO ] [sig       ] [800/3412] Completed CSWC in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 15.6m
[2026-02-11T20:19:50.560495] [INFO ] [sig       ] [801/3412] Forecasting CSX...
[2026-02-11T20:19:50.560527] [INFO ] [sig       ] Generating forecast for: CSX
[2026-02-11T20:19:50.560561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2026-02-11T20:19:50.572150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2026-02-11T20:19:50.572439] [INFO ] [FORECASTER] Starting predict_future for CSX
[2026-02-11T20:19:50.573322] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2026-02-11T20:19:50.573376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:50.573408] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:50.573436] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:50.573494] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:50.634201] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:50.635074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:50.635162] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:50.635197] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:50.766857] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:50.767024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:50.767072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:50.767102] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:50.771055] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2026-02-11T20:19:50.771380] [INFO ] [FORECASTER] Completed predict_future for CSX
[2026-02-11T20:19:50.771517] [INFO ] [sig       ] CSX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:50.912971] [INFO ] [LOCAL     ] Saved forecast: CSX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CSX.txt
[2026-02-11T20:19:50.913127] [INFO ] [sig       ] [801/3412] Completed CSX in 0.4s | 2.80 sym/s | Total: 4.8m | ETA: 15.5m
[2026-02-11T20:19:50.913169] [INFO ] [sig       ] [802/3412] Forecasting CTAS...
[2026-02-11T20:19:50.913200] [INFO ] [sig       ] Generating forecast for: CTAS
[2026-02-11T20:19:50.913233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2026-02-11T20:19:50.925392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2026-02-11T20:19:50.925755] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2026-02-11T20:19:50.926650] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2026-02-11T20:19:50.926708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:50.926752] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:50.926783] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:50.926850] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:50.988126] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:50.989027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:50.989126] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:50.989162] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:51.110348] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:51.110506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:51.110548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:51.110599] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:51.114146] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=18.88%)
[2026-02-11T20:19:51.114478] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2026-02-11T20:19:51.114638] [INFO ] [sig       ] CTAS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:51.258152] [INFO ] [LOCAL     ] Saved forecast: CTAS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CTAS.txt
[2026-02-11T20:19:51.258306] [INFO ] [sig       ] [802/3412] Completed CTAS in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 15.5m
[2026-02-11T20:19:51.258347] [INFO ] [sig       ] [803/3412] Forecasting CTBB...
[2026-02-11T20:19:51.258376] [INFO ] [sig       ] Generating forecast for: CTBB
[2026-02-11T20:19:51.258407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2026-02-11T20:19:51.270629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2026-02-11T20:19:51.270940] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2026-02-11T20:19:51.271816] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2026-02-11T20:19:51.271872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:51.271905] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:51.271933] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:51.271992] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:51.331713] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:51.332442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:51.332526] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:51.332561] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:51.453813] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:51.453993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:51.454040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:51.454070] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:51.457788] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=72.92%)
[2026-02-11T20:19:51.458089] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2026-02-11T20:19:51.458232] [INFO ] [sig       ] CTBB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:51.599826] [INFO ] [LOCAL     ] Saved forecast: CTBB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CTBB.txt
[2026-02-11T20:19:51.599971] [INFO ] [sig       ] [803/3412] Completed CTBB in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 15.5m
[2026-02-11T20:19:51.600011] [INFO ] [sig       ] [804/3412] Forecasting CTBI...
[2026-02-11T20:19:51.600041] [INFO ] [sig       ] Generating forecast for: CTBI
[2026-02-11T20:19:51.600072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2026-02-11T20:19:51.611458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2026-02-11T20:19:51.611741] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2026-02-11T20:19:51.612538] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2026-02-11T20:19:51.612610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:51.612645] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:51.612672] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:51.612729] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:51.671380] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:51.672108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:51.672194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:51.672227] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:51.794041] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:51.794209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:51.794270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:51.794300] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:51.797924] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=40.57%)
[2026-02-11T20:19:51.798253] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2026-02-11T20:19:51.798394] [INFO ] [sig       ] CTBI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:51.939230] [INFO ] [LOCAL     ] Saved forecast: CTBI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CTBI.txt
[2026-02-11T20:19:51.939351] [INFO ] [sig       ] [804/3412] Completed CTBI in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 15.5m
[2026-02-11T20:19:51.939389] [INFO ] [sig       ] [805/3412] Forecasting CTDD...
[2026-02-11T20:19:51.939417] [INFO ] [sig       ] Generating forecast for: CTDD
[2026-02-11T20:19:51.939447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2026-02-11T20:19:51.950523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2026-02-11T20:19:51.950813] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2026-02-11T20:19:51.951627] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2026-02-11T20:19:51.951680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:51.951711] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:51.951738] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:51.951795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:52.009337] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:52.010161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:52.010276] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:52.010310] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:52.122998] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:52.123375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:52.123418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:52.123448] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:52.127285] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: DOWN (p=13.90%)
[2026-02-11T20:19:52.127758] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2026-02-11T20:19:52.127901] [INFO ] [sig       ] CTDD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:52.287829] [INFO ] [LOCAL     ] Saved forecast: CTDD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CTDD.txt
[2026-02-11T20:19:52.287975] [INFO ] [sig       ] [805/3412] Completed CTDD in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 15.5m
[2026-02-11T20:19:52.288014] [INFO ] [sig       ] [806/3412] Forecasting CTKB...
[2026-02-11T20:19:52.288044] [INFO ] [sig       ] Generating forecast for: CTKB
[2026-02-11T20:19:52.288074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2026-02-11T20:19:52.300841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2026-02-11T20:19:52.301177] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2026-02-11T20:19:52.302031] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2026-02-11T20:19:52.302084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:52.302117] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:52.302144] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:52.302202] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:52.361734] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:52.362555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:52.362677] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:52.362712] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:52.485718] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:52.485888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:52.485933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:52.485963] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:52.489679] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: UP (p=73.03%)
[2026-02-11T20:19:52.489989] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2026-02-11T20:19:52.490133] [INFO ] [sig       ] CTKB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:52.635233] [INFO ] [LOCAL     ] Saved forecast: CTKB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CTKB.txt
[2026-02-11T20:19:52.635387] [INFO ] [sig       ] [806/3412] Completed CTKB in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 15.5m
[2026-02-11T20:19:52.635437] [INFO ] [sig       ] [807/3412] Forecasting CTLP...
[2026-02-11T20:19:52.635469] [INFO ] [sig       ] Generating forecast for: CTLP
[2026-02-11T20:19:52.635500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2026-02-11T20:19:52.648493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2026-02-11T20:19:52.648879] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2026-02-11T20:19:52.649760] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2026-02-11T20:19:52.649814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:52.649857] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:52.649885] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:52.649943] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:52.712274] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:52.713251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:52.713345] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:52.713378] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:52.839466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:52.839671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:52.839722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:52.839752] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:52.843558] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: DOWN (p=31.32%)
[2026-02-11T20:19:52.843895] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2026-02-11T20:19:52.844038] [INFO ] [sig       ] CTLP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:52.996713] [INFO ] [LOCAL     ] Saved forecast: CTLP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CTLP.txt
[2026-02-11T20:19:52.996882] [INFO ] [sig       ] [807/3412] Completed CTLP in 0.4s | 2.80 sym/s | Total: 4.8m | ETA: 15.5m
[2026-02-11T20:19:52.996923] [INFO ] [sig       ] [808/3412] Forecasting CTMX...
[2026-02-11T20:19:52.996954] [INFO ] [sig       ] Generating forecast for: CTMX
[2026-02-11T20:19:52.996984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2026-02-11T20:19:53.009933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2026-02-11T20:19:53.010318] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2026-02-11T20:19:53.011195] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2026-02-11T20:19:53.011247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:53.011279] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:53.011305] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:53.011370] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:53.069429] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:53.070311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:53.070404] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:53.070437] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:53.191946] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:53.192111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:53.192152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:53.192182] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:53.195657] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=57.07%)
[2026-02-11T20:19:53.195951] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2026-02-11T20:19:53.196081] [INFO ] [sig       ] CTMX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:53.345788] [INFO ] [LOCAL     ] Saved forecast: CTMX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CTMX.txt
[2026-02-11T20:19:53.345983] [INFO ] [sig       ] [808/3412] Completed CTMX in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 15.5m
[2026-02-11T20:19:53.346024] [INFO ] [sig       ] [809/3412] Forecasting CTNM...
[2026-02-11T20:19:53.346055] [INFO ] [sig       ] Generating forecast for: CTNM
[2026-02-11T20:19:53.346086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2026-02-11T20:19:53.357504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2026-02-11T20:19:53.357901] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2026-02-11T20:19:53.358929] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2026-02-11T20:19:53.358987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:53.359042] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:53.359072] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:53.359131] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:53.421169] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:53.422068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:53.422161] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:53.422196] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:53.539829] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:53.539994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:53.540036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:53.540066] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:53.543693] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: DOWN (p=18.83%)
[2026-02-11T20:19:53.544015] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2026-02-11T20:19:53.544160] [INFO ] [sig       ] CTNM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:53.701834] [INFO ] [LOCAL     ] Saved forecast: CTNM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CTNM.txt
[2026-02-11T20:19:53.702045] [INFO ] [sig       ] [809/3412] Completed CTNM in 0.4s | 2.80 sym/s | Total: 4.8m | ETA: 15.5m
[2026-02-11T20:19:53.702100] [INFO ] [sig       ] [810/3412] Forecasting CTO...
[2026-02-11T20:19:53.702140] [INFO ] [sig       ] Generating forecast for: CTO
[2026-02-11T20:19:53.702180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2026-02-11T20:19:53.716384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2026-02-11T20:19:53.716899] [INFO ] [FORECASTER] Starting predict_future for CTO
[2026-02-11T20:19:53.717903] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2026-02-11T20:19:53.717959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:53.717993] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:53.718022] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:53.718091] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:53.793274] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:53.794223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:53.794317] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:53.794350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:53.921245] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:53.921412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:53.921453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:53.921481] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:53.924982] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2026-02-11T20:19:53.925278] [INFO ] [FORECASTER] Completed predict_future for CTO
[2026-02-11T20:19:53.925411] [INFO ] [sig       ] CTO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:54.076920] [INFO ] [LOCAL     ] Saved forecast: CTO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CTO.txt
[2026-02-11T20:19:54.077086] [INFO ] [sig       ] [810/3412] Completed CTO in 0.4s | 2.80 sym/s | Total: 4.8m | ETA: 15.5m
[2026-02-11T20:19:54.077132] [INFO ] [sig       ] [811/3412] Forecasting CTRA...
[2026-02-11T20:19:54.077163] [INFO ] [sig       ] Generating forecast for: CTRA
[2026-02-11T20:19:54.077193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2026-02-11T20:19:54.088379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2026-02-11T20:19:54.088781] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2026-02-11T20:19:54.089703] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2026-02-11T20:19:54.089758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:54.089792] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:54.089819] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:54.089876] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:54.148306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:54.149192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:54.149278] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:54.149311] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:54.268154] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:54.268321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:54.268364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:54.268393] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:54.271985] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: DOWN (p=8.80%)
[2026-02-11T20:19:54.272279] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2026-02-11T20:19:54.272412] [INFO ] [sig       ] CTRA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:54.418643] [INFO ] [LOCAL     ] Saved forecast: CTRA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CTRA.txt
[2026-02-11T20:19:54.418813] [INFO ] [sig       ] [811/3412] Completed CTRA in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 15.5m
[2026-02-11T20:19:54.418854] [INFO ] [sig       ] [812/3412] Forecasting CTRE...
[2026-02-11T20:19:54.418888] [INFO ] [sig       ] Generating forecast for: CTRE
[2026-02-11T20:19:54.418924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2026-02-11T20:19:54.431310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2026-02-11T20:19:54.431727] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2026-02-11T20:19:54.432680] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2026-02-11T20:19:54.432735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:54.432794] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:54.432822] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:54.432890] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:54.492750] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:54.493761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:54.493861] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:54.493896] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:54.616237] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:54.616398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:54.616438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:54.616467] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:54.620015] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2026-02-11T20:19:54.620324] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2026-02-11T20:19:54.620473] [INFO ] [sig       ] CTRE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:54.765196] [INFO ] [LOCAL     ] Saved forecast: CTRE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CTRE.txt
[2026-02-11T20:19:54.765350] [INFO ] [sig       ] [812/3412] Completed CTRE in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 15.5m
[2026-02-11T20:19:54.765390] [INFO ] [sig       ] [813/3412] Forecasting CTRM...
[2026-02-11T20:19:54.765419] [INFO ] [sig       ] Generating forecast for: CTRM
[2026-02-11T20:19:54.765449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2026-02-11T20:19:54.777896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2026-02-11T20:19:54.778493] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2026-02-11T20:19:54.779541] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2026-02-11T20:19:54.779615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:54.779650] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:54.779677] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:54.779735] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:54.839942] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:54.840859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:54.840957] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:54.840991] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:54.958516] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:54.958726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:54.958773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:54.958803] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:54.962379] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=35.67%)
[2026-02-11T20:19:54.962714] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2026-02-11T20:19:54.962858] [INFO ] [sig       ] CTRM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:55.110294] [INFO ] [LOCAL     ] Saved forecast: CTRM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CTRM.txt
[2026-02-11T20:19:55.110458] [INFO ] [sig       ] [813/3412] Completed CTRM in 0.3s | 2.80 sym/s | Total: 4.8m | ETA: 15.5m
[2026-02-11T20:19:55.110497] [INFO ] [sig       ] [814/3412] Forecasting CTRN...
[2026-02-11T20:19:55.110527] [INFO ] [sig       ] Generating forecast for: CTRN
[2026-02-11T20:19:55.110557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2026-02-11T20:19:55.122089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2026-02-11T20:19:55.122480] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2026-02-11T20:19:55.123402] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2026-02-11T20:19:55.123458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:55.123491] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:55.123519] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:55.123594] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:55.194735] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:55.196019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:55.196137] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:55.196177] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:55.327908] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:55.328102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:55.328174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:55.328205] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:55.332355] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: UP (p=71.95%)
[2026-02-11T20:19:55.332729] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2026-02-11T20:19:55.332888] [INFO ] [sig       ] CTRN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:55.474216] [INFO ] [LOCAL     ] Saved forecast: CTRN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CTRN.txt
[2026-02-11T20:19:55.474346] [INFO ] [sig       ] [814/3412] Completed CTRN in 0.4s | 2.80 sym/s | Total: 4.8m | ETA: 15.5m
[2026-02-11T20:19:55.474385] [INFO ] [sig       ] [815/3412] Forecasting CTS...
[2026-02-11T20:19:55.474414] [INFO ] [sig       ] Generating forecast for: CTS
[2026-02-11T20:19:55.474454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2026-02-11T20:19:55.486500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2026-02-11T20:19:55.486806] [INFO ] [FORECASTER] Starting predict_future for CTS
[2026-02-11T20:19:55.487658] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2026-02-11T20:19:55.487711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:55.487743] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:55.487770] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:55.487833] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:55.544835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:55.545446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:55.545526] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:55.545559] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:55.664968] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:55.665121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:55.665161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:55.665222] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:55.668693] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=73.97%)
[2026-02-11T20:19:55.668974] [INFO ] [FORECASTER] Completed predict_future for CTS
[2026-02-11T20:19:55.669110] [INFO ] [sig       ] CTS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:55.808443] [INFO ] [LOCAL     ] Saved forecast: CTS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CTS.txt
[2026-02-11T20:19:55.808633] [INFO ] [sig       ] [815/3412] Completed CTS in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 15.5m
[2026-02-11T20:19:55.808675] [INFO ] [sig       ] [816/3412] Forecasting CTSH...
[2026-02-11T20:19:55.808703] [INFO ] [sig       ] Generating forecast for: CTSH
[2026-02-11T20:19:55.808735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2026-02-11T20:19:55.820205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2026-02-11T20:19:55.820655] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2026-02-11T20:19:55.821499] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2026-02-11T20:19:55.821553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:55.821617] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:55.821646] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:55.821703] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:55.882668] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:55.883710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:55.883835] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:55.883871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:56.003077] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:56.003256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:56.003297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:56.003325] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:56.006928] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: UP (p=64.00%)
[2026-02-11T20:19:56.007219] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2026-02-11T20:19:56.007351] [INFO ] [sig       ] CTSH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:56.147583] [INFO ] [LOCAL     ] Saved forecast: CTSH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CTSH.txt
[2026-02-11T20:19:56.147732] [INFO ] [sig       ] [816/3412] Completed CTSH in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 15.5m
[2026-02-11T20:19:56.147770] [INFO ] [sig       ] [817/3412] Forecasting CTVA...
[2026-02-11T20:19:56.147799] [INFO ] [sig       ] Generating forecast for: CTVA
[2026-02-11T20:19:56.147841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2026-02-11T20:19:56.159974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2026-02-11T20:19:56.160256] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2026-02-11T20:19:56.161109] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2026-02-11T20:19:56.161162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:56.161194] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:56.161220] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:56.161280] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:56.221642] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:56.222524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:56.222632] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:56.222670] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:56.364294] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:56.364455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:56.364496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:56.364525] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:56.368077] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2026-02-11T20:19:56.368383] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2026-02-11T20:19:56.368521] [INFO ] [sig       ] CTVA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:56.508834] [INFO ] [LOCAL     ] Saved forecast: CTVA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CTVA.txt
[2026-02-11T20:19:56.508973] [INFO ] [sig       ] [817/3412] Completed CTVA in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 15.4m
[2026-02-11T20:19:56.509012] [INFO ] [sig       ] [818/3412] Forecasting CUBE...
[2026-02-11T20:19:56.509041] [INFO ] [sig       ] Generating forecast for: CUBE
[2026-02-11T20:19:56.509074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2026-02-11T20:19:56.520561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2026-02-11T20:19:56.520905] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2026-02-11T20:19:56.521736] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2026-02-11T20:19:56.521788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:56.521829] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:56.521857] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:56.521915] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:56.579719] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:56.580619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:56.580708] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:56.580740] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:56.700705] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:56.700892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:56.700940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:56.700969] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:56.704647] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2026-02-11T20:19:56.704935] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2026-02-11T20:19:56.705110] [INFO ] [sig       ] CUBE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:56.855683] [INFO ] [LOCAL     ] Saved forecast: CUBE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CUBE.txt
[2026-02-11T20:19:56.855847] [INFO ] [sig       ] [818/3412] Completed CUBE in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 15.4m
[2026-02-11T20:19:56.855886] [INFO ] [sig       ] [819/3412] Forecasting CUBI...
[2026-02-11T20:19:56.855916] [INFO ] [sig       ] Generating forecast for: CUBI
[2026-02-11T20:19:56.855955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2026-02-11T20:19:56.868032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2026-02-11T20:19:56.868387] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2026-02-11T20:19:56.869243] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2026-02-11T20:19:56.869297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:56.869330] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:56.869359] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:56.869440] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:56.929361] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:56.930333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:56.930435] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:56.930475] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:57.057692] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:57.057852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:57.057894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:57.057924] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:57.061798] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2026-02-11T20:19:57.062121] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2026-02-11T20:19:57.062452] [INFO ] [sig       ] CUBI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:57.208093] [INFO ] [LOCAL     ] Saved forecast: CUBI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CUBI.txt
[2026-02-11T20:19:57.208277] [INFO ] [sig       ] [819/3412] Completed CUBI in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 15.4m
[2026-02-11T20:19:57.208323] [INFO ] [sig       ] [820/3412] Forecasting CUK...
[2026-02-11T20:19:57.208353] [INFO ] [sig       ] Generating forecast for: CUK
[2026-02-11T20:19:57.208382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2026-02-11T20:19:57.221527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2026-02-11T20:19:57.221940] [INFO ] [FORECASTER] Starting predict_future for CUK
[2026-02-11T20:19:57.223015] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2026-02-11T20:19:57.223071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:57.223105] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:57.223134] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:57.223193] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:57.283625] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:57.284529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:57.284639] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:57.284676] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:57.413692] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:57.414000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:57.414055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:57.414086] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:57.417780] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=8.74%)
[2026-02-11T20:19:57.418101] [INFO ] [FORECASTER] Completed predict_future for CUK
[2026-02-11T20:19:57.418262] [INFO ] [sig       ] CUK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:57.560475] [INFO ] [LOCAL     ] Saved forecast: CUK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CUK.txt
[2026-02-11T20:19:57.560659] [INFO ] [sig       ] [820/3412] Completed CUK in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 15.4m
[2026-02-11T20:19:57.560704] [INFO ] [sig       ] [821/3412] Forecasting CULP...
[2026-02-11T20:19:57.560734] [INFO ] [sig       ] Generating forecast for: CULP
[2026-02-11T20:19:57.560764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2026-02-11T20:19:57.572497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2026-02-11T20:19:57.572924] [INFO ] [FORECASTER] Starting predict_future for CULP
[2026-02-11T20:19:57.573849] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2026-02-11T20:19:57.573907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:57.573939] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:57.573969] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:57.574040] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:57.634361] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:57.635335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:57.635440] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:57.635477] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:57.748354] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:57.748509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:57.748550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:57.748598] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:57.752159] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=51.88%)
[2026-02-11T20:19:57.752445] [INFO ] [FORECASTER] Completed predict_future for CULP
[2026-02-11T20:19:57.752599] [INFO ] [sig       ] CULP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:57.896681] [INFO ] [LOCAL     ] Saved forecast: CULP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CULP.txt
[2026-02-11T20:19:57.896877] [INFO ] [sig       ] [821/3412] Completed CULP in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 15.4m
[2026-02-11T20:19:57.896939] [INFO ] [sig       ] [822/3412] Forecasting CURI...
[2026-02-11T20:19:57.897006] [INFO ] [sig       ] Generating forecast for: CURI
[2026-02-11T20:19:57.897043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2026-02-11T20:19:57.908835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2026-02-11T20:19:57.909179] [INFO ] [FORECASTER] Starting predict_future for CURI
[2026-02-11T20:19:57.910039] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2026-02-11T20:19:57.910094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:57.910128] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:57.910156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:57.910215] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:57.970895] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:57.971619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:57.971726] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:57.971760] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:58.098391] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:58.098545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:58.098606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:58.098640] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:58.102274] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: DOWN (p=20.87%)
[2026-02-11T20:19:58.102771] [INFO ] [FORECASTER] Completed predict_future for CURI
[2026-02-11T20:19:58.102907] [INFO ] [sig       ] CURI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:58.254010] [INFO ] [LOCAL     ] Saved forecast: CURI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CURI.txt
[2026-02-11T20:19:58.254207] [INFO ] [sig       ] [822/3412] Completed CURI in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 15.4m
[2026-02-11T20:19:58.254262] [INFO ] [sig       ] [823/3412] Forecasting CUZ...
[2026-02-11T20:19:58.254304] [INFO ] [sig       ] Generating forecast for: CUZ
[2026-02-11T20:19:58.254347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2026-02-11T20:19:58.266889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2026-02-11T20:19:58.267216] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2026-02-11T20:19:58.268097] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2026-02-11T20:19:58.268149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:58.268181] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:58.268209] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:58.268266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:58.328316] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:58.329105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:58.329204] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:58.329239] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:58.450415] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:58.450594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:58.450640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:58.450670] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:58.454179] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2026-02-11T20:19:58.454460] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2026-02-11T20:19:58.454609] [INFO ] [sig       ] CUZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:58.596270] [INFO ] [LOCAL     ] Saved forecast: CUZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CUZ.txt
[2026-02-11T20:19:58.596417] [INFO ] [sig       ] [823/3412] Completed CUZ in 0.3s | 2.80 sym/s | Total: 4.9m | ETA: 15.4m
[2026-02-11T20:19:58.596466] [INFO ] [sig       ] [824/3412] Forecasting CVBF...
[2026-02-11T20:19:58.596499] [INFO ] [sig       ] Generating forecast for: CVBF
[2026-02-11T20:19:58.596529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2026-02-11T20:19:58.608174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2026-02-11T20:19:58.608499] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2026-02-11T20:19:58.609341] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2026-02-11T20:19:58.609394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:58.609425] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:58.609451] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:58.609508] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:58.669771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:58.670664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:58.670749] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:58.670783] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:58.805728] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:58.805894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:58.805937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:58.805968] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:58.809989] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=49.42%)
[2026-02-11T20:19:58.810493] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2026-02-11T20:19:58.810688] [INFO ] [sig       ] CVBF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:19:58.963359] [INFO ] [LOCAL     ] Saved forecast: CVBF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CVBF.txt
[2026-02-11T20:19:58.963516] [INFO ] [sig       ] [824/3412] Completed CVBF in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 15.4m
[2026-02-11T20:19:58.963559] [INFO ] [sig       ] [825/3412] Forecasting CVCO...
[2026-02-11T20:19:58.963627] [INFO ] [sig       ] Generating forecast for: CVCO
[2026-02-11T20:19:58.963681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2026-02-11T20:19:58.975722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2026-02-11T20:19:58.976098] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2026-02-11T20:19:58.977047] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2026-02-11T20:19:58.977115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:58.977155] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:58.977184] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:58.977260] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:59.043360] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:59.044277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:59.044367] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:59.044401] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:59.170453] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:59.170649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:59.170712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:59.170793] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:59.174452] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2026-02-11T20:19:59.174762] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2026-02-11T20:19:59.174899] [INFO ] [sig       ] CVCO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:59.331256] [INFO ] [LOCAL     ] Saved forecast: CVCO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CVCO.txt
[2026-02-11T20:19:59.331466] [INFO ] [sig       ] [825/3412] Completed CVCO in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 15.4m
[2026-02-11T20:19:59.331524] [INFO ] [sig       ] [826/3412] Forecasting CVE...
[2026-02-11T20:19:59.331592] [INFO ] [sig       ] Generating forecast for: CVE
[2026-02-11T20:19:59.331633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2026-02-11T20:19:59.344274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2026-02-11T20:19:59.344660] [INFO ] [FORECASTER] Starting predict_future for CVE
[2026-02-11T20:19:59.345525] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2026-02-11T20:19:59.345602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:59.345638] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:59.345667] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:59.345726] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:59.412108] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:59.413235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:59.413335] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:59.413371] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:59.546348] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:59.546510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:59.546552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:59.546602] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:59.550305] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=50.34%)
[2026-02-11T20:19:59.550622] [INFO ] [FORECASTER] Completed predict_future for CVE
[2026-02-11T20:19:59.550762] [INFO ] [sig       ] CVE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:19:59.707388] [INFO ] [LOCAL     ] Saved forecast: CVE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CVE.txt
[2026-02-11T20:19:59.707589] [INFO ] [sig       ] [826/3412] Completed CVE in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 15.4m
[2026-02-11T20:19:59.707634] [INFO ] [sig       ] [827/3412] Forecasting CVEO...
[2026-02-11T20:19:59.707672] [INFO ] [sig       ] Generating forecast for: CVEO
[2026-02-11T20:19:59.707721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2026-02-11T20:19:59.722849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2026-02-11T20:19:59.723217] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2026-02-11T20:19:59.724527] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2026-02-11T20:19:59.724602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:19:59.724637] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:19:59.724665] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:19:59.724725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:19:59.790447] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:19:59.791268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:19:59.791355] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:19:59.791405] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:19:59.921011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:19:59.921173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:19:59.921216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:19:59.921245] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:19:59.925042] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=26.36%)
[2026-02-11T20:19:59.925375] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2026-02-11T20:19:59.925548] [INFO ] [sig       ] CVEO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:00.083893] [INFO ] [LOCAL     ] Saved forecast: CVEO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CVEO.txt
[2026-02-11T20:20:00.084058] [INFO ] [sig       ] [827/3412] Completed CVEO in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 15.4m
[2026-02-11T20:20:00.084102] [INFO ] [sig       ] [828/3412] Forecasting CVGI...
[2026-02-11T20:20:00.084133] [INFO ] [sig       ] Generating forecast for: CVGI
[2026-02-11T20:20:00.084166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2026-02-11T20:20:00.097144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2026-02-11T20:20:00.097784] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2026-02-11T20:20:00.099026] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2026-02-11T20:20:00.099092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:00.099131] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:00.099165] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:00.099230] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:00.168814] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:00.170081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:00.170184] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:00.170220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:00.298093] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:00.298272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:00.298321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:00.298349] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:00.302492] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2026-02-11T20:20:00.302812] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2026-02-11T20:20:00.302955] [INFO ] [sig       ] CVGI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:00.451069] [INFO ] [LOCAL     ] Saved forecast: CVGI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CVGI.txt
[2026-02-11T20:20:00.451229] [INFO ] [sig       ] [828/3412] Completed CVGI in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 15.4m
[2026-02-11T20:20:00.451269] [INFO ] [sig       ] [829/3412] Forecasting CVI...
[2026-02-11T20:20:00.451299] [INFO ] [sig       ] Generating forecast for: CVI
[2026-02-11T20:20:00.451330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2026-02-11T20:20:00.463181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2026-02-11T20:20:00.463591] [INFO ] [FORECASTER] Starting predict_future for CVI
[2026-02-11T20:20:00.464434] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2026-02-11T20:20:00.464487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:00.464548] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:00.464597] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:00.464679] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:00.529139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:00.530075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:00.530167] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:00.530202] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:00.662702] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:00.662877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:00.662923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:00.662953] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:00.667056] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=87.00%)
[2026-02-11T20:20:00.667410] [INFO ] [FORECASTER] Completed predict_future for CVI
[2026-02-11T20:20:00.667755] [INFO ] [sig       ] CVI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:00.834332] [INFO ] [LOCAL     ] Saved forecast: CVI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CVI.txt
[2026-02-11T20:20:00.834521] [INFO ] [sig       ] [829/3412] Completed CVI in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 15.4m
[2026-02-11T20:20:00.834600] [INFO ] [sig       ] [830/3412] Forecasting CVKD...
[2026-02-11T20:20:00.834639] [INFO ] [sig       ] Generating forecast for: CVKD
[2026-02-11T20:20:00.834672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2026-02-11T20:20:00.847379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2026-02-11T20:20:00.847818] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2026-02-11T20:20:00.848744] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2026-02-11T20:20:00.848797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:00.848830] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:00.848857] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:00.848914] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:00.914382] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:00.915505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:00.915619] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:00.915656] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:01.050641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:01.050838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:01.050893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:01.050924] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:01.055099] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2026-02-11T20:20:01.055630] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2026-02-11T20:20:01.055813] [INFO ] [sig       ] CVKD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:01.219758] [INFO ] [LOCAL     ] Saved forecast: CVKD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CVKD.txt
[2026-02-11T20:20:01.219946] [INFO ] [sig       ] [830/3412] Completed CVKD in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 15.4m
[2026-02-11T20:20:01.220001] [INFO ] [sig       ] [831/3412] Forecasting CVNA...
[2026-02-11T20:20:01.220041] [INFO ] [sig       ] Generating forecast for: CVNA
[2026-02-11T20:20:01.220082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2026-02-11T20:20:01.237534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2026-02-11T20:20:01.238152] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2026-02-11T20:20:01.239790] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2026-02-11T20:20:01.239900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:01.239954] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:01.239999] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:01.240090] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:01.313381] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:01.314364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:01.314466] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:01.314502] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:01.454909] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:01.455096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:01.455150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:01.455187] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:01.460557] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: UP (p=56.76%)
[2026-02-11T20:20:01.460950] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2026-02-11T20:20:01.461112] [INFO ] [sig       ] CVNA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:01.635293] [INFO ] [LOCAL     ] Saved forecast: CVNA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CVNA.txt
[2026-02-11T20:20:01.635485] [INFO ] [sig       ] [831/3412] Completed CVNA in 0.4s | 2.80 sym/s | Total: 4.9m | ETA: 15.4m
[2026-02-11T20:20:01.635528] [INFO ] [sig       ] [832/3412] Forecasting CVRX...
[2026-02-11T20:20:01.635560] [INFO ] [sig       ] Generating forecast for: CVRX
[2026-02-11T20:20:01.635616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2026-02-11T20:20:01.648361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2026-02-11T20:20:01.648830] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2026-02-11T20:20:01.649767] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2026-02-11T20:20:01.649823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:01.649856] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:01.649883] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:01.649941] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:01.713249] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:01.714196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:01.714301] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:01.714335] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:01.841372] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:01.841549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:01.841620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:01.841686] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:01.845404] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2026-02-11T20:20:01.845726] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2026-02-11T20:20:01.845863] [INFO ] [sig       ] CVRX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:01.992113] [INFO ] [LOCAL     ] Saved forecast: CVRX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CVRX.txt
[2026-02-11T20:20:01.992271] [INFO ] [sig       ] [832/3412] Completed CVRX in 0.4s | 2.80 sym/s | Total: 5.0m | ETA: 15.4m
[2026-02-11T20:20:01.992311] [INFO ] [sig       ] [833/3412] Forecasting CVS...
[2026-02-11T20:20:01.992342] [INFO ] [sig       ] Generating forecast for: CVS
[2026-02-11T20:20:01.992373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2026-02-11T20:20:02.007419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2026-02-11T20:20:02.007850] [INFO ] [FORECASTER] Starting predict_future for CVS
[2026-02-11T20:20:02.008709] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2026-02-11T20:20:02.008763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:02.008797] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:02.008824] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:02.008881] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:02.076018] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:02.077023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:02.077114] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:02.077148] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:02.206874] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:02.207038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:02.207081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:02.207112] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:02.210999] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=68.32%)
[2026-02-11T20:20:02.211342] [INFO ] [FORECASTER] Completed predict_future for CVS
[2026-02-11T20:20:02.211485] [INFO ] [sig       ] CVS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:02.366628] [INFO ] [LOCAL     ] Saved forecast: CVS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CVS.txt
[2026-02-11T20:20:02.366784] [INFO ] [sig       ] [833/3412] Completed CVS in 0.4s | 2.80 sym/s | Total: 5.0m | ETA: 15.4m
[2026-02-11T20:20:02.366822] [INFO ] [sig       ] [834/3412] Forecasting CVX...
[2026-02-11T20:20:02.366851] [INFO ] [sig       ] Generating forecast for: CVX
[2026-02-11T20:20:02.366882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2026-02-11T20:20:02.379341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2026-02-11T20:20:02.379748] [INFO ] [FORECASTER] Starting predict_future for CVX
[2026-02-11T20:20:02.380917] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2026-02-11T20:20:02.380972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:02.381005] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:02.381031] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:02.381090] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:02.445479] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:02.446657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:02.446748] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:02.446782] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:02.585505] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:02.585680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:02.585722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:02.585752] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:02.589517] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2026-02-11T20:20:02.589830] [INFO ] [FORECASTER] Completed predict_future for CVX
[2026-02-11T20:20:02.589969] [INFO ] [sig       ] CVX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:02.739676] [INFO ] [LOCAL     ] Saved forecast: CVX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CVX.txt
[2026-02-11T20:20:02.739870] [INFO ] [sig       ] [834/3412] Completed CVX in 0.4s | 2.80 sym/s | Total: 5.0m | ETA: 15.4m
[2026-02-11T20:20:02.739926] [INFO ] [sig       ] [835/3412] Forecasting CWAN...
[2026-02-11T20:20:02.739959] [INFO ] [sig       ] Generating forecast for: CWAN
[2026-02-11T20:20:02.739990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2026-02-11T20:20:02.753059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2026-02-11T20:20:02.753434] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2026-02-11T20:20:02.754295] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2026-02-11T20:20:02.754349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:02.754381] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:02.754407] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:02.754465] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:02.818729] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:02.819729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:02.819820] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:02.819855] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:02.944641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:02.944803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:02.944847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:02.944878] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:02.948766] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=94.80%)
[2026-02-11T20:20:02.949087] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2026-02-11T20:20:02.949254] [INFO ] [sig       ] CWAN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:03.093949] [INFO ] [LOCAL     ] Saved forecast: CWAN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CWAN.txt
[2026-02-11T20:20:03.094097] [INFO ] [sig       ] [835/3412] Completed CWAN in 0.4s | 2.80 sym/s | Total: 5.0m | ETA: 15.3m
[2026-02-11T20:20:03.094144] [INFO ] [sig       ] [836/3412] Forecasting CWBC...
[2026-02-11T20:20:03.094181] [INFO ] [sig       ] Generating forecast for: CWBC
[2026-02-11T20:20:03.094218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2026-02-11T20:20:03.105899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2026-02-11T20:20:03.106226] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2026-02-11T20:20:03.107102] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2026-02-11T20:20:03.107176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:03.107224] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:03.107254] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:03.107313] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:03.172501] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:03.173654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:03.173743] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:03.173778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:03.300345] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:03.300560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:03.300637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:03.300670] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:03.304476] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: DOWN (p=17.78%)
[2026-02-11T20:20:03.304849] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2026-02-11T20:20:03.305003] [INFO ] [sig       ] CWBC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:03.466777] [INFO ] [LOCAL     ] Saved forecast: CWBC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CWBC.txt
[2026-02-11T20:20:03.466916] [INFO ] [sig       ] [836/3412] Completed CWBC in 0.4s | 2.80 sym/s | Total: 5.0m | ETA: 15.3m
[2026-02-11T20:20:03.466956] [INFO ] [sig       ] [837/3412] Forecasting CWCO...
[2026-02-11T20:20:03.466986] [INFO ] [sig       ] Generating forecast for: CWCO
[2026-02-11T20:20:03.467015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2026-02-11T20:20:03.478884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2026-02-11T20:20:03.479160] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2026-02-11T20:20:03.479974] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2026-02-11T20:20:03.480027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:03.480060] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:03.480086] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:03.480144] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:03.538714] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:03.539629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:03.539719] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:03.539753] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:03.657586] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:03.657759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:03.657800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:03.657828] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:03.661896] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=17.73%)
[2026-02-11T20:20:03.662185] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2026-02-11T20:20:03.662315] [INFO ] [sig       ] CWCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:03.829395] [INFO ] [LOCAL     ] Saved forecast: CWCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CWCO.txt
[2026-02-11T20:20:03.829592] [INFO ] [sig       ] [837/3412] Completed CWCO in 0.4s | 2.80 sym/s | Total: 5.0m | ETA: 15.3m
[2026-02-11T20:20:03.829639] [INFO ] [sig       ] [838/3412] Forecasting CWD...
[2026-02-11T20:20:03.829670] [INFO ] [sig       ] Generating forecast for: CWD
[2026-02-11T20:20:03.829704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2026-02-11T20:20:03.841503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2026-02-11T20:20:03.841919] [INFO ] [FORECASTER] Starting predict_future for CWD
[2026-02-11T20:20:03.842764] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2026-02-11T20:20:03.842817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:03.842849] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:03.842876] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:03.842933] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:03.902781] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:03.903898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:03.903987] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:03.904021] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:04.028620] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:04.028865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:04.028912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:04.028942] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:04.033114] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2026-02-11T20:20:04.033504] [INFO ] [FORECASTER] Completed predict_future for CWD
[2026-02-11T20:20:04.033684] [INFO ] [sig       ] CWD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:04.201777] [INFO ] [LOCAL     ] Saved forecast: CWD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CWD.txt
[2026-02-11T20:20:04.201994] [INFO ] [sig       ] [838/3412] Completed CWD in 0.4s | 2.80 sym/s | Total: 5.0m | ETA: 15.3m
[2026-02-11T20:20:04.202051] [INFO ] [sig       ] [839/3412] Forecasting CWEN...
[2026-02-11T20:20:04.202093] [INFO ] [sig       ] Generating forecast for: CWEN
[2026-02-11T20:20:04.202136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2026-02-11T20:20:04.218650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2026-02-11T20:20:04.219187] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2026-02-11T20:20:04.220557] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2026-02-11T20:20:04.220664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:04.220720] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:04.220772] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:04.220868] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:04.310758] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:04.312057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:04.312231] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:04.312287] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:04.479516] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:04.479730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:04.479778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:04.479810] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:04.484354] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=11.77%)
[2026-02-11T20:20:04.484789] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2026-02-11T20:20:04.484969] [INFO ] [sig       ] CWEN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:04.728890] [INFO ] [LOCAL     ] Saved forecast: CWEN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CWEN.txt
[2026-02-11T20:20:04.729148] [INFO ] [sig       ] [839/3412] Completed CWEN in 0.5s | 2.80 sym/s | Total: 5.0m | ETA: 15.3m
[2026-02-11T20:20:04.729202] [INFO ] [sig       ] [840/3412] Forecasting CWH...
[2026-02-11T20:20:04.729243] [INFO ] [sig       ] Generating forecast for: CWH
[2026-02-11T20:20:04.729285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2026-02-11T20:20:04.771361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2026-02-11T20:20:04.771959] [INFO ] [FORECASTER] Starting predict_future for CWH
[2026-02-11T20:20:04.773278] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2026-02-11T20:20:04.773353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:04.773408] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:04.773455] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:04.773552] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:04.881221] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:04.882545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:04.882715] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:04.882773] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:05.067718] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:05.067929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:05.067984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:05.068024] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:05.073111] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=67.08%)
[2026-02-11T20:20:05.073720] [INFO ] [FORECASTER] Completed predict_future for CWH
[2026-02-11T20:20:05.073977] [INFO ] [sig       ] CWH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:05.302271] [INFO ] [LOCAL     ] Saved forecast: CWH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CWH.txt
[2026-02-11T20:20:05.302519] [INFO ] [sig       ] [840/3412] Completed CWH in 0.6s | 2.79 sym/s | Total: 5.0m | ETA: 15.3m
[2026-02-11T20:20:05.302612] [INFO ] [sig       ] [841/3412] Forecasting CWK...
[2026-02-11T20:20:05.302666] [INFO ] [sig       ] Generating forecast for: CWK
[2026-02-11T20:20:05.302713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2026-02-11T20:20:05.320926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2026-02-11T20:20:05.321509] [INFO ] [FORECASTER] Starting predict_future for CWK
[2026-02-11T20:20:05.322887] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2026-02-11T20:20:05.322992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:05.323045] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:05.323089] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:05.323185] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:05.391939] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:05.392962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:05.393089] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:05.393125] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:05.538791] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:05.538963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:05.539007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:05.539036] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:05.543094] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: UP (p=62.47%)
[2026-02-11T20:20:05.543523] [INFO ] [FORECASTER] Completed predict_future for CWK
[2026-02-11T20:20:05.543741] [INFO ] [sig       ] CWK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:05.699967] [INFO ] [LOCAL     ] Saved forecast: CWK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CWK.txt
[2026-02-11T20:20:05.700144] [INFO ] [sig       ] [841/3412] Completed CWK in 0.4s | 2.79 sym/s | Total: 5.0m | ETA: 15.3m
[2026-02-11T20:20:05.700195] [INFO ] [sig       ] [842/3412] Forecasting CXDO...
[2026-02-11T20:20:05.700236] [INFO ] [sig       ] Generating forecast for: CXDO
[2026-02-11T20:20:05.700275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2026-02-11T20:20:05.713879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2026-02-11T20:20:05.714316] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2026-02-11T20:20:05.715455] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2026-02-11T20:20:05.715525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:05.715591] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:05.715624] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:05.715683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:05.775771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:05.776707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:05.776823] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:05.776856] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:05.905018] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:05.905177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:05.905219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:05.905248] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:05.908739] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2026-02-11T20:20:05.909017] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2026-02-11T20:20:05.909146] [INFO ] [sig       ] CXDO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:06.049829] [INFO ] [LOCAL     ] Saved forecast: CXDO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CXDO.txt
[2026-02-11T20:20:06.050027] [INFO ] [sig       ] [842/3412] Completed CXDO in 0.3s | 2.79 sym/s | Total: 5.0m | ETA: 15.3m
[2026-02-11T20:20:06.050070] [INFO ] [sig       ] [843/3412] Forecasting CXE...
[2026-02-11T20:20:06.050101] [INFO ] [sig       ] Generating forecast for: CXE
[2026-02-11T20:20:06.050132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2026-02-11T20:20:06.061381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2026-02-11T20:20:06.061746] [INFO ] [FORECASTER] Starting predict_future for CXE
[2026-02-11T20:20:06.062597] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2026-02-11T20:20:06.062650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:06.062682] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:06.062709] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:06.062766] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:06.119916] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:06.120689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:06.120771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:06.120805] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:06.235336] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:06.235517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:06.235774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:06.235805] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:06.239536] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: UP (p=78.74%)
[2026-02-11T20:20:06.239848] [INFO ] [FORECASTER] Completed predict_future for CXE
[2026-02-11T20:20:06.239982] [INFO ] [sig       ] CXE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:06.383008] [INFO ] [LOCAL     ] Saved forecast: CXE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CXE.txt
[2026-02-11T20:20:06.383168] [INFO ] [sig       ] [843/3412] Completed CXE in 0.3s | 2.79 sym/s | Total: 5.0m | ETA: 15.3m
[2026-02-11T20:20:06.383207] [INFO ] [sig       ] [844/3412] Forecasting CXSE...
[2026-02-11T20:20:06.383237] [INFO ] [sig       ] Generating forecast for: CXSE
[2026-02-11T20:20:06.383268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2026-02-11T20:20:06.395926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2026-02-11T20:20:06.396289] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2026-02-11T20:20:06.397246] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2026-02-11T20:20:06.397307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:06.397350] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:06.397388] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:06.397484] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:06.461864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:06.462884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:06.462975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:06.463008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:06.579648] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:06.579807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:06.579849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:06.579879] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:06.583384] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: DOWN (p=26.59%)
[2026-02-11T20:20:06.583690] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2026-02-11T20:20:06.583824] [INFO ] [sig       ] CXSE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:06.723329] [INFO ] [LOCAL     ] Saved forecast: CXSE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CXSE.txt
[2026-02-11T20:20:06.723648] [INFO ] [sig       ] [844/3412] Completed CXSE in 0.3s | 2.79 sym/s | Total: 5.0m | ETA: 15.3m
[2026-02-11T20:20:06.723689] [INFO ] [sig       ] [845/3412] Forecasting CYD...
[2026-02-11T20:20:06.723718] [INFO ] [sig       ] Generating forecast for: CYD
[2026-02-11T20:20:06.723748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2026-02-11T20:20:06.736915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2026-02-11T20:20:06.737349] [INFO ] [FORECASTER] Starting predict_future for CYD
[2026-02-11T20:20:06.738319] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2026-02-11T20:20:06.738383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:06.738416] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:06.738443] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:06.738505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:06.800283] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:06.801251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:06.801354] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:06.801387] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:06.930755] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:06.930933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:06.930975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:06.931005] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:06.934909] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2026-02-11T20:20:06.935314] [INFO ] [FORECASTER] Completed predict_future for CYD
[2026-02-11T20:20:06.935474] [INFO ] [sig       ] CYD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:07.090461] [INFO ] [LOCAL     ] Saved forecast: CYD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CYD.txt
[2026-02-11T20:20:07.090848] [INFO ] [sig       ] [845/3412] Completed CYD in 0.4s | 2.79 sym/s | Total: 5.0m | ETA: 15.3m
[2026-02-11T20:20:07.090889] [INFO ] [sig       ] [846/3412] Forecasting CYH...
[2026-02-11T20:20:07.090927] [INFO ] [sig       ] Generating forecast for: CYH
[2026-02-11T20:20:07.090959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2026-02-11T20:20:07.103523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2026-02-11T20:20:07.103955] [INFO ] [FORECASTER] Starting predict_future for CYH
[2026-02-11T20:20:07.104848] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2026-02-11T20:20:07.104904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:07.104965] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:07.104993] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:07.105051] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:07.165778] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:07.166703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:07.166807] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:07.166841] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:07.289595] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:07.289760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:07.289802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:07.289831] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:07.293626] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=46.12%)
[2026-02-11T20:20:07.294025] [INFO ] [FORECASTER] Completed predict_future for CYH
[2026-02-11T20:20:07.294184] [INFO ] [sig       ] CYH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:07.444076] [INFO ] [LOCAL     ] Saved forecast: CYH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CYH.txt
[2026-02-11T20:20:07.444246] [INFO ] [sig       ] [846/3412] Completed CYH in 0.4s | 2.79 sym/s | Total: 5.0m | ETA: 15.3m
[2026-02-11T20:20:07.444291] [INFO ] [sig       ] [847/3412] Forecasting CYN...
[2026-02-11T20:20:07.444322] [INFO ] [sig       ] Generating forecast for: CYN
[2026-02-11T20:20:07.444353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2026-02-11T20:20:07.457339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2026-02-11T20:20:07.457815] [INFO ] [FORECASTER] Starting predict_future for CYN
[2026-02-11T20:20:07.459076] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2026-02-11T20:20:07.459138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:07.459172] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:07.459201] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:07.459271] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:07.521060] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:07.522042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:07.522153] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:07.522188] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:07.649306] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:07.649474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:07.649517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:07.649547] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:07.653476] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=48.66%)
[2026-02-11T20:20:07.653894] [INFO ] [FORECASTER] Completed predict_future for CYN
[2026-02-11T20:20:07.654055] [INFO ] [sig       ] CYN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:07.809841] [INFO ] [LOCAL     ] Saved forecast: CYN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CYN.txt
[2026-02-11T20:20:07.810014] [INFO ] [sig       ] [847/3412] Completed CYN in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-11T20:20:07.810056] [INFO ] [sig       ] [848/3412] Forecasting CYRX...
[2026-02-11T20:20:07.810088] [INFO ] [sig       ] Generating forecast for: CYRX
[2026-02-11T20:20:07.810122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2026-02-11T20:20:07.824188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2026-02-11T20:20:07.824628] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2026-02-11T20:20:07.825527] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2026-02-11T20:20:07.825627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:07.825666] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:07.825693] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:07.825756] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:07.887157] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:07.888102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:07.888196] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:07.888234] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:08.016799] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:08.016965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:08.017004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:08.017032] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:08.021091] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=36.20%)
[2026-02-11T20:20:08.021513] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2026-02-11T20:20:08.021693] [INFO ] [sig       ] CYRX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:08.174236] [INFO ] [LOCAL     ] Saved forecast: CYRX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CYRX.txt
[2026-02-11T20:20:08.174443] [INFO ] [sig       ] [848/3412] Completed CYRX in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-11T20:20:08.174499] [INFO ] [sig       ] [849/3412] Forecasting CYTK...
[2026-02-11T20:20:08.174532] [INFO ] [sig       ] Generating forecast for: CYTK
[2026-02-11T20:20:08.174587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2026-02-11T20:20:08.187314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2026-02-11T20:20:08.187774] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2026-02-11T20:20:08.188743] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2026-02-11T20:20:08.188799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:08.188833] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:08.188861] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:08.188920] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:08.248136] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:08.248976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:08.249061] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:08.249094] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:08.372354] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:08.372518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:08.372561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:08.372667] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:08.376179] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: UP (p=52.75%)
[2026-02-11T20:20:08.376473] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2026-02-11T20:20:08.376629] [INFO ] [sig       ] CYTK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:08.544498] [INFO ] [LOCAL     ] Saved forecast: CYTK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CYTK.txt
[2026-02-11T20:20:08.544688] [INFO ] [sig       ] [849/3412] Completed CYTK in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-11T20:20:08.544731] [INFO ] [sig       ] [850/3412] Forecasting CZFS...
[2026-02-11T20:20:08.544761] [INFO ] [sig       ] Generating forecast for: CZFS
[2026-02-11T20:20:08.544792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2026-02-11T20:20:08.556624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2026-02-11T20:20:08.557020] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2026-02-11T20:20:08.558130] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2026-02-11T20:20:08.558185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:08.558219] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:08.558248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:08.558306] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:08.633850] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:08.634976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:08.635069] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:08.635104] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:08.746177] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:08.746340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:08.746384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:08.746414] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:08.750506] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2026-02-11T20:20:08.750906] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2026-02-11T20:20:08.751065] [INFO ] [sig       ] CZFS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:08.906773] [INFO ] [LOCAL     ] Saved forecast: CZFS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CZFS.txt
[2026-02-11T20:20:08.906933] [INFO ] [sig       ] [850/3412] Completed CZFS in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-11T20:20:08.906974] [INFO ] [sig       ] [851/3412] Forecasting CZNC...
[2026-02-11T20:20:08.907003] [INFO ] [sig       ] Generating forecast for: CZNC
[2026-02-11T20:20:08.907035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2026-02-11T20:20:08.919248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2026-02-11T20:20:08.919684] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2026-02-11T20:20:08.920550] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2026-02-11T20:20:08.920639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:08.920674] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:08.920703] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:08.920763] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:08.987956] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:08.988903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:08.989002] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:08.989054] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:09.120766] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:09.120925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:09.120967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:09.120999] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:09.124641] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=39.49%)
[2026-02-11T20:20:09.124939] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2026-02-11T20:20:09.125073] [INFO ] [sig       ] CZNC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:09.273273] [INFO ] [LOCAL     ] Saved forecast: CZNC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/CZNC.txt
[2026-02-11T20:20:09.273436] [INFO ] [sig       ] [851/3412] Completed CZNC in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-11T20:20:09.273477] [INFO ] [sig       ] [852/3412] Forecasting CZWI...
[2026-02-11T20:20:09.273508] [INFO ] [sig       ] Generating forecast for: CZWI
[2026-02-11T20:20:09.273539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2026-02-11T20:20:09.285061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2026-02-11T20:20:09.285350] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2026-02-11T20:20:09.286183] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2026-02-11T20:20:09.286237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:09.286269] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:09.286298] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:09.286357] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:09.343764] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:09.344523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:09.344627] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:09.344662] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:09.470469] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:09.470651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:09.470694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:09.470723] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:09.474310] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=73.95%)
[2026-02-11T20:20:09.474822] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2026-02-11T20:20:09.474961] [INFO ] [sig       ] CZWI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:09.624378] [INFO ] [LOCAL     ] Saved forecast: CZWI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/CZWI.txt
[2026-02-11T20:20:09.624546] [INFO ] [sig       ] [852/3412] Completed CZWI in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-11T20:20:09.624606] [INFO ] [sig       ] [853/3412] Forecasting DAL...
[2026-02-11T20:20:09.624638] [INFO ] [sig       ] Generating forecast for: DAL
[2026-02-11T20:20:09.624668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2026-02-11T20:20:09.638813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2026-02-11T20:20:09.639324] [INFO ] [FORECASTER] Starting predict_future for DAL
[2026-02-11T20:20:09.640548] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2026-02-11T20:20:09.640643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:09.640688] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:09.640744] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:09.640830] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:09.715771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:09.716703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:09.716798] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:09.716834] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:09.846045] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:09.846205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:09.846247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:09.846277] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:09.850194] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2026-02-11T20:20:09.850488] [INFO ] [FORECASTER] Completed predict_future for DAL
[2026-02-11T20:20:09.850644] [INFO ] [sig       ] DAL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:10.007248] [INFO ] [LOCAL     ] Saved forecast: DAL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DAL.txt
[2026-02-11T20:20:10.007409] [INFO ] [sig       ] [853/3412] Completed DAL in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-11T20:20:10.007478] [INFO ] [sig       ] [854/3412] Forecasting DAN...
[2026-02-11T20:20:10.007512] [INFO ] [sig       ] Generating forecast for: DAN
[2026-02-11T20:20:10.007545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2026-02-11T20:20:10.019769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2026-02-11T20:20:10.020154] [INFO ] [FORECASTER] Starting predict_future for DAN
[2026-02-11T20:20:10.021153] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2026-02-11T20:20:10.021206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:10.021238] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:10.021264] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:10.021325] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:10.079366] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:10.080258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:10.080346] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:10.080379] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:10.205643] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:10.205807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:10.205846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:10.205876] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:10.209562] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2026-02-11T20:20:10.209878] [INFO ] [FORECASTER] Completed predict_future for DAN
[2026-02-11T20:20:10.210015] [INFO ] [sig       ] DAN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:10.349823] [INFO ] [LOCAL     ] Saved forecast: DAN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DAN.txt
[2026-02-11T20:20:10.349962] [INFO ] [sig       ] [854/3412] Completed DAN in 0.3s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-11T20:20:10.350001] [INFO ] [sig       ] [855/3412] Forecasting DAO...
[2026-02-11T20:20:10.350030] [INFO ] [sig       ] Generating forecast for: DAO
[2026-02-11T20:20:10.350061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2026-02-11T20:20:10.361638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2026-02-11T20:20:10.361951] [INFO ] [FORECASTER] Starting predict_future for DAO
[2026-02-11T20:20:10.362777] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2026-02-11T20:20:10.362828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:10.362859] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:10.362886] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:10.362946] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:10.421355] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:10.422331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:10.422425] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:10.422458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:10.552181] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:10.552345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:10.552386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:10.552416] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:10.556031] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=25.34%)
[2026-02-11T20:20:10.556360] [INFO ] [FORECASTER] Completed predict_future for DAO
[2026-02-11T20:20:10.556503] [INFO ] [sig       ] DAO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:10.731729] [INFO ] [LOCAL     ] Saved forecast: DAO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DAO.txt
[2026-02-11T20:20:10.731893] [INFO ] [sig       ] [855/3412] Completed DAO in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-11T20:20:10.731935] [INFO ] [sig       ] [856/3412] Forecasting DAPP...
[2026-02-11T20:20:10.731965] [INFO ] [sig       ] Generating forecast for: DAPP
[2026-02-11T20:20:10.731999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2026-02-11T20:20:10.745356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2026-02-11T20:20:10.745939] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2026-02-11T20:20:10.746761] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2026-02-11T20:20:10.746814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:10.746845] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:10.746873] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:10.746930] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:10.811875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:10.812792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:10.812912] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:10.812947] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:10.939926] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:10.940086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:10.940129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:10.940160] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:10.943656] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: DOWN (p=33.01%)
[2026-02-11T20:20:10.943937] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2026-02-11T20:20:10.944067] [INFO ] [sig       ] DAPP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:11.084690] [INFO ] [LOCAL     ] Saved forecast: DAPP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DAPP.txt
[2026-02-11T20:20:11.084822] [INFO ] [sig       ] [856/3412] Completed DAPP in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.2m
[2026-02-11T20:20:11.084861] [INFO ] [sig       ] [857/3412] Forecasting DARE...
[2026-02-11T20:20:11.084891] [INFO ] [sig       ] Generating forecast for: DARE
[2026-02-11T20:20:11.084928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2026-02-11T20:20:11.095783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2026-02-11T20:20:11.096055] [INFO ] [FORECASTER] Starting predict_future for DARE
[2026-02-11T20:20:11.096859] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2026-02-11T20:20:11.096912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:11.096943] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:11.096970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:11.097026] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:11.153363] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:11.154016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:11.154096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:11.154129] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:11.264291] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:11.264446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:11.264487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:11.264516] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:11.268164] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=76.53%)
[2026-02-11T20:20:11.268445] [INFO ] [FORECASTER] Completed predict_future for DARE
[2026-02-11T20:20:11.268591] [INFO ] [sig       ] DARE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:11.408161] [INFO ] [LOCAL     ] Saved forecast: DARE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DARE.txt
[2026-02-11T20:20:11.408294] [INFO ] [sig       ] [857/3412] Completed DARE in 0.3s | 2.79 sym/s | Total: 5.1m | ETA: 15.2m
[2026-02-11T20:20:11.408341] [INFO ] [sig       ] [858/3412] Forecasting DASH...
[2026-02-11T20:20:11.408378] [INFO ] [sig       ] Generating forecast for: DASH
[2026-02-11T20:20:11.408415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2026-02-11T20:20:11.420499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2026-02-11T20:20:11.420860] [INFO ] [FORECASTER] Starting predict_future for DASH
[2026-02-11T20:20:11.421879] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2026-02-11T20:20:11.421931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:11.421963] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:11.421989] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:11.422053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:11.478983] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:11.479760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:11.479849] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:11.479882] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:11.607324] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:11.607520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:11.607563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:11.607612] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:11.611127] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=75.62%)
[2026-02-11T20:20:11.611411] [INFO ] [FORECASTER] Completed predict_future for DASH
[2026-02-11T20:20:11.611543] [INFO ] [sig       ] DASH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:11.764134] [INFO ] [LOCAL     ] Saved forecast: DASH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DASH.txt
[2026-02-11T20:20:11.764386] [INFO ] [sig       ] [858/3412] Completed DASH in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.2m
[2026-02-11T20:20:11.764453] [INFO ] [sig       ] [859/3412] Forecasting DAVA...
[2026-02-11T20:20:11.764501] [INFO ] [sig       ] Generating forecast for: DAVA
[2026-02-11T20:20:11.764544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2026-02-11T20:20:11.778237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2026-02-11T20:20:11.778728] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2026-02-11T20:20:11.779764] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2026-02-11T20:20:11.779827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:11.779861] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:11.779889] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:11.779948] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:11.841591] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:11.842534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:11.842665] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:11.842702] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:11.980098] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:11.980272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:11.980315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:11.980347] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:11.984568] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=17.33%)
[2026-02-11T20:20:11.985028] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2026-02-11T20:20:11.985198] [INFO ] [sig       ] DAVA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:12.147530] [INFO ] [LOCAL     ] Saved forecast: DAVA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DAVA.txt
[2026-02-11T20:20:12.147869] [INFO ] [sig       ] [859/3412] Completed DAVA in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.2m
[2026-02-11T20:20:12.147948] [INFO ] [sig       ] [860/3412] Forecasting DAVE...
[2026-02-11T20:20:12.148009] [INFO ] [sig       ] Generating forecast for: DAVE
[2026-02-11T20:20:12.148063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2026-02-11T20:20:12.161876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2026-02-11T20:20:12.162238] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2026-02-11T20:20:12.163130] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2026-02-11T20:20:12.163184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:12.163217] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:12.163243] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:12.163299] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:12.226710] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:12.227626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:12.227716] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:12.227748] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:12.345289] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:12.345458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:12.345498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:12.345526] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:12.349068] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: UP (p=85.18%)
[2026-02-11T20:20:12.349357] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2026-02-11T20:20:12.349487] [INFO ] [sig       ] DAVE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:12.489273] [INFO ] [LOCAL     ] Saved forecast: DAVE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DAVE.txt
[2026-02-11T20:20:12.489429] [INFO ] [sig       ] [860/3412] Completed DAVE in 0.3s | 2.79 sym/s | Total: 5.1m | ETA: 15.2m
[2026-02-11T20:20:12.489468] [INFO ] [sig       ] [861/3412] Forecasting DAWN...
[2026-02-11T20:20:12.489499] [INFO ] [sig       ] Generating forecast for: DAWN
[2026-02-11T20:20:12.489530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2026-02-11T20:20:12.500887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2026-02-11T20:20:12.501235] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2026-02-11T20:20:12.502108] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2026-02-11T20:20:12.502162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:12.502195] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:12.502222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:12.502279] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:12.559438] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:12.560409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:12.560504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:12.560537] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:12.684891] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:12.685051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:12.685093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:12.685121] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:12.688745] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2026-02-11T20:20:12.689037] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2026-02-11T20:20:12.689173] [INFO ] [sig       ] DAWN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:12.832056] [INFO ] [LOCAL     ] Saved forecast: DAWN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DAWN.txt
[2026-02-11T20:20:12.832200] [INFO ] [sig       ] [861/3412] Completed DAWN in 0.3s | 2.79 sym/s | Total: 5.1m | ETA: 15.2m
[2026-02-11T20:20:12.832241] [INFO ] [sig       ] [862/3412] Forecasting DB...
[2026-02-11T20:20:12.832272] [INFO ] [sig       ] Generating forecast for: DB
[2026-02-11T20:20:12.832302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2026-02-11T20:20:12.844263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2026-02-11T20:20:12.844700] [INFO ] [FORECASTER] Starting predict_future for DB
[2026-02-11T20:20:12.845628] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2026-02-11T20:20:12.845682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:12.845716] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:12.845742] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:12.845800] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:12.919463] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:12.920758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:12.920878] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:12.920936] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:13.051794] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:13.051978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:13.052020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:13.052050] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:13.055722] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=13.42%)
[2026-02-11T20:20:13.056050] [INFO ] [FORECASTER] Completed predict_future for DB
[2026-02-11T20:20:13.056191] [INFO ] [sig       ] DB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:13.201554] [INFO ] [LOCAL     ] Saved forecast: DB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DB.txt
[2026-02-11T20:20:13.201751] [INFO ] [sig       ] [862/3412] Completed DB in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.2m
[2026-02-11T20:20:13.201794] [INFO ] [sig       ] [863/3412] Forecasting DBI...
[2026-02-11T20:20:13.201825] [INFO ] [sig       ] Generating forecast for: DBI
[2026-02-11T20:20:13.201856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2026-02-11T20:20:13.214120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2026-02-11T20:20:13.214527] [INFO ] [FORECASTER] Starting predict_future for DBI
[2026-02-11T20:20:13.215396] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2026-02-11T20:20:13.215455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:13.215526] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:13.215586] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:13.215679] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:13.275490] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:13.276400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:13.276494] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:13.276527] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:13.406086] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:13.406271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:13.406316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:13.406345] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:13.410840] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=67.26%)
[2026-02-11T20:20:13.411176] [INFO ] [FORECASTER] Completed predict_future for DBI
[2026-02-11T20:20:13.411354] [INFO ] [sig       ] DBI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:13.567176] [INFO ] [LOCAL     ] Saved forecast: DBI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DBI.txt
[2026-02-11T20:20:13.567350] [INFO ] [sig       ] [863/3412] Completed DBI in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.2m
[2026-02-11T20:20:13.567400] [INFO ] [sig       ] [864/3412] Forecasting DBL...
[2026-02-11T20:20:13.567437] [INFO ] [sig       ] Generating forecast for: DBL
[2026-02-11T20:20:13.567499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2026-02-11T20:20:13.580014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2026-02-11T20:20:13.580452] [INFO ] [FORECASTER] Starting predict_future for DBL
[2026-02-11T20:20:13.581402] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2026-02-11T20:20:13.581460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:13.581493] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:13.581520] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:13.581601] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:13.645128] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:13.646203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:13.646321] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:13.646355] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:13.769310] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:13.769477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:13.769520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:13.769548] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:13.773141] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=88.69%)
[2026-02-11T20:20:13.773481] [INFO ] [FORECASTER] Completed predict_future for DBL
[2026-02-11T20:20:13.773663] [INFO ] [sig       ] DBL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:13.925496] [INFO ] [LOCAL     ] Saved forecast: DBL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DBL.txt
[2026-02-11T20:20:13.925696] [INFO ] [sig       ] [864/3412] Completed DBL in 0.4s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-11T20:20:13.925740] [INFO ] [sig       ] [865/3412] Forecasting DBRG...
[2026-02-11T20:20:13.925770] [INFO ] [sig       ] Generating forecast for: DBRG
[2026-02-11T20:20:13.925802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2026-02-11T20:20:13.938152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2026-02-11T20:20:13.938618] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2026-02-11T20:20:13.939521] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2026-02-11T20:20:13.939599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:13.939635] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:13.939662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:13.939721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:14.000459] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:14.001368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:14.001459] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:14.001492] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:14.121157] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:14.121324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:14.121365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:14.121392] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:14.124877] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=96.84%)
[2026-02-11T20:20:14.125172] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2026-02-11T20:20:14.125310] [INFO ] [sig       ] DBRG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:14.266069] [INFO ] [LOCAL     ] Saved forecast: DBRG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DBRG.txt
[2026-02-11T20:20:14.266231] [INFO ] [sig       ] [865/3412] Completed DBRG in 0.3s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-11T20:20:14.266272] [INFO ] [sig       ] [866/3412] Forecasting DBX...
[2026-02-11T20:20:14.266303] [INFO ] [sig       ] Generating forecast for: DBX
[2026-02-11T20:20:14.266334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2026-02-11T20:20:14.277936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2026-02-11T20:20:14.278309] [INFO ] [FORECASTER] Starting predict_future for DBX
[2026-02-11T20:20:14.279192] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2026-02-11T20:20:14.279244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:14.279285] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:14.279312] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:14.279373] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:14.338511] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:14.339437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:14.339561] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:14.339626] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:14.467119] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:14.467298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:14.467356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:14.467386] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:14.471960] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: UP (p=70.44%)
[2026-02-11T20:20:14.472321] [INFO ] [FORECASTER] Completed predict_future for DBX
[2026-02-11T20:20:14.472499] [INFO ] [sig       ] DBX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:14.617100] [INFO ] [LOCAL     ] Saved forecast: DBX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DBX.txt
[2026-02-11T20:20:14.617330] [INFO ] [sig       ] [866/3412] Completed DBX in 0.4s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-11T20:20:14.617392] [INFO ] [sig       ] [867/3412] Forecasting DCBO...
[2026-02-11T20:20:14.617426] [INFO ] [sig       ] Generating forecast for: DCBO
[2026-02-11T20:20:14.617484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2026-02-11T20:20:14.631189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2026-02-11T20:20:14.631689] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2026-02-11T20:20:14.632708] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2026-02-11T20:20:14.632764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:14.632797] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:14.632823] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:14.632887] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:14.692518] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:14.693624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:14.693736] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:14.693773] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:14.819235] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:14.819404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:14.819454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:14.819490] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:14.822941] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2026-02-11T20:20:14.823229] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2026-02-11T20:20:14.823365] [INFO ] [sig       ] DCBO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:14.982177] [INFO ] [LOCAL     ] Saved forecast: DCBO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DCBO.txt
[2026-02-11T20:20:14.982349] [INFO ] [sig       ] [867/3412] Completed DCBO in 0.4s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-11T20:20:14.982391] [INFO ] [sig       ] [868/3412] Forecasting DCI...
[2026-02-11T20:20:14.982423] [INFO ] [sig       ] Generating forecast for: DCI
[2026-02-11T20:20:14.982455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2026-02-11T20:20:14.994777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2026-02-11T20:20:14.995207] [INFO ] [FORECASTER] Starting predict_future for DCI
[2026-02-11T20:20:14.996124] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2026-02-11T20:20:14.996178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:14.996209] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:14.996235] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:14.996292] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:15.056400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:15.057337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:15.057433] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:15.057513] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:15.180682] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:15.180860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:15.180903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:15.180933] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:15.185144] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2026-02-11T20:20:15.185550] [INFO ] [FORECASTER] Completed predict_future for DCI
[2026-02-11T20:20:15.185733] [INFO ] [sig       ] DCI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:15.331506] [INFO ] [LOCAL     ] Saved forecast: DCI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DCI.txt
[2026-02-11T20:20:15.331697] [INFO ] [sig       ] [868/3412] Completed DCI in 0.3s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-11T20:20:15.331739] [INFO ] [sig       ] [869/3412] Forecasting DCO...
[2026-02-11T20:20:15.331770] [INFO ] [sig       ] Generating forecast for: DCO
[2026-02-11T20:20:15.331800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2026-02-11T20:20:15.344416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2026-02-11T20:20:15.344914] [INFO ] [FORECASTER] Starting predict_future for DCO
[2026-02-11T20:20:15.345876] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2026-02-11T20:20:15.345935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:15.345967] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:15.345992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:15.346052] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:15.405614] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:15.406615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:15.406732] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:15.406771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:15.532216] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:15.532379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:15.532421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:15.532449] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:15.536213] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=14.65%)
[2026-02-11T20:20:15.536517] [INFO ] [FORECASTER] Completed predict_future for DCO
[2026-02-11T20:20:15.536672] [INFO ] [sig       ] DCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:15.681849] [INFO ] [LOCAL     ] Saved forecast: DCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DCO.txt
[2026-02-11T20:20:15.682005] [INFO ] [sig       ] [869/3412] Completed DCO in 0.4s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-11T20:20:15.682053] [INFO ] [sig       ] [870/3412] Forecasting DCOM...
[2026-02-11T20:20:15.682085] [INFO ] [sig       ] Generating forecast for: DCOM
[2026-02-11T20:20:15.682116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2026-02-11T20:20:15.694630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2026-02-11T20:20:15.695002] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2026-02-11T20:20:15.695967] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2026-02-11T20:20:15.696021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:15.696055] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:15.696083] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:15.696141] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:15.762636] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:15.763552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:15.763670] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:15.763706] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:15.900802] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:15.900990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:15.901033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:15.901063] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:15.905113] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: UP (p=87.95%)
[2026-02-11T20:20:15.905490] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2026-02-11T20:20:15.905659] [INFO ] [sig       ] DCOM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:16.052822] [INFO ] [LOCAL     ] Saved forecast: DCOM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DCOM.txt
[2026-02-11T20:20:16.053016] [INFO ] [sig       ] [870/3412] Completed DCOM in 0.4s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-11T20:20:16.053057] [INFO ] [sig       ] [871/3412] Forecasting DCTH...
[2026-02-11T20:20:16.053088] [INFO ] [sig       ] Generating forecast for: DCTH
[2026-02-11T20:20:16.053130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2026-02-11T20:20:16.065351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2026-02-11T20:20:16.065929] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2026-02-11T20:20:16.066848] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2026-02-11T20:20:16.066904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:16.066937] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:16.066963] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:16.067021] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:16.125966] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:16.126844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:16.126951] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:16.126987] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:16.252658] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:16.252825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:16.252866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:16.252894] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:16.256893] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=60.31%)
[2026-02-11T20:20:16.257203] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2026-02-11T20:20:16.257380] [INFO ] [sig       ] DCTH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:16.409102] [INFO ] [LOCAL     ] Saved forecast: DCTH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DCTH.txt
[2026-02-11T20:20:16.409271] [INFO ] [sig       ] [871/3412] Completed DCTH in 0.4s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-11T20:20:16.409313] [INFO ] [sig       ] [872/3412] Forecasting DD...
[2026-02-11T20:20:16.409344] [INFO ] [sig       ] Generating forecast for: DD
[2026-02-11T20:20:16.409373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2026-02-11T20:20:16.422971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2026-02-11T20:20:16.423319] [INFO ] [FORECASTER] Starting predict_future for DD
[2026-02-11T20:20:16.424153] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2026-02-11T20:20:16.424206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:16.424238] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:16.424265] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:16.424322] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:16.481015] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:16.481650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:16.481730] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:16.481761] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:16.602430] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:16.602546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:16.602601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:16.602631] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:16.605878] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=91.18%)
[2026-02-11T20:20:16.606147] [INFO ] [FORECASTER] Completed predict_future for DD
[2026-02-11T20:20:16.606272] [INFO ] [sig       ] DD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:16.750423] [INFO ] [LOCAL     ] Saved forecast: DD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DD.txt
[2026-02-11T20:20:16.750555] [INFO ] [sig       ] [872/3412] Completed DD in 0.3s | 2.79 sym/s | Total: 5.2m | ETA: 15.1m
[2026-02-11T20:20:16.750613] [INFO ] [sig       ] [873/3412] Forecasting DDD...
[2026-02-11T20:20:16.750838] [INFO ] [sig       ] Generating forecast for: DDD
[2026-02-11T20:20:16.750868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2026-02-11T20:20:16.762174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2026-02-11T20:20:16.762448] [INFO ] [FORECASTER] Starting predict_future for DDD
[2026-02-11T20:20:16.763261] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2026-02-11T20:20:16.763314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:16.763345] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:16.763371] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:16.763427] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:16.822287] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:16.822898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:16.823002] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:16.823034] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:16.943494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:16.943647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:16.943687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:16.943728] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:16.946968] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=75.28%)
[2026-02-11T20:20:16.947241] [INFO ] [FORECASTER] Completed predict_future for DDD
[2026-02-11T20:20:16.947365] [INFO ] [sig       ] DDD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:17.088262] [INFO ] [LOCAL     ] Saved forecast: DDD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DDD.txt
[2026-02-11T20:20:17.088394] [INFO ] [sig       ] [873/3412] Completed DDD in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.1m
[2026-02-11T20:20:17.088433] [INFO ] [sig       ] [874/3412] Forecasting DDI...
[2026-02-11T20:20:17.088461] [INFO ] [sig       ] Generating forecast for: DDI
[2026-02-11T20:20:17.088492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2026-02-11T20:20:17.100942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2026-02-11T20:20:17.101223] [INFO ] [FORECASTER] Starting predict_future for DDI
[2026-02-11T20:20:17.102019] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2026-02-11T20:20:17.102071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:17.102102] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:17.102129] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:17.102187] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:17.159940] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:17.160549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:17.160648] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:17.160681] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:17.276362] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:17.276467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:17.276533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:17.276590] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:17.279802] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: UP (p=68.24%)
[2026-02-11T20:20:17.280071] [INFO ] [FORECASTER] Completed predict_future for DDI
[2026-02-11T20:20:17.280196] [INFO ] [sig       ] DDI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:17.420401] [INFO ] [LOCAL     ] Saved forecast: DDI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DDI.txt
[2026-02-11T20:20:17.420508] [INFO ] [sig       ] [874/3412] Completed DDI in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.1m
[2026-02-11T20:20:17.420546] [INFO ] [sig       ] [875/3412] Forecasting DDL...
[2026-02-11T20:20:17.420593] [INFO ] [sig       ] Generating forecast for: DDL
[2026-02-11T20:20:17.420626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2026-02-11T20:20:17.431830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2026-02-11T20:20:17.432084] [INFO ] [FORECASTER] Starting predict_future for DDL
[2026-02-11T20:20:17.432876] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2026-02-11T20:20:17.432929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:17.432960] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:17.432987] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:17.433048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:17.489272] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:17.489916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:17.489999] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:17.490043] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:17.623462] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:17.623661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:17.623705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:17.623733] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:17.627566] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=33.18%)
[2026-02-11T20:20:17.628255] [INFO ] [FORECASTER] Completed predict_future for DDL
[2026-02-11T20:20:17.628521] [INFO ] [sig       ] DDL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:17.770393] [INFO ] [LOCAL     ] Saved forecast: DDL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DDL.txt
[2026-02-11T20:20:17.770562] [INFO ] [sig       ] [875/3412] Completed DDL in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.1m
[2026-02-11T20:20:17.770632] [INFO ] [sig       ] [876/3412] Forecasting DDOG...
[2026-02-11T20:20:17.770663] [INFO ] [sig       ] Generating forecast for: DDOG
[2026-02-11T20:20:17.770693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2026-02-11T20:20:17.782464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2026-02-11T20:20:17.782781] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2026-02-11T20:20:17.783618] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2026-02-11T20:20:17.783671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:17.783703] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:17.783731] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:17.783788] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:17.840962] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:17.841902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:17.841991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:17.842024] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:17.967348] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:17.967538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:17.967614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:17.967649] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:17.971412] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=96.12%)
[2026-02-11T20:20:17.971705] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2026-02-11T20:20:17.971835] [INFO ] [sig       ] DDOG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:18.113784] [INFO ] [LOCAL     ] Saved forecast: DDOG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DDOG.txt
[2026-02-11T20:20:18.113938] [INFO ] [sig       ] [876/3412] Completed DDOG in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.1m
[2026-02-11T20:20:18.113978] [INFO ] [sig       ] [877/3412] Forecasting DDS...
[2026-02-11T20:20:18.114006] [INFO ] [sig       ] Generating forecast for: DDS
[2026-02-11T20:20:18.114038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2026-02-11T20:20:18.127031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2026-02-11T20:20:18.127310] [INFO ] [FORECASTER] Starting predict_future for DDS
[2026-02-11T20:20:18.128322] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2026-02-11T20:20:18.128374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:18.128406] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:18.128442] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:18.128501] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:18.188477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:18.189102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:18.189182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:18.189215] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:18.310087] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:18.310222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:18.310269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:18.310305] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:18.314754] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2026-02-11T20:20:18.315099] [INFO ] [FORECASTER] Completed predict_future for DDS
[2026-02-11T20:20:18.315261] [INFO ] [sig       ] DDS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:18.460743] [INFO ] [LOCAL     ] Saved forecast: DDS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DDS.txt
[2026-02-11T20:20:18.460857] [INFO ] [sig       ] [877/3412] Completed DDS in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.1m
[2026-02-11T20:20:18.460895] [INFO ] [sig       ] [878/3412] Forecasting DE...
[2026-02-11T20:20:18.460922] [INFO ] [sig       ] Generating forecast for: DE
[2026-02-11T20:20:18.460952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2026-02-11T20:20:18.472345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2026-02-11T20:20:18.472629] [INFO ] [FORECASTER] Starting predict_future for DE
[2026-02-11T20:20:18.473405] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2026-02-11T20:20:18.473458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:18.473497] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:18.473530] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:18.473624] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:18.530601] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:18.531199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:18.531279] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:18.531310] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:18.654405] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:18.654535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:18.654588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:18.654621] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:18.657956] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2026-02-11T20:20:18.658228] [INFO ] [FORECASTER] Completed predict_future for DE
[2026-02-11T20:20:18.658357] [INFO ] [sig       ] DE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:18.800125] [INFO ] [LOCAL     ] Saved forecast: DE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DE.txt
[2026-02-11T20:20:18.800262] [INFO ] [sig       ] [878/3412] Completed DE in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.1m
[2026-02-11T20:20:18.800306] [INFO ] [sig       ] [879/3412] Forecasting DEA...
[2026-02-11T20:20:18.800339] [INFO ] [sig       ] Generating forecast for: DEA
[2026-02-11T20:20:18.800369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2026-02-11T20:20:18.812090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2026-02-11T20:20:18.812401] [INFO ] [FORECASTER] Starting predict_future for DEA
[2026-02-11T20:20:18.813210] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2026-02-11T20:20:18.813284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:18.813318] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:18.813344] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:18.813401] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:18.871177] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:18.871821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:18.871924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:18.871959] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:18.992558] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:18.992675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:18.992710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:18.992738] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:18.995916] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=90.62%)
[2026-02-11T20:20:18.996179] [INFO ] [FORECASTER] Completed predict_future for DEA
[2026-02-11T20:20:18.996305] [INFO ] [sig       ] DEA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:19.136617] [INFO ] [LOCAL     ] Saved forecast: DEA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DEA.txt
[2026-02-11T20:20:19.136737] [INFO ] [sig       ] [879/3412] Completed DEA in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.1m
[2026-02-11T20:20:19.136774] [INFO ] [sig       ] [880/3412] Forecasting DECK...
[2026-02-11T20:20:19.136802] [INFO ] [sig       ] Generating forecast for: DECK
[2026-02-11T20:20:19.136831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2026-02-11T20:20:19.148749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2026-02-11T20:20:19.149007] [INFO ] [FORECASTER] Starting predict_future for DECK
[2026-02-11T20:20:19.149840] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2026-02-11T20:20:19.149891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:19.149949] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:19.149976] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:19.150033] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:19.206805] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:19.207394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:19.207497] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:19.207531] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:19.327663] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:19.327749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:19.327787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:19.327815] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:19.330925] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=61.66%)
[2026-02-11T20:20:19.331189] [INFO ] [FORECASTER] Completed predict_future for DECK
[2026-02-11T20:20:19.331313] [INFO ] [sig       ] DECK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:19.470561] [INFO ] [LOCAL     ] Saved forecast: DECK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DECK.txt
[2026-02-11T20:20:19.470719] [INFO ] [sig       ] [880/3412] Completed DECK in 0.3s | 2.80 sym/s | Total: 5.2m | ETA: 15.1m
[2026-02-11T20:20:19.470778] [INFO ] [sig       ] [881/3412] Forecasting DEI...
[2026-02-11T20:20:19.470811] [INFO ] [sig       ] Generating forecast for: DEI
[2026-02-11T20:20:19.470843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2026-02-11T20:20:19.482661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2026-02-11T20:20:19.482919] [INFO ] [FORECASTER] Starting predict_future for DEI
[2026-02-11T20:20:19.483722] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2026-02-11T20:20:19.483774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:19.483805] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:19.483832] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:19.483888] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:19.542434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:19.543071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:19.543153] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:19.543187] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:19.663806] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:19.663927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:19.663965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:19.663996] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:19.667446] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=79.37%)
[2026-02-11T20:20:19.667765] [INFO ] [FORECASTER] Completed predict_future for DEI
[2026-02-11T20:20:19.667894] [INFO ] [sig       ] DEI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:19.808679] [INFO ] [LOCAL     ] Saved forecast: DEI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DEI.txt
[2026-02-11T20:20:19.808794] [INFO ] [sig       ] [881/3412] Completed DEI in 0.3s | 2.80 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-11T20:20:19.808832] [INFO ] [sig       ] [882/3412] Forecasting DELL...
[2026-02-11T20:20:19.808861] [INFO ] [sig       ] Generating forecast for: DELL
[2026-02-11T20:20:19.808891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2026-02-11T20:20:19.820892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2026-02-11T20:20:19.821180] [INFO ] [FORECASTER] Starting predict_future for DELL
[2026-02-11T20:20:19.821987] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2026-02-11T20:20:19.822039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:19.822070] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:19.822095] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:19.822151] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:19.879834] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:19.880470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:19.880556] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:19.880619] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:20.004240] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:20.004364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:20.004401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:20.004429] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:20.007807] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=38.03%)
[2026-02-11T20:20:20.008079] [INFO ] [FORECASTER] Completed predict_future for DELL
[2026-02-11T20:20:20.008210] [INFO ] [sig       ] DELL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:20.152048] [INFO ] [LOCAL     ] Saved forecast: DELL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DELL.txt
[2026-02-11T20:20:20.152191] [INFO ] [sig       ] [882/3412] Completed DELL in 0.3s | 2.80 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-11T20:20:20.152231] [INFO ] [sig       ] [883/3412] Forecasting DEO...
[2026-02-11T20:20:20.152260] [INFO ] [sig       ] Generating forecast for: DEO
[2026-02-11T20:20:20.152292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2026-02-11T20:20:20.165655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2026-02-11T20:20:20.166082] [INFO ] [FORECASTER] Starting predict_future for DEO
[2026-02-11T20:20:20.167088] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2026-02-11T20:20:20.167140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:20.167171] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:20.167197] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:20.167253] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:20.232998] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:20.234046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:20.234142] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:20.234176] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:20.370312] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:20.370491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:20.370550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:20.370637] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:20.374614] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2026-02-11T20:20:20.374961] [INFO ] [FORECASTER] Completed predict_future for DEO
[2026-02-11T20:20:20.375108] [INFO ] [sig       ] DEO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:20.537618] [INFO ] [LOCAL     ] Saved forecast: DEO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DEO.txt
[2026-02-11T20:20:20.537971] [INFO ] [sig       ] [883/3412] Completed DEO in 0.4s | 2.80 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-11T20:20:20.538014] [INFO ] [sig       ] [884/3412] Forecasting DERM...
[2026-02-11T20:20:20.538056] [INFO ] [sig       ] Generating forecast for: DERM
[2026-02-11T20:20:20.538104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2026-02-11T20:20:20.552193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2026-02-11T20:20:20.552540] [INFO ] [FORECASTER] Starting predict_future for DERM
[2026-02-11T20:20:20.553396] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2026-02-11T20:20:20.553450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:20.553481] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:20.553512] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:20.553596] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:20.614244] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:20.615040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:20.615128] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:20.615162] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:20.741933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:20.742091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:20.742132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:20.742160] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:20.745678] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2026-02-11T20:20:20.745974] [INFO ] [FORECASTER] Completed predict_future for DERM
[2026-02-11T20:20:20.746105] [INFO ] [sig       ] DERM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:20.888782] [INFO ] [LOCAL     ] Saved forecast: DERM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DERM.txt
[2026-02-11T20:20:20.888947] [INFO ] [sig       ] [884/3412] Completed DERM in 0.4s | 2.80 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-11T20:20:20.888988] [INFO ] [sig       ] [885/3412] Forecasting DFGP...
[2026-02-11T20:20:20.889030] [INFO ] [sig       ] Generating forecast for: DFGP
[2026-02-11T20:20:20.889068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2026-02-11T20:20:20.900964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2026-02-11T20:20:20.901367] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2026-02-11T20:20:20.902257] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2026-02-11T20:20:20.902312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:20.902346] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:20.902373] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:20.902432] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:20.961617] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:20.962516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:20.962621] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:20.962658] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:21.081265] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:21.081429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:21.081474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:21.081504] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:21.085264] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: DOWN (p=33.58%)
[2026-02-11T20:20:21.085614] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2026-02-11T20:20:21.085766] [INFO ] [sig       ] DFGP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:21.232206] [INFO ] [LOCAL     ] Saved forecast: DFGP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DFGP.txt
[2026-02-11T20:20:21.232332] [INFO ] [sig       ] [885/3412] Completed DFGP in 0.3s | 2.80 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-11T20:20:21.232370] [INFO ] [sig       ] [886/3412] Forecasting DFGX...
[2026-02-11T20:20:21.232400] [INFO ] [sig       ] Generating forecast for: DFGX
[2026-02-11T20:20:21.232431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2026-02-11T20:20:21.243930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2026-02-11T20:20:21.244205] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2026-02-11T20:20:21.245005] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2026-02-11T20:20:21.245056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:21.245087] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:21.245113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:21.245169] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:21.301854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:21.302623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:21.302708] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:21.302740] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:21.429247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:21.429427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:21.429471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:21.429500] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:21.433114] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=12.08%)
[2026-02-11T20:20:21.433408] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2026-02-11T20:20:21.433543] [INFO ] [sig       ] DFGX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:21.583205] [INFO ] [LOCAL     ] Saved forecast: DFGX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DFGX.txt
[2026-02-11T20:20:21.583349] [INFO ] [sig       ] [886/3412] Completed DFGX in 0.4s | 2.80 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-11T20:20:21.583389] [INFO ] [sig       ] [887/3412] Forecasting DFH...
[2026-02-11T20:20:21.583419] [INFO ] [sig       ] Generating forecast for: DFH
[2026-02-11T20:20:21.583449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2026-02-11T20:20:21.596491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2026-02-11T20:20:21.596787] [INFO ] [FORECASTER] Starting predict_future for DFH
[2026-02-11T20:20:21.597661] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2026-02-11T20:20:21.597714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:21.597746] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:21.597773] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:21.597829] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:21.658616] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:21.659599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:21.659685] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:21.659907] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:21.785505] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:21.785700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:21.785748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:21.785777] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:21.790280] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=66.14%)
[2026-02-11T20:20:21.790559] [INFO ] [FORECASTER] Completed predict_future for DFH
[2026-02-11T20:20:21.790717] [INFO ] [sig       ] DFH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:21.931101] [INFO ] [LOCAL     ] Saved forecast: DFH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DFH.txt
[2026-02-11T20:20:21.931251] [INFO ] [sig       ] [887/3412] Completed DFH in 0.3s | 2.80 sym/s | Total: 5.3m | ETA: 15.0m
[2026-02-11T20:20:21.931291] [INFO ] [sig       ] [888/3412] Forecasting DFIN...
[2026-02-11T20:20:21.931321] [INFO ] [sig       ] Generating forecast for: DFIN
[2026-02-11T20:20:21.931353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2026-02-11T20:20:21.942770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2026-02-11T20:20:21.943099] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2026-02-11T20:20:21.943931] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2026-02-11T20:20:21.943983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:21.944016] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:21.944043] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:21.944100] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:22.002352] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:22.003267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:22.003361] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:22.003400] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:22.121336] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:22.121495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:22.121539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:22.121587] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:22.125131] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2026-02-11T20:20:22.125421] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2026-02-11T20:20:22.125555] [INFO ] [sig       ] DFIN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:22.264706] [INFO ] [LOCAL     ] Saved forecast: DFIN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DFIN.txt
[2026-02-11T20:20:22.264854] [INFO ] [sig       ] [888/3412] Completed DFIN in 0.3s | 2.80 sym/s | Total: 5.3m | ETA: 15.0m
[2026-02-11T20:20:22.264911] [INFO ] [sig       ] [889/3412] Forecasting DFP...
[2026-02-11T20:20:22.264942] [INFO ] [sig       ] Generating forecast for: DFP
[2026-02-11T20:20:22.264972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2026-02-11T20:20:22.276280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2026-02-11T20:20:22.276626] [INFO ] [FORECASTER] Starting predict_future for DFP
[2026-02-11T20:20:22.277428] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2026-02-11T20:20:22.277504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:22.277536] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:22.277563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:22.277648] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:22.334583] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:22.335353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:22.335436] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:22.335470] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:22.456997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:22.457152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:22.457196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:22.457224] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:22.460720] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2026-02-11T20:20:22.461016] [INFO ] [FORECASTER] Completed predict_future for DFP
[2026-02-11T20:20:22.461144] [INFO ] [sig       ] DFP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:22.605944] [INFO ] [LOCAL     ] Saved forecast: DFP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DFP.txt
[2026-02-11T20:20:22.606090] [INFO ] [sig       ] [889/3412] Completed DFP in 0.3s | 2.80 sym/s | Total: 5.3m | ETA: 15.0m
[2026-02-11T20:20:22.606129] [INFO ] [sig       ] [890/3412] Forecasting DG...
[2026-02-11T20:20:22.606159] [INFO ] [sig       ] Generating forecast for: DG
[2026-02-11T20:20:22.606188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2026-02-11T20:20:22.618755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2026-02-11T20:20:22.619285] [INFO ] [FORECASTER] Starting predict_future for DG
[2026-02-11T20:20:22.620335] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2026-02-11T20:20:22.620388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:22.620429] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:22.620457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:22.620514] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:22.679511] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:22.680464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:22.680604] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:22.680644] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:22.807995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:22.808158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:22.808200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:22.808229] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:22.811655] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=39.10%)
[2026-02-11T20:20:22.811938] [INFO ] [FORECASTER] Completed predict_future for DG
[2026-02-11T20:20:22.812069] [INFO ] [sig       ] DG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:22.953618] [INFO ] [LOCAL     ] Saved forecast: DG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DG.txt
[2026-02-11T20:20:22.953774] [INFO ] [sig       ] [890/3412] Completed DG in 0.3s | 2.80 sym/s | Total: 5.3m | ETA: 15.0m
[2026-02-11T20:20:22.953815] [INFO ] [sig       ] [891/3412] Forecasting DGCB...
[2026-02-11T20:20:22.953846] [INFO ] [sig       ] Generating forecast for: DGCB
[2026-02-11T20:20:22.953876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2026-02-11T20:20:22.964802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2026-02-11T20:20:22.965104] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2026-02-11T20:20:22.965935] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2026-02-11T20:20:22.965988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:22.966019] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:22.966045] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:22.966105] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:23.024755] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:23.025611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:23.025706] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:23.025744] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:23.154718] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:23.154878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:23.154921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:23.154952] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:23.158770] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: DOWN (p=22.59%)
[2026-02-11T20:20:23.159060] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2026-02-11T20:20:23.159211] [INFO ] [sig       ] DGCB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:23.341120] [INFO ] [LOCAL     ] Saved forecast: DGCB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DGCB.txt
[2026-02-11T20:20:23.341286] [INFO ] [sig       ] [891/3412] Completed DGCB in 0.4s | 2.80 sym/s | Total: 5.3m | ETA: 15.0m
[2026-02-11T20:20:23.341327] [INFO ] [sig       ] [892/3412] Forecasting DGICA...
[2026-02-11T20:20:23.341358] [INFO ] [sig       ] Generating forecast for: DGICA
[2026-02-11T20:20:23.341387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2026-02-11T20:20:23.353536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2026-02-11T20:20:23.353982] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2026-02-11T20:20:23.354912] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2026-02-11T20:20:23.354968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:23.355000] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:23.355026] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:23.355083] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:23.417974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:23.418929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:23.419019] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:23.419052] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:23.545222] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:23.545388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:23.545428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:23.545456] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:23.549012] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: UP (p=64.97%)
[2026-02-11T20:20:23.549294] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2026-02-11T20:20:23.549425] [INFO ] [sig       ] DGICA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:23.697846] [INFO ] [LOCAL     ] Saved forecast: DGICA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DGICA.txt
[2026-02-11T20:20:23.698217] [INFO ] [sig       ] [892/3412] Completed DGICA in 0.4s | 2.80 sym/s | Total: 5.3m | ETA: 15.0m
[2026-02-11T20:20:23.698259] [INFO ] [sig       ] [893/3412] Forecasting DGII...
[2026-02-11T20:20:23.698290] [INFO ] [sig       ] Generating forecast for: DGII
[2026-02-11T20:20:23.698320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2026-02-11T20:20:23.710189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2026-02-11T20:20:23.710554] [INFO ] [FORECASTER] Starting predict_future for DGII
[2026-02-11T20:20:23.711392] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2026-02-11T20:20:23.711445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:23.711477] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:23.711504] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:23.711559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:23.774569] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:23.775778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:23.775871] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:23.775905] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:23.913096] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:23.913276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:23.913320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:23.913352] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:23.917241] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2026-02-11T20:20:23.917802] [INFO ] [FORECASTER] Completed predict_future for DGII
[2026-02-11T20:20:23.918022] [INFO ] [sig       ] DGII: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:24.076851] [INFO ] [LOCAL     ] Saved forecast: DGII	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DGII.txt
[2026-02-11T20:20:24.077082] [INFO ] [sig       ] [893/3412] Completed DGII in 0.4s | 2.80 sym/s | Total: 5.3m | ETA: 15.0m
[2026-02-11T20:20:24.077143] [INFO ] [sig       ] [894/3412] Forecasting DGRE...
[2026-02-11T20:20:24.077186] [INFO ] [sig       ] Generating forecast for: DGRE
[2026-02-11T20:20:24.077226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2026-02-11T20:20:24.090755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2026-02-11T20:20:24.091216] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2026-02-11T20:20:24.092203] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2026-02-11T20:20:24.092264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:24.092298] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:24.092326] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:24.092392] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:24.159744] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:24.160727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:24.160830] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:24.160865] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:24.275782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:24.275940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:24.275981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:24.276009] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:24.279483] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=91.83%)
[2026-02-11T20:20:24.279780] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2026-02-11T20:20:24.279914] [INFO ] [sig       ] DGRE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:24.419797] [INFO ] [LOCAL     ] Saved forecast: DGRE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DGRE.txt
[2026-02-11T20:20:24.419945] [INFO ] [sig       ] [894/3412] Completed DGRE in 0.3s | 2.80 sym/s | Total: 5.3m | ETA: 15.0m
[2026-02-11T20:20:24.419985] [INFO ] [sig       ] [895/3412] Forecasting DGRS...
[2026-02-11T20:20:24.420014] [INFO ] [sig       ] Generating forecast for: DGRS
[2026-02-11T20:20:24.420044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2026-02-11T20:20:24.432163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2026-02-11T20:20:24.432548] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2026-02-11T20:20:24.433365] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2026-02-11T20:20:24.433418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:24.433449] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:24.433477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:24.433534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:24.493443] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:24.494361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:24.494450] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:24.494482] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:24.624918] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:24.625092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:24.625141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:24.625170] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:24.629043] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2026-02-11T20:20:24.629384] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2026-02-11T20:20:24.629595] [INFO ] [sig       ] DGRS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:24.785104] [INFO ] [LOCAL     ] Saved forecast: DGRS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DGRS.txt
[2026-02-11T20:20:24.785351] [INFO ] [sig       ] [895/3412] Completed DGRS in 0.4s | 2.80 sym/s | Total: 5.3m | ETA: 15.0m
[2026-02-11T20:20:24.785409] [INFO ] [sig       ] [896/3412] Forecasting DGX...
[2026-02-11T20:20:24.785452] [INFO ] [sig       ] Generating forecast for: DGX
[2026-02-11T20:20:24.785513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2026-02-11T20:20:24.798827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2026-02-11T20:20:24.799278] [INFO ] [FORECASTER] Starting predict_future for DGX
[2026-02-11T20:20:24.800315] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2026-02-11T20:20:24.800372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:24.800407] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:24.800434] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:24.800493] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:24.865332] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:24.866364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:24.866458] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:24.866491] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:25.003244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:25.003407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:25.003450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:25.003481] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:25.008160] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=24.08%)
[2026-02-11T20:20:25.008489] [INFO ] [FORECASTER] Completed predict_future for DGX
[2026-02-11T20:20:25.008667] [INFO ] [sig       ] DGX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:25.159629] [INFO ] [LOCAL     ] Saved forecast: DGX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DGX.txt
[2026-02-11T20:20:25.159788] [INFO ] [sig       ] [896/3412] Completed DGX in 0.4s | 2.80 sym/s | Total: 5.3m | ETA: 15.0m
[2026-02-11T20:20:25.159829] [INFO ] [sig       ] [897/3412] Forecasting DH...
[2026-02-11T20:20:25.159860] [INFO ] [sig       ] Generating forecast for: DH
[2026-02-11T20:20:25.159891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2026-02-11T20:20:25.171830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2026-02-11T20:20:25.172184] [INFO ] [FORECASTER] Starting predict_future for DH
[2026-02-11T20:20:25.173009] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2026-02-11T20:20:25.173062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:25.173123] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:25.173152] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:25.173214] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:25.231791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:25.232673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:25.232776] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:25.232818] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:25.363613] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:25.363782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:25.363833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:25.363879] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:25.367346] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2026-02-11T20:20:25.367670] [INFO ] [FORECASTER] Completed predict_future for DH
[2026-02-11T20:20:25.367808] [INFO ] [sig       ] DH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:25.508370] [INFO ] [LOCAL     ] Saved forecast: DH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DH.txt
[2026-02-11T20:20:25.508496] [INFO ] [sig       ] [897/3412] Completed DH in 0.3s | 2.80 sym/s | Total: 5.3m | ETA: 15.0m
[2026-02-11T20:20:25.508535] [INFO ] [sig       ] [898/3412] Forecasting DHC...
[2026-02-11T20:20:25.508565] [INFO ] [sig       ] Generating forecast for: DHC
[2026-02-11T20:20:25.508617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2026-02-11T20:20:25.519671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2026-02-11T20:20:25.519966] [INFO ] [FORECASTER] Starting predict_future for DHC
[2026-02-11T20:20:25.520781] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2026-02-11T20:20:25.520833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:25.520864] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:25.520889] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:25.520945] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:25.578974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:25.579781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:25.579873] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:25.579906] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:25.699049] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:25.699207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:25.699248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:25.699277] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:25.702770] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2026-02-11T20:20:25.703057] [INFO ] [FORECASTER] Completed predict_future for DHC
[2026-02-11T20:20:25.703189] [INFO ] [sig       ] DHC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:25.842868] [INFO ] [LOCAL     ] Saved forecast: DHC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DHC.txt
[2026-02-11T20:20:25.843008] [INFO ] [sig       ] [898/3412] Completed DHC in 0.3s | 2.80 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-11T20:20:25.843048] [INFO ] [sig       ] [899/3412] Forecasting DHF...
[2026-02-11T20:20:25.843077] [INFO ] [sig       ] Generating forecast for: DHF
[2026-02-11T20:20:25.843108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2026-02-11T20:20:25.854649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2026-02-11T20:20:25.855162] [INFO ] [FORECASTER] Starting predict_future for DHF
[2026-02-11T20:20:25.855983] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2026-02-11T20:20:25.856036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:25.856068] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:25.856095] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:25.856152] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:25.916769] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:25.917642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:25.917730] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:25.917778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:26.037810] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:26.037968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:26.038009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:26.038038] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:26.041538] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=57.26%)
[2026-02-11T20:20:26.041836] [INFO ] [FORECASTER] Completed predict_future for DHF
[2026-02-11T20:20:26.041968] [INFO ] [sig       ] DHF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:26.187746] [INFO ] [LOCAL     ] Saved forecast: DHF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DHF.txt
[2026-02-11T20:20:26.187900] [INFO ] [sig       ] [899/3412] Completed DHF in 0.3s | 2.80 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-11T20:20:26.187939] [INFO ] [sig       ] [900/3412] Forecasting DHI...
[2026-02-11T20:20:26.187968] [INFO ] [sig       ] Generating forecast for: DHI
[2026-02-11T20:20:26.188000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2026-02-11T20:20:26.199492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2026-02-11T20:20:26.199833] [INFO ] [FORECASTER] Starting predict_future for DHI
[2026-02-11T20:20:26.200640] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2026-02-11T20:20:26.200692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:26.200724] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:26.200750] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:26.200806] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:26.257491] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:26.258425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:26.258515] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:26.258548] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:26.383114] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:26.383274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:26.383316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:26.383346] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:26.387184] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: UP (p=65.55%)
[2026-02-11T20:20:26.387633] [INFO ] [FORECASTER] Completed predict_future for DHI
[2026-02-11T20:20:26.387801] [INFO ] [sig       ] DHI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:26.538788] [INFO ] [LOCAL     ] Saved forecast: DHI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DHI.txt
[2026-02-11T20:20:26.539062] [INFO ] [sig       ] [900/3412] Completed DHI in 0.4s | 2.80 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-11T20:20:26.539128] [INFO ] [sig       ] [901/3412] Forecasting DHIL...
[2026-02-11T20:20:26.539179] [INFO ] [sig       ] Generating forecast for: DHIL
[2026-02-11T20:20:26.539232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2026-02-11T20:20:26.555212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2026-02-11T20:20:26.555724] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2026-02-11T20:20:26.557161] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2026-02-11T20:20:26.557234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:26.557288] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:26.557353] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:26.557475] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:26.618810] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:26.619749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:26.619843] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:26.619879] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:26.733980] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:26.734141] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-11T20:20:26.734188] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:26.734229] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:26.737877] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=85.38%)
[2026-02-11T20:20:26.738193] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2026-02-11T20:20:26.738339] [INFO ] [sig       ] DHIL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:26.886627] [INFO ] [LOCAL     ] Saved forecast: DHIL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DHIL.txt
[2026-02-11T20:20:26.886789] [INFO ] [sig       ] [901/3412] Completed DHIL in 0.3s | 2.80 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-11T20:20:26.886828] [INFO ] [sig       ] [902/3412] Forecasting DHX...
[2026-02-11T20:20:26.886859] [INFO ] [sig       ] Generating forecast for: DHX
[2026-02-11T20:20:26.886890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2026-02-11T20:20:26.898337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2026-02-11T20:20:26.898746] [INFO ] [FORECASTER] Starting predict_future for DHX
[2026-02-11T20:20:26.899631] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2026-02-11T20:20:26.899694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:26.899733] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:26.899767] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:26.899838] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:26.959175] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:26.960147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:26.960235] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:26.960270] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:27.079811] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:27.079968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:27.080009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:27.080038] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:27.083453] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2026-02-11T20:20:27.083753] [INFO ] [FORECASTER] Completed predict_future for DHX
[2026-02-11T20:20:27.083884] [INFO ] [sig       ] DHX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:27.224418] [INFO ] [LOCAL     ] Saved forecast: DHX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DHX.txt
[2026-02-11T20:20:27.224550] [INFO ] [sig       ] [902/3412] Completed DHX in 0.3s | 2.80 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-11T20:20:27.224607] [INFO ] [sig       ] [903/3412] Forecasting DIBS...
[2026-02-11T20:20:27.224639] [INFO ] [sig       ] Generating forecast for: DIBS
[2026-02-11T20:20:27.224669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2026-02-11T20:20:27.235613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2026-02-11T20:20:27.235905] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2026-02-11T20:20:27.236733] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2026-02-11T20:20:27.236785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:27.236817] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:27.236843] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:27.236900] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:27.294651] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:27.295519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:27.295618] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:27.295654] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:27.416390] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:27.416549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:27.416609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:27.416639] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:27.420131] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2026-02-11T20:20:27.420411] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2026-02-11T20:20:27.420538] [INFO ] [sig       ] DIBS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:27.564544] [INFO ] [LOCAL     ] Saved forecast: DIBS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DIBS.txt
[2026-02-11T20:20:27.564700] [INFO ] [sig       ] [903/3412] Completed DIBS in 0.3s | 2.80 sym/s | Total: 5.4m | ETA: 14.9m
[2026-02-11T20:20:27.564742] [INFO ] [sig       ] [904/3412] Forecasting DIN...
[2026-02-11T20:20:27.564775] [INFO ] [sig       ] Generating forecast for: DIN
[2026-02-11T20:20:27.564805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2026-02-11T20:20:27.577010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2026-02-11T20:20:27.577363] [INFO ] [FORECASTER] Starting predict_future for DIN
[2026-02-11T20:20:27.578279] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2026-02-11T20:20:27.578337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:27.578370] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:27.578397] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:27.578455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:27.640684] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:27.641826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:27.641916] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:27.641952] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:27.774946] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:27.775115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:27.775160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:27.775194] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:27.778839] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=47.34%)
[2026-02-11T20:20:27.779166] [INFO ] [FORECASTER] Completed predict_future for DIN
[2026-02-11T20:20:27.779356] [INFO ] [sig       ] DIN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:27.926588] [INFO ] [LOCAL     ] Saved forecast: DIN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DIN.txt
[2026-02-11T20:20:27.926749] [INFO ] [sig       ] [904/3412] Completed DIN in 0.4s | 2.80 sym/s | Total: 5.4m | ETA: 14.9m
[2026-02-11T20:20:27.926792] [INFO ] [sig       ] [905/3412] Forecasting DINO...
[2026-02-11T20:20:27.926824] [INFO ] [sig       ] Generating forecast for: DINO
[2026-02-11T20:20:27.926858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2026-02-11T20:20:27.938186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2026-02-11T20:20:27.938496] [INFO ] [FORECASTER] Starting predict_future for DINO
[2026-02-11T20:20:27.939313] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2026-02-11T20:20:27.939368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:27.939401] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:27.939427] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:27.939484] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:28.000637] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:28.001408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:28.001495] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:28.001529] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:28.130666] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:28.130828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:28.130869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:28.130897] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:28.134372] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2026-02-11T20:20:28.134668] [INFO ] [FORECASTER] Completed predict_future for DINO
[2026-02-11T20:20:28.134801] [INFO ] [sig       ] DINO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:28.279330] [INFO ] [LOCAL     ] Saved forecast: DINO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DINO.txt
[2026-02-11T20:20:28.279477] [INFO ] [sig       ] [905/3412] Completed DINO in 0.4s | 2.80 sym/s | Total: 5.4m | ETA: 14.9m
[2026-02-11T20:20:28.279518] [INFO ] [sig       ] [906/3412] Forecasting DIOD...
[2026-02-11T20:20:28.279549] [INFO ] [sig       ] Generating forecast for: DIOD
[2026-02-11T20:20:28.279600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2026-02-11T20:20:28.292168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2026-02-11T20:20:28.292485] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2026-02-11T20:20:28.293336] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2026-02-11T20:20:28.293390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:28.293423] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:28.293450] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:28.293509] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:28.354834] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:28.355490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:28.355591] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:28.355627] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:28.481528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:28.481714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:28.481756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:28.481785] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:28.486186] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: DOWN (p=35.44%)
[2026-02-11T20:20:28.486478] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2026-02-11T20:20:28.486634] [INFO ] [sig       ] DIOD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:28.644930] [INFO ] [LOCAL     ] Saved forecast: DIOD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DIOD.txt
[2026-02-11T20:20:28.645306] [INFO ] [sig       ] [906/3412] Completed DIOD in 0.4s | 2.80 sym/s | Total: 5.4m | ETA: 14.9m
[2026-02-11T20:20:28.645372] [INFO ] [sig       ] [907/3412] Forecasting DIS...
[2026-02-11T20:20:28.645408] [INFO ] [sig       ] Generating forecast for: DIS
[2026-02-11T20:20:28.645440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2026-02-11T20:20:28.657424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2026-02-11T20:20:28.657954] [INFO ] [FORECASTER] Starting predict_future for DIS
[2026-02-11T20:20:28.658867] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2026-02-11T20:20:28.658927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:28.658959] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:28.658988] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:28.659046] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:28.720791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:28.721725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:28.721868] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:28.721911] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:28.849443] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:28.849625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:28.849670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:28.849701] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:28.854228] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=73.81%)
[2026-02-11T20:20:28.854620] [INFO ] [FORECASTER] Completed predict_future for DIS
[2026-02-11T20:20:28.854785] [INFO ] [sig       ] DIS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:29.004900] [INFO ] [LOCAL     ] Saved forecast: DIS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DIS.txt
[2026-02-11T20:20:29.005071] [INFO ] [sig       ] [907/3412] Completed DIS in 0.4s | 2.80 sym/s | Total: 5.4m | ETA: 14.9m
[2026-02-11T20:20:29.005112] [INFO ] [sig       ] [908/3412] Forecasting DJCO...
[2026-02-11T20:20:29.005143] [INFO ] [sig       ] Generating forecast for: DJCO
[2026-02-11T20:20:29.005173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2026-02-11T20:20:29.016619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2026-02-11T20:20:29.017032] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2026-02-11T20:20:29.021310] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2026-02-11T20:20:29.021396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:29.021430] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:29.021458] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:29.021517] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:29.085953] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:29.087246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:29.087332] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:29.087365] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:29.221929] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:29.222298] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-11T20:20:29.222341] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:29.222370] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:29.226235] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: UP (p=84.45%)
[2026-02-11T20:20:29.226614] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2026-02-11T20:20:29.226768] [INFO ] [sig       ] DJCO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:29.396857] [INFO ] [LOCAL     ] Saved forecast: DJCO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DJCO.txt
[2026-02-11T20:20:29.397188] [INFO ] [sig       ] [908/3412] Completed DJCO in 0.4s | 2.80 sym/s | Total: 5.4m | ETA: 14.9m
[2026-02-11T20:20:29.397227] [INFO ] [sig       ] [909/3412] Forecasting DK...
[2026-02-11T20:20:29.397256] [INFO ] [sig       ] Generating forecast for: DK
[2026-02-11T20:20:29.397285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2026-02-11T20:20:29.409431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2026-02-11T20:20:29.409753] [INFO ] [FORECASTER] Starting predict_future for DK
[2026-02-11T20:20:29.410544] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2026-02-11T20:20:29.410614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:29.410648] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:29.410675] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:29.410731] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:29.470535] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:29.471398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:29.471488] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:29.471522] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:29.595272] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:29.595432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:29.595473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:29.595503] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:29.599097] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=79.65%)
[2026-02-11T20:20:29.599379] [INFO ] [FORECASTER] Completed predict_future for DK
[2026-02-11T20:20:29.599513] [INFO ] [sig       ] DK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:29.741162] [INFO ] [LOCAL     ] Saved forecast: DK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DK.txt
[2026-02-11T20:20:29.741294] [INFO ] [sig       ] [909/3412] Completed DK in 0.3s | 2.80 sym/s | Total: 5.4m | ETA: 14.9m
[2026-02-11T20:20:29.741332] [INFO ] [sig       ] [910/3412] Forecasting DKL...
[2026-02-11T20:20:29.741362] [INFO ] [sig       ] Generating forecast for: DKL
[2026-02-11T20:20:29.741392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2026-02-11T20:20:29.753220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2026-02-11T20:20:29.753515] [INFO ] [FORECASTER] Starting predict_future for DKL
[2026-02-11T20:20:29.754345] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2026-02-11T20:20:29.754399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:29.754430] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:29.754457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:29.754515] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:29.813124] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:29.814058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:29.814151] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:29.814185] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:29.938034] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:29.938223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:29.938267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:29.938296] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:29.941975] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2026-02-11T20:20:29.942297] [INFO ] [FORECASTER] Completed predict_future for DKL
[2026-02-11T20:20:29.942444] [INFO ] [sig       ] DKL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:30.091023] [INFO ] [LOCAL     ] Saved forecast: DKL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DKL.txt
[2026-02-11T20:20:30.091228] [INFO ] [sig       ] [910/3412] Completed DKL in 0.3s | 2.80 sym/s | Total: 5.4m | ETA: 14.9m
[2026-02-11T20:20:30.091269] [INFO ] [sig       ] [911/3412] Forecasting DKNG...
[2026-02-11T20:20:30.091298] [INFO ] [sig       ] Generating forecast for: DKNG
[2026-02-11T20:20:30.091329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2026-02-11T20:20:30.103709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2026-02-11T20:20:30.104147] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2026-02-11T20:20:30.105048] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2026-02-11T20:20:30.105102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:30.105133] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:30.105159] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:30.105215] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:30.163957] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:30.164934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:30.165033] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:30.165067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:30.286787] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:30.286962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:30.287004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:30.287037] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:30.290735] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2026-02-11T20:20:30.291076] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2026-02-11T20:20:30.291226] [INFO ] [sig       ] DKNG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:30.438253] [INFO ] [LOCAL     ] Saved forecast: DKNG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DKNG.txt
[2026-02-11T20:20:30.438429] [INFO ] [sig       ] [911/3412] Completed DKNG in 0.3s | 2.80 sym/s | Total: 5.4m | ETA: 14.9m
[2026-02-11T20:20:30.438470] [INFO ] [sig       ] [912/3412] Forecasting DKS...
[2026-02-11T20:20:30.438502] [INFO ] [sig       ] Generating forecast for: DKS
[2026-02-11T20:20:30.438533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2026-02-11T20:20:30.452334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2026-02-11T20:20:30.452685] [INFO ] [FORECASTER] Starting predict_future for DKS
[2026-02-11T20:20:30.453506] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2026-02-11T20:20:30.453559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:30.453613] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:30.453643] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:30.453701] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:30.517748] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:30.518865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:30.518956] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:30.518989] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:30.643275] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:30.643442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:30.643482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:30.643510] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:30.647017] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2026-02-11T20:20:30.647309] [INFO ] [FORECASTER] Completed predict_future for DKS
[2026-02-11T20:20:30.647442] [INFO ] [sig       ] DKS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:30.788597] [INFO ] [LOCAL     ] Saved forecast: DKS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DKS.txt
[2026-02-11T20:20:30.788759] [INFO ] [sig       ] [912/3412] Completed DKS in 0.4s | 2.80 sym/s | Total: 5.4m | ETA: 14.9m
[2026-02-11T20:20:30.788798] [INFO ] [sig       ] [913/3412] Forecasting DLB...
[2026-02-11T20:20:30.788828] [INFO ] [sig       ] Generating forecast for: DLB
[2026-02-11T20:20:30.788861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2026-02-11T20:20:30.801034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2026-02-11T20:20:30.801351] [INFO ] [FORECASTER] Starting predict_future for DLB
[2026-02-11T20:20:30.802197] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2026-02-11T20:20:30.802249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:30.802280] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:30.802307] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:30.802363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:30.859535] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:30.860497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:30.860608] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:30.860644] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:30.991430] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:30.991618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:30.991663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:30.991694] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:30.995231] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=92.55%)
[2026-02-11T20:20:30.995531] [INFO ] [FORECASTER] Completed predict_future for DLB
[2026-02-11T20:20:30.995690] [INFO ] [sig       ] DLB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:31.141476] [INFO ] [LOCAL     ] Saved forecast: DLB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DLB.txt
[2026-02-11T20:20:31.141657] [INFO ] [sig       ] [913/3412] Completed DLB in 0.4s | 2.80 sym/s | Total: 5.4m | ETA: 14.9m
[2026-02-11T20:20:31.141700] [INFO ] [sig       ] [914/3412] Forecasting DLHC...
[2026-02-11T20:20:31.141731] [INFO ] [sig       ] Generating forecast for: DLHC
[2026-02-11T20:20:31.141761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2026-02-11T20:20:31.153200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2026-02-11T20:20:31.153587] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2026-02-11T20:20:31.154390] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2026-02-11T20:20:31.154442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:31.154514] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:31.154544] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:31.154622] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:31.214988] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:31.215921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:31.216030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:31.216063] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:31.343993] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:31.344154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:31.344196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:31.344226] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:31.347945] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: UP (p=70.66%)
[2026-02-11T20:20:31.348300] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2026-02-11T20:20:31.348445] [INFO ] [sig       ] DLHC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:31.503759] [INFO ] [LOCAL     ] Saved forecast: DLHC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DLHC.txt
[2026-02-11T20:20:31.503928] [INFO ] [sig       ] [914/3412] Completed DLHC in 0.4s | 2.80 sym/s | Total: 5.4m | ETA: 14.9m
[2026-02-11T20:20:31.503970] [INFO ] [sig       ] [915/3412] Forecasting DLNG...
[2026-02-11T20:20:31.504001] [INFO ] [sig       ] Generating forecast for: DLNG
[2026-02-11T20:20:31.504031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2026-02-11T20:20:31.515765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2026-02-11T20:20:31.516124] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2026-02-11T20:20:31.516953] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2026-02-11T20:20:31.517005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:31.517037] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:31.517064] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:31.517121] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:31.581186] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:31.582477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:31.582569] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:31.582624] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:31.704843] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:31.705015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:31.705056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:31.705085] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:31.709004] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=90.75%)
[2026-02-11T20:20:31.709458] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2026-02-11T20:20:31.709672] [INFO ] [sig       ] DLNG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:31.874715] [INFO ] [LOCAL     ] Saved forecast: DLNG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DLNG.txt
[2026-02-11T20:20:31.874884] [INFO ] [sig       ] [915/3412] Completed DLNG in 0.4s | 2.80 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-11T20:20:31.874926] [INFO ] [sig       ] [916/3412] Forecasting DLO...
[2026-02-11T20:20:31.874955] [INFO ] [sig       ] Generating forecast for: DLO
[2026-02-11T20:20:31.874985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2026-02-11T20:20:31.886654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2026-02-11T20:20:31.886987] [INFO ] [FORECASTER] Starting predict_future for DLO
[2026-02-11T20:20:31.887868] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2026-02-11T20:20:31.887923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:31.887956] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:31.887983] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:31.888041] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:31.947120] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:31.951216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:31.951307] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:31.951341] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:32.065689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:32.065851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:32.065900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:32.065935] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:32.069414] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: UP (p=75.70%)
[2026-02-11T20:20:32.069716] [INFO ] [FORECASTER] Completed predict_future for DLO
[2026-02-11T20:20:32.069865] [INFO ] [sig       ] DLO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:32.312517] [INFO ] [LOCAL     ] Saved forecast: DLO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DLO.txt
[2026-02-11T20:20:32.312685] [INFO ] [sig       ] [916/3412] Completed DLO in 0.4s | 2.80 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-11T20:20:32.312727] [INFO ] [sig       ] [917/3412] Forecasting DLPN...
[2026-02-11T20:20:32.312757] [INFO ] [sig       ] Generating forecast for: DLPN
[2026-02-11T20:20:32.312788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2026-02-11T20:20:32.324491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2026-02-11T20:20:32.324849] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2026-02-11T20:20:32.325732] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2026-02-11T20:20:32.325787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:32.325820] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:32.325846] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:32.325904] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:32.388139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:32.388971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:32.389062] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:32.389097] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:32.498362] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:32.498525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:32.498586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:32.498648] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:32.502197] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2026-02-11T20:20:32.502506] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2026-02-11T20:20:32.502664] [INFO ] [sig       ] DLPN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:32.655164] [INFO ] [LOCAL     ] Saved forecast: DLPN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DLPN.txt
[2026-02-11T20:20:32.655371] [INFO ] [sig       ] [917/3412] Completed DLPN in 0.3s | 2.80 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-11T20:20:32.655442] [INFO ] [sig       ] [918/3412] Forecasting DLTH...
[2026-02-11T20:20:32.655487] [INFO ] [sig       ] Generating forecast for: DLTH
[2026-02-11T20:20:32.655535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2026-02-11T20:20:32.667622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2026-02-11T20:20:32.668000] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2026-02-11T20:20:32.668874] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2026-02-11T20:20:32.668927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:32.668959] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:32.668986] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:32.669051] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:32.728694] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:32.729617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:32.729704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:32.729739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:32.854727] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:32.854899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:32.854941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:32.854971] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:32.858735] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2026-02-11T20:20:32.859094] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2026-02-11T20:20:32.859260] [INFO ] [sig       ] DLTH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:33.003824] [INFO ] [LOCAL     ] Saved forecast: DLTH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DLTH.txt
[2026-02-11T20:20:33.003977] [INFO ] [sig       ] [918/3412] Completed DLTH in 0.3s | 2.80 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-11T20:20:33.004016] [INFO ] [sig       ] [919/3412] Forecasting DLX...
[2026-02-11T20:20:33.004047] [INFO ] [sig       ] Generating forecast for: DLX
[2026-02-11T20:20:33.004078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2026-02-11T20:20:33.015474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2026-02-11T20:20:33.015802] [INFO ] [FORECASTER] Starting predict_future for DLX
[2026-02-11T20:20:33.016729] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2026-02-11T20:20:33.016783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:33.016816] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:33.016842] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:33.016902] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:33.075912] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:33.076685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:33.076771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:33.076806] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:33.201640] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:33.201801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:33.201844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:33.201875] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:33.205502] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=78.51%)
[2026-02-11T20:20:33.205813] [INFO ] [FORECASTER] Completed predict_future for DLX
[2026-02-11T20:20:33.205948] [INFO ] [sig       ] DLX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:33.358070] [INFO ] [LOCAL     ] Saved forecast: DLX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DLX.txt
[2026-02-11T20:20:33.358248] [INFO ] [sig       ] [919/3412] Completed DLX in 0.4s | 2.80 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-11T20:20:33.358291] [INFO ] [sig       ] [920/3412] Forecasting DLY...
[2026-02-11T20:20:33.358323] [INFO ] [sig       ] Generating forecast for: DLY
[2026-02-11T20:20:33.358357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2026-02-11T20:20:33.370281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2026-02-11T20:20:33.370674] [INFO ] [FORECASTER] Starting predict_future for DLY
[2026-02-11T20:20:33.371511] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2026-02-11T20:20:33.371565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:33.371649] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:33.371682] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:33.371742] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:33.434777] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:33.435734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:33.435822] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:33.435857] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:33.551677] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:33.551845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:33.551887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:33.551917] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:33.555465] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: DOWN (p=31.62%)
[2026-02-11T20:20:33.555792] [INFO ] [FORECASTER] Completed predict_future for DLY
[2026-02-11T20:20:33.555936] [INFO ] [sig       ] DLY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:33.700495] [INFO ] [LOCAL     ] Saved forecast: DLY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DLY.txt
[2026-02-11T20:20:33.700684] [INFO ] [sig       ] [920/3412] Completed DLY in 0.3s | 2.80 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-11T20:20:33.700726] [INFO ] [sig       ] [921/3412] Forecasting DMAC...
[2026-02-11T20:20:33.700758] [INFO ] [sig       ] Generating forecast for: DMAC
[2026-02-11T20:20:33.700788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2026-02-11T20:20:33.712652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2026-02-11T20:20:33.713025] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2026-02-11T20:20:33.713855] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2026-02-11T20:20:33.713907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:33.713940] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:33.713967] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:33.714025] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:33.775509] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:33.776468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:33.776558] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:33.776614] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:33.898492] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:33.898662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:33.898705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:33.898748] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:33.902200] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2026-02-11T20:20:33.902478] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2026-02-11T20:20:33.902628] [INFO ] [sig       ] DMAC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:34.046294] [INFO ] [LOCAL     ] Saved forecast: DMAC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DMAC.txt
[2026-02-11T20:20:34.046451] [INFO ] [sig       ] [921/3412] Completed DMAC in 0.3s | 2.80 sym/s | Total: 5.5m | ETA: 14.8m
[2026-02-11T20:20:34.046491] [INFO ] [sig       ] [922/3412] Forecasting DMB...
[2026-02-11T20:20:34.046520] [INFO ] [sig       ] Generating forecast for: DMB
[2026-02-11T20:20:34.046552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2026-02-11T20:20:34.057602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2026-02-11T20:20:34.057962] [INFO ] [FORECASTER] Starting predict_future for DMB
[2026-02-11T20:20:34.058791] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2026-02-11T20:20:34.058844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:34.058875] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:34.058902] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:34.058961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:34.116780] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:34.117693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:34.117783] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:34.117816] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:34.237562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:34.237740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:34.237782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:34.237813] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:34.241321] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=60.34%)
[2026-02-11T20:20:34.241641] [INFO ] [FORECASTER] Completed predict_future for DMB
[2026-02-11T20:20:34.241785] [INFO ] [sig       ] DMB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:34.385060] [INFO ] [LOCAL     ] Saved forecast: DMB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DMB.txt
[2026-02-11T20:20:34.385203] [INFO ] [sig       ] [922/3412] Completed DMB in 0.3s | 2.80 sym/s | Total: 5.5m | ETA: 14.8m
[2026-02-11T20:20:34.385242] [INFO ] [sig       ] [923/3412] Forecasting DMLP...
[2026-02-11T20:20:34.385271] [INFO ] [sig       ] Generating forecast for: DMLP
[2026-02-11T20:20:34.385302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2026-02-11T20:20:34.397384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2026-02-11T20:20:34.397855] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2026-02-11T20:20:34.398745] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2026-02-11T20:20:34.398800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:34.398834] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:34.398861] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:34.398923] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:34.459400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:34.460522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:34.460638] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:34.460691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:34.582301] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:34.582467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:34.582509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:34.582538] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:34.586144] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: DOWN (p=45.34%)
[2026-02-11T20:20:34.586429] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2026-02-11T20:20:34.586560] [INFO ] [sig       ] DMLP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:34.731939] [INFO ] [LOCAL     ] Saved forecast: DMLP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DMLP.txt
[2026-02-11T20:20:34.732095] [INFO ] [sig       ] [923/3412] Completed DMLP in 0.3s | 2.80 sym/s | Total: 5.5m | ETA: 14.8m
[2026-02-11T20:20:34.732136] [INFO ] [sig       ] [924/3412] Forecasting DMO...
[2026-02-11T20:20:34.732166] [INFO ] [sig       ] Generating forecast for: DMO
[2026-02-11T20:20:34.732198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2026-02-11T20:20:34.744705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2026-02-11T20:20:34.745089] [INFO ] [FORECASTER] Starting predict_future for DMO
[2026-02-11T20:20:34.746298] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2026-02-11T20:20:34.746352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:34.746383] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:34.746411] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:34.746467] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:34.807771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:34.808678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:34.808798] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:34.808834] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:34.930474] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:34.930663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:34.930707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:34.930738] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:34.934271] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2026-02-11T20:20:34.934588] [INFO ] [FORECASTER] Completed predict_future for DMO
[2026-02-11T20:20:34.934741] [INFO ] [sig       ] DMO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:35.084464] [INFO ] [LOCAL     ] Saved forecast: DMO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DMO.txt
[2026-02-11T20:20:35.084640] [INFO ] [sig       ] [924/3412] Completed DMO in 0.4s | 2.80 sym/s | Total: 5.5m | ETA: 14.8m
[2026-02-11T20:20:35.084683] [INFO ] [sig       ] [925/3412] Forecasting DMRC...
[2026-02-11T20:20:35.084712] [INFO ] [sig       ] Generating forecast for: DMRC
[2026-02-11T20:20:35.084744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2026-02-11T20:20:35.096806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2026-02-11T20:20:35.097213] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2026-02-11T20:20:35.098311] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2026-02-11T20:20:35.098368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:35.098401] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:35.098439] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:35.098500] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:35.161705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:35.162645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:35.162740] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:35.162774] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:35.286595] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:35.286758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:35.286800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:35.286829] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:35.290479] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: DOWN (p=25.53%)
[2026-02-11T20:20:35.290806] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2026-02-11T20:20:35.290946] [INFO ] [sig       ] DMRC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:35.434719] [INFO ] [LOCAL     ] Saved forecast: DMRC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DMRC.txt
[2026-02-11T20:20:35.434878] [INFO ] [sig       ] [925/3412] Completed DMRC in 0.4s | 2.80 sym/s | Total: 5.5m | ETA: 14.8m
[2026-02-11T20:20:35.434917] [INFO ] [sig       ] [926/3412] Forecasting DMXF...
[2026-02-11T20:20:35.434947] [INFO ] [sig       ] Generating forecast for: DMXF
[2026-02-11T20:20:35.434977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2026-02-11T20:20:35.446262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2026-02-11T20:20:35.446683] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2026-02-11T20:20:35.447611] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2026-02-11T20:20:35.447667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:35.447700] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:35.447727] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:35.447786] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:35.507035] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:35.507984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:35.508089] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:35.508123] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:35.625952] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:35.626088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:35.626127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:35.626156] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:35.629563] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2026-02-11T20:20:35.629864] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2026-02-11T20:20:35.629991] [INFO ] [sig       ] DMXF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:35.778085] [INFO ] [LOCAL     ] Saved forecast: DMXF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DMXF.txt
[2026-02-11T20:20:35.778219] [INFO ] [sig       ] [926/3412] Completed DMXF in 0.3s | 2.80 sym/s | Total: 5.5m | ETA: 14.8m
[2026-02-11T20:20:35.778258] [INFO ] [sig       ] [927/3412] Forecasting DNA...
[2026-02-11T20:20:35.778288] [INFO ] [sig       ] Generating forecast for: DNA
[2026-02-11T20:20:35.778318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2026-02-11T20:20:35.791498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2026-02-11T20:20:35.791867] [INFO ] [FORECASTER] Starting predict_future for DNA
[2026-02-11T20:20:35.792732] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2026-02-11T20:20:35.792786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:35.792821] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:35.792850] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:35.792910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:35.855632] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:35.856324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:35.856409] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:35.856445] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:35.982321] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:35.982483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:35.982542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:35.982609] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:35.987841] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=79.54%)
[2026-02-11T20:20:35.988231] [INFO ] [FORECASTER] Completed predict_future for DNA
[2026-02-11T20:20:35.988413] [INFO ] [sig       ] DNA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:36.140480] [INFO ] [LOCAL     ] Saved forecast: DNA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DNA.txt
[2026-02-11T20:20:36.140693] [INFO ] [sig       ] [927/3412] Completed DNA in 0.4s | 2.80 sym/s | Total: 5.5m | ETA: 14.8m
[2026-02-11T20:20:36.140734] [INFO ] [sig       ] [928/3412] Forecasting DNLI...
[2026-02-11T20:20:36.140764] [INFO ] [sig       ] Generating forecast for: DNLI
[2026-02-11T20:20:36.140796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2026-02-11T20:20:36.154195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2026-02-11T20:20:36.154703] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2026-02-11T20:20:36.155718] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2026-02-11T20:20:36.155788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:36.155823] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:36.155852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:36.155912] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:36.219232] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:36.220170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:36.220259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:36.220295] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:36.348059] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:36.348217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:36.348259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:36.348288] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:36.351983] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: UP (p=79.00%)
[2026-02-11T20:20:36.352367] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2026-02-11T20:20:36.352519] [INFO ] [sig       ] DNLI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:36.505815] [INFO ] [LOCAL     ] Saved forecast: DNLI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DNLI.txt
[2026-02-11T20:20:36.505980] [INFO ] [sig       ] [928/3412] Completed DNLI in 0.4s | 2.80 sym/s | Total: 5.5m | ETA: 14.8m
[2026-02-11T20:20:36.506021] [INFO ] [sig       ] [929/3412] Forecasting DNP...
[2026-02-11T20:20:36.506053] [INFO ] [sig       ] Generating forecast for: DNP
[2026-02-11T20:20:36.506100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2026-02-11T20:20:36.519135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2026-02-11T20:20:36.519595] [INFO ] [FORECASTER] Starting predict_future for DNP
[2026-02-11T20:20:36.520495] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2026-02-11T20:20:36.520551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:36.520612] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:36.520665] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:36.520726] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:36.579966] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:36.580781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:36.580871] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:36.580906] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:36.704851] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:36.705012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:36.705056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:36.705086] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:36.708748] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=76.39%)
[2026-02-11T20:20:36.709052] [INFO ] [FORECASTER] Completed predict_future for DNP
[2026-02-11T20:20:36.709190] [INFO ] [sig       ] DNP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:36.862096] [INFO ] [LOCAL     ] Saved forecast: DNP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DNP.txt
[2026-02-11T20:20:36.862268] [INFO ] [sig       ] [929/3412] Completed DNP in 0.4s | 2.80 sym/s | Total: 5.5m | ETA: 14.8m
[2026-02-11T20:20:36.862310] [INFO ] [sig       ] [930/3412] Forecasting DNTH...
[2026-02-11T20:20:36.862340] [INFO ] [sig       ] Generating forecast for: DNTH
[2026-02-11T20:20:36.862370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2026-02-11T20:20:36.876103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2026-02-11T20:20:36.876676] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2026-02-11T20:20:36.877624] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2026-02-11T20:20:36.877678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:36.877712] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:36.877740] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:36.877798] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:36.940315] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:36.941257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:36.941350] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:36.941386] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:37.072411] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:37.072589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:37.072632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:37.072661] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:37.076141] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2026-02-11T20:20:37.076426] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2026-02-11T20:20:37.076562] [INFO ] [sig       ] DNTH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:37.218381] [INFO ] [LOCAL     ] Saved forecast: DNTH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DNTH.txt
[2026-02-11T20:20:37.218554] [INFO ] [sig       ] [930/3412] Completed DNTH in 0.4s | 2.80 sym/s | Total: 5.5m | ETA: 14.8m
[2026-02-11T20:20:37.218616] [INFO ] [sig       ] [931/3412] Forecasting DOCN...
[2026-02-11T20:20:37.218648] [INFO ] [sig       ] Generating forecast for: DOCN
[2026-02-11T20:20:37.218677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2026-02-11T20:20:37.230252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2026-02-11T20:20:37.230678] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2026-02-11T20:20:37.231521] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2026-02-11T20:20:37.231597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:37.231657] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:37.231686] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:37.231746] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:37.290244] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:37.291194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:37.291282] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:37.291315] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:37.420421] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:37.420607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:37.420651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:37.420679] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:37.424216] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=44.59%)
[2026-02-11T20:20:37.424557] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2026-02-11T20:20:37.424730] [INFO ] [sig       ] DOCN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:37.567143] [INFO ] [LOCAL     ] Saved forecast: DOCN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DOCN.txt
[2026-02-11T20:20:37.567311] [INFO ] [sig       ] [931/3412] Completed DOCN in 0.3s | 2.80 sym/s | Total: 5.5m | ETA: 14.8m
[2026-02-11T20:20:37.567353] [INFO ] [sig       ] [932/3412] Forecasting DOCS...
[2026-02-11T20:20:37.567384] [INFO ] [sig       ] Generating forecast for: DOCS
[2026-02-11T20:20:37.567414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2026-02-11T20:20:37.587855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2026-02-11T20:20:37.588246] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2026-02-11T20:20:37.589090] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2026-02-11T20:20:37.589143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:37.589175] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:37.589202] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:37.589260] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:37.647682] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:37.648555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:37.648665] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:37.648699] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:37.773648] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:37.773816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:37.773860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:37.773891] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:37.777637] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=70.55%)
[2026-02-11T20:20:37.777949] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2026-02-11T20:20:37.778139] [INFO ] [sig       ] DOCS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:37.927256] [INFO ] [LOCAL     ] Saved forecast: DOCS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DOCS.txt
[2026-02-11T20:20:37.927420] [INFO ] [sig       ] [932/3412] Completed DOCS in 0.4s | 2.80 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-11T20:20:37.930791] [INFO ] [sig       ] [933/3412] Forecasting DOGZ...
[2026-02-11T20:20:37.930850] [INFO ] [sig       ] Generating forecast for: DOGZ
[2026-02-11T20:20:37.930883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2026-02-11T20:20:37.943545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2026-02-11T20:20:37.943948] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2026-02-11T20:20:37.944869] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2026-02-11T20:20:37.944924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:37.944959] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:37.944987] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:37.945047] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:38.007271] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:38.008271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:38.008394] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:38.008432] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:38.140058] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:38.140439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:38.140491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:38.140529] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:38.145306] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: DOWN (p=25.06%)
[2026-02-11T20:20:38.145763] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2026-02-11T20:20:38.145969] [INFO ] [sig       ] DOGZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:38.310026] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DOGZ.txt
[2026-02-11T20:20:38.310187] [INFO ] [sig       ] [933/3412] Completed DOGZ in 0.4s | 2.80 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-11T20:20:38.310229] [INFO ] [sig       ] [934/3412] Forecasting DOLE...
[2026-02-11T20:20:38.310262] [INFO ] [sig       ] Generating forecast for: DOLE
[2026-02-11T20:20:38.310293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2026-02-11T20:20:38.321533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2026-02-11T20:20:38.321927] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2026-02-11T20:20:38.322768] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2026-02-11T20:20:38.322820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:38.322852] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:38.322878] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:38.322936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:38.382222] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:38.383114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:38.383200] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:38.383233] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:38.503427] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:38.503560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:38.503617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:38.503673] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:38.506980] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=33.72%)
[2026-02-11T20:20:38.507284] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2026-02-11T20:20:38.507415] [INFO ] [sig       ] DOLE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:38.649123] [INFO ] [LOCAL     ] Saved forecast: DOLE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DOLE.txt
[2026-02-11T20:20:38.649253] [INFO ] [sig       ] [934/3412] Completed DOLE in 0.3s | 2.80 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-11T20:20:38.649291] [INFO ] [sig       ] [935/3412] Forecasting DOMO...
[2026-02-11T20:20:38.649320] [INFO ] [sig       ] Generating forecast for: DOMO
[2026-02-11T20:20:38.649543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2026-02-11T20:20:38.661702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2026-02-11T20:20:38.662050] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2026-02-11T20:20:38.662892] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2026-02-11T20:20:38.662944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:38.662976] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:38.663002] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:38.663058] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:38.724728] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:38.725888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:38.725980] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:38.726013] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:38.854085] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:38.854438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:38.854478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:38.854507] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:38.858355] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2026-02-11T20:20:38.858677] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2026-02-11T20:20:38.858815] [INFO ] [sig       ] DOMO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:39.001765] [INFO ] [LOCAL     ] Saved forecast: DOMO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DOMO.txt
[2026-02-11T20:20:39.001895] [INFO ] [sig       ] [935/3412] Completed DOMO in 0.4s | 2.80 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-11T20:20:39.001934] [INFO ] [sig       ] [936/3412] Forecasting DORM...
[2026-02-11T20:20:39.001964] [INFO ] [sig       ] Generating forecast for: DORM
[2026-02-11T20:20:39.001994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2026-02-11T20:20:39.012871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2026-02-11T20:20:39.013142] [INFO ] [FORECASTER] Starting predict_future for DORM
[2026-02-11T20:20:39.013969] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2026-02-11T20:20:39.014022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:39.014054] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:39.014081] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:39.014139] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:39.072734] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:39.073558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:39.073660] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:39.073693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:39.195173] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:39.195330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:39.195370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:39.195399] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:39.198935] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2026-02-11T20:20:39.199242] [INFO ] [FORECASTER] Completed predict_future for DORM
[2026-02-11T20:20:39.199371] [INFO ] [sig       ] DORM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:39.341011] [INFO ] [LOCAL     ] Saved forecast: DORM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DORM.txt
[2026-02-11T20:20:39.341175] [INFO ] [sig       ] [936/3412] Completed DORM in 0.3s | 2.80 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-11T20:20:39.341215] [INFO ] [sig       ] [937/3412] Forecasting DOUG...
[2026-02-11T20:20:39.341245] [INFO ] [sig       ] Generating forecast for: DOUG
[2026-02-11T20:20:39.341279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2026-02-11T20:20:39.352822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2026-02-11T20:20:39.353204] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2026-02-11T20:20:39.354128] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2026-02-11T20:20:39.354350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:39.354384] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:39.354412] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:39.354473] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:39.414799] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:39.415705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:39.415794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:39.415827] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:39.535024] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:39.535199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:39.535241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:39.535270] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:39.538849] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2026-02-11T20:20:39.539186] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2026-02-11T20:20:39.539322] [INFO ] [sig       ] DOUG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:39.686304] [INFO ] [LOCAL     ] Saved forecast: DOUG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DOUG.txt
[2026-02-11T20:20:39.686466] [INFO ] [sig       ] [937/3412] Completed DOUG in 0.3s | 2.80 sym/s | Total: 5.6m | ETA: 14.7m
[2026-02-11T20:20:39.686505] [INFO ] [sig       ] [938/3412] Forecasting DOX...
[2026-02-11T20:20:39.686534] [INFO ] [sig       ] Generating forecast for: DOX
[2026-02-11T20:20:39.686564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2026-02-11T20:20:39.699103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2026-02-11T20:20:39.699747] [INFO ] [FORECASTER] Starting predict_future for DOX
[2026-02-11T20:20:39.700821] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2026-02-11T20:20:39.700886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:39.700921] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:39.700948] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:39.701007] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:39.769791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:39.771052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:39.771343] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:39.771390] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:39.896640] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:39.896803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:39.896845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:39.896875] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:39.900524] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=75.49%)
[2026-02-11T20:20:39.900840] [INFO ] [FORECASTER] Completed predict_future for DOX
[2026-02-11T20:20:39.900979] [INFO ] [sig       ] DOX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:40.045030] [INFO ] [LOCAL     ] Saved forecast: DOX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DOX.txt
[2026-02-11T20:20:40.045190] [INFO ] [sig       ] [938/3412] Completed DOX in 0.4s | 2.80 sym/s | Total: 5.6m | ETA: 14.7m
[2026-02-11T20:20:40.045230] [INFO ] [sig       ] [939/3412] Forecasting DPG...
[2026-02-11T20:20:40.045259] [INFO ] [sig       ] Generating forecast for: DPG
[2026-02-11T20:20:40.045291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2026-02-11T20:20:40.057957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2026-02-11T20:20:40.058232] [INFO ] [FORECASTER] Starting predict_future for DPG
[2026-02-11T20:20:40.059059] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2026-02-11T20:20:40.059122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:40.059161] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:40.059190] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:40.059248] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:40.120369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:40.121216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:40.121302] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:40.121335] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:40.243351] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:40.243717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:40.243759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:40.243786] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:40.247518] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=72.35%)
[2026-02-11T20:20:40.247842] [INFO ] [FORECASTER] Completed predict_future for DPG
[2026-02-11T20:20:40.247983] [INFO ] [sig       ] DPG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:40.397664] [INFO ] [LOCAL     ] Saved forecast: DPG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DPG.txt
[2026-02-11T20:20:40.397838] [INFO ] [sig       ] [939/3412] Completed DPG in 0.4s | 2.80 sym/s | Total: 5.6m | ETA: 14.7m
[2026-02-11T20:20:40.397880] [INFO ] [sig       ] [940/3412] Forecasting DPRO...
[2026-02-11T20:20:40.397911] [INFO ] [sig       ] Generating forecast for: DPRO
[2026-02-11T20:20:40.397942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2026-02-11T20:20:40.411718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2026-02-11T20:20:40.412057] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2026-02-11T20:20:40.412995] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2026-02-11T20:20:40.413050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:40.413081] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:40.413110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:40.413168] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:40.486999] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:40.488533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:40.488660] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:40.488704] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:40.615228] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:40.615387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:40.615428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:40.615456] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:40.619075] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2026-02-11T20:20:40.619362] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2026-02-11T20:20:40.619495] [INFO ] [sig       ] DPRO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:40.762595] [INFO ] [LOCAL     ] Saved forecast: DPRO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DPRO.txt
[2026-02-11T20:20:40.762771] [INFO ] [sig       ] [940/3412] Completed DPRO in 0.4s | 2.80 sym/s | Total: 5.6m | ETA: 14.7m
[2026-02-11T20:20:40.762813] [INFO ] [sig       ] [941/3412] Forecasting DPZ...
[2026-02-11T20:20:40.762844] [INFO ] [sig       ] Generating forecast for: DPZ
[2026-02-11T20:20:40.762878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2026-02-11T20:20:40.775864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2026-02-11T20:20:40.776262] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2026-02-11T20:20:40.777323] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2026-02-11T20:20:40.777377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:40.777409] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:40.777436] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:40.777678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:40.834375] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:40.835271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:40.835415] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:40.835449] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:40.952648] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:40.952812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:40.952853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:40.952882] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:40.957064] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=20.21%)
[2026-02-11T20:20:40.957672] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2026-02-11T20:20:40.957829] [INFO ] [sig       ] DPZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:41.114563] [INFO ] [LOCAL     ] Saved forecast: DPZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DPZ.txt
[2026-02-11T20:20:41.114807] [INFO ] [sig       ] [941/3412] Completed DPZ in 0.4s | 2.80 sym/s | Total: 5.6m | ETA: 14.7m
[2026-02-11T20:20:41.114881] [INFO ] [sig       ] [942/3412] Forecasting DQ...
[2026-02-11T20:20:41.114933] [INFO ] [sig       ] Generating forecast for: DQ
[2026-02-11T20:20:41.114983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2026-02-11T20:20:41.129512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2026-02-11T20:20:41.129927] [INFO ] [FORECASTER] Starting predict_future for DQ
[2026-02-11T20:20:41.130856] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2026-02-11T20:20:41.130913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:41.130945] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:41.130972] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:41.131032] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:41.191081] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:41.191980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:41.192073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:41.192110] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:41.319079] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:41.319240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:41.319282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:41.319312] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:41.322896] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=80.96%)
[2026-02-11T20:20:41.323186] [INFO ] [FORECASTER] Completed predict_future for DQ
[2026-02-11T20:20:41.323322] [INFO ] [sig       ] DQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:41.482176] [INFO ] [LOCAL     ] Saved forecast: DQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DQ.txt
[2026-02-11T20:20:41.482345] [INFO ] [sig       ] [942/3412] Completed DQ in 0.4s | 2.80 sym/s | Total: 5.6m | ETA: 14.7m
[2026-02-11T20:20:41.482384] [INFO ] [sig       ] [943/3412] Forecasting DRD...
[2026-02-11T20:20:41.482413] [INFO ] [sig       ] Generating forecast for: DRD
[2026-02-11T20:20:41.482444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2026-02-11T20:20:41.493494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2026-02-11T20:20:41.493825] [INFO ] [FORECASTER] Starting predict_future for DRD
[2026-02-11T20:20:41.494657] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2026-02-11T20:20:41.494710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:41.494741] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:41.494767] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:41.494824] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:41.553653] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:41.554373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:41.554456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:41.554488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:41.677851] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:41.678015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:41.678056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:41.678085] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:41.681645] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=82.56%)
[2026-02-11T20:20:41.681937] [INFO ] [FORECASTER] Completed predict_future for DRD
[2026-02-11T20:20:41.682103] [INFO ] [sig       ] DRD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:41.824860] [INFO ] [LOCAL     ] Saved forecast: DRD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DRD.txt
[2026-02-11T20:20:41.825036] [INFO ] [sig       ] [943/3412] Completed DRD in 0.3s | 2.80 sym/s | Total: 5.6m | ETA: 14.7m
[2026-02-11T20:20:41.825085] [INFO ] [sig       ] [944/3412] Forecasting DRH...
[2026-02-11T20:20:41.825120] [INFO ] [sig       ] Generating forecast for: DRH
[2026-02-11T20:20:41.825159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2026-02-11T20:20:41.840450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2026-02-11T20:20:41.840945] [INFO ] [FORECASTER] Starting predict_future for DRH
[2026-02-11T20:20:41.842079] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2026-02-11T20:20:41.842159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:41.842213] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:41.842252] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:41.842337] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:41.909412] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:41.910315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:41.910406] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:41.910441] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:42.065107] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:42.065459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:42.065503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:42.065533] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:42.069386] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=59.66%)
[2026-02-11T20:20:42.069702] [INFO ] [FORECASTER] Completed predict_future for DRH
[2026-02-11T20:20:42.069840] [INFO ] [sig       ] DRH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:42.221887] [INFO ] [LOCAL     ] Saved forecast: DRH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DRH.txt
[2026-02-11T20:20:42.222087] [INFO ] [sig       ] [944/3412] Completed DRH in 0.4s | 2.80 sym/s | Total: 5.6m | ETA: 14.7m
[2026-02-11T20:20:42.222130] [INFO ] [sig       ] [945/3412] Forecasting DRI...
[2026-02-11T20:20:42.222162] [INFO ] [sig       ] Generating forecast for: DRI
[2026-02-11T20:20:42.222195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2026-02-11T20:20:42.233904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2026-02-11T20:20:42.234269] [INFO ] [FORECASTER] Starting predict_future for DRI
[2026-02-11T20:20:42.235100] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2026-02-11T20:20:42.235154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:42.235186] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:42.235213] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:42.235271] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:42.297968] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:42.298851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:42.298939] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:42.298972] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:42.428362] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:42.428532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:42.428611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:42.428667] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:42.432175] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2026-02-11T20:20:42.432728] [INFO ] [FORECASTER] Completed predict_future for DRI
[2026-02-11T20:20:42.432876] [INFO ] [sig       ] DRI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:42.585043] [INFO ] [LOCAL     ] Saved forecast: DRI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DRI.txt
[2026-02-11T20:20:42.585212] [INFO ] [sig       ] [945/3412] Completed DRI in 0.4s | 2.80 sym/s | Total: 5.6m | ETA: 14.7m
[2026-02-11T20:20:42.585254] [INFO ] [sig       ] [946/3412] Forecasting DRIO...
[2026-02-11T20:20:42.585284] [INFO ] [sig       ] Generating forecast for: DRIO
[2026-02-11T20:20:42.585514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2026-02-11T20:20:42.599013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2026-02-11T20:20:42.599510] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2026-02-11T20:20:42.600785] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2026-02-11T20:20:42.600856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:42.600909] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:42.600950] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:42.601041] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:42.667542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:42.668466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:42.668560] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:42.668628] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:42.795545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:42.795732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:42.795777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:42.795807] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:42.799547] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: DOWN (p=35.25%)
[2026-02-11T20:20:42.799927] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2026-02-11T20:20:42.800076] [INFO ] [sig       ] DRIO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:42.946102] [INFO ] [LOCAL     ] Saved forecast: DRIO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DRIO.txt
[2026-02-11T20:20:42.946256] [INFO ] [sig       ] [946/3412] Completed DRIO in 0.4s | 2.80 sym/s | Total: 5.6m | ETA: 14.7m
[2026-02-11T20:20:42.946303] [INFO ] [sig       ] [947/3412] Forecasting DRLL...
[2026-02-11T20:20:42.946338] [INFO ] [sig       ] Generating forecast for: DRLL
[2026-02-11T20:20:42.946374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2026-02-11T20:20:42.958709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2026-02-11T20:20:42.959083] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2026-02-11T20:20:42.959960] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2026-02-11T20:20:42.960014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:42.960048] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:42.960076] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:42.960135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:43.022992] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:43.023885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:43.023995] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:43.024029] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:43.149112] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:43.149314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:43.149365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:43.149397] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:43.153548] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=22.45%)
[2026-02-11T20:20:43.153872] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2026-02-11T20:20:43.154032] [INFO ] [sig       ] DRLL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:43.304687] [INFO ] [LOCAL     ] Saved forecast: DRLL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DRLL.txt
[2026-02-11T20:20:43.304890] [INFO ] [sig       ] [947/3412] Completed DRLL in 0.4s | 2.80 sym/s | Total: 5.6m | ETA: 14.7m
[2026-02-11T20:20:43.304942] [INFO ] [sig       ] [948/3412] Forecasting DRMA...
[2026-02-11T20:20:43.304975] [INFO ] [sig       ] Generating forecast for: DRMA
[2026-02-11T20:20:43.305008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2026-02-11T20:20:43.319505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2026-02-11T20:20:43.319964] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2026-02-11T20:20:43.321258] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2026-02-11T20:20:43.321317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:43.322075] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:43.322123] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:43.322201] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:43.392208] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:43.393335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:43.393440] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:43.393477] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:43.528315] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:43.528703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:43.528749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:43.528780] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:43.532610] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2026-02-11T20:20:43.532953] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2026-02-11T20:20:43.533101] [INFO ] [sig       ] DRMA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:43.681440] [INFO ] [LOCAL     ] Saved forecast: DRMA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DRMA.txt
[2026-02-11T20:20:43.681623] [INFO ] [sig       ] [948/3412] Completed DRMA in 0.4s | 2.80 sym/s | Total: 5.6m | ETA: 14.7m
[2026-02-11T20:20:43.681668] [INFO ] [sig       ] [949/3412] Forecasting DRS...
[2026-02-11T20:20:43.681699] [INFO ] [sig       ] Generating forecast for: DRS
[2026-02-11T20:20:43.681735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2026-02-11T20:20:43.693872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2026-02-11T20:20:43.694222] [INFO ] [FORECASTER] Starting predict_future for DRS
[2026-02-11T20:20:43.695066] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2026-02-11T20:20:43.695120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:43.695157] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:43.695194] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:43.695252] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:43.758598] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:43.759645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:43.759740] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:43.759775] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:43.877797] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:43.877964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:43.878007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:43.878037] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:43.881602] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: DOWN (p=16.97%)
[2026-02-11T20:20:43.881892] [INFO ] [FORECASTER] Completed predict_future for DRS
[2026-02-11T20:20:43.882036] [INFO ] [sig       ] DRS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:44.033856] [INFO ] [LOCAL     ] Saved forecast: DRS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DRS.txt
[2026-02-11T20:20:44.034028] [INFO ] [sig       ] [949/3412] Completed DRS in 0.4s | 2.80 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-11T20:20:44.034068] [INFO ] [sig       ] [950/3412] Forecasting DRTS...
[2026-02-11T20:20:44.034098] [INFO ] [sig       ] Generating forecast for: DRTS
[2026-02-11T20:20:44.034138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2026-02-11T20:20:44.046634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2026-02-11T20:20:44.047048] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2026-02-11T20:20:44.047962] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2026-02-11T20:20:44.048015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:44.048048] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:44.048080] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:44.048149] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:44.109500] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:44.110393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:44.110479] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:44.110513] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:44.234656] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:44.234835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:44.234889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:44.234921] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:44.238516] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=32.73%)
[2026-02-11T20:20:44.238828] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2026-02-11T20:20:44.238963] [INFO ] [sig       ] DRTS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:44.384552] [INFO ] [LOCAL     ] Saved forecast: DRTS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DRTS.txt
[2026-02-11T20:20:44.384746] [INFO ] [sig       ] [950/3412] Completed DRTS in 0.4s | 2.80 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-11T20:20:44.384793] [INFO ] [sig       ] [951/3412] Forecasting DRUG...
[2026-02-11T20:20:44.384824] [INFO ] [sig       ] Generating forecast for: DRUG
[2026-02-11T20:20:44.384864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2026-02-11T20:20:44.397261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2026-02-11T20:20:44.397617] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2026-02-11T20:20:44.398488] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2026-02-11T20:20:44.398540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:44.398597] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:44.398628] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:44.398692] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:44.457430] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:44.458226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:44.458316] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:44.458349] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:44.579193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:44.579371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:44.579420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:44.579501] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:44.583177] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: UP (p=91.90%)
[2026-02-11T20:20:44.583468] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2026-02-11T20:20:44.583621] [INFO ] [sig       ] DRUG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:44.727615] [INFO ] [LOCAL     ] Saved forecast: DRUG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DRUG.txt
[2026-02-11T20:20:44.727784] [INFO ] [sig       ] [951/3412] Completed DRUG in 0.3s | 2.80 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-11T20:20:44.727825] [INFO ] [sig       ] [952/3412] Forecasting DRVN...
[2026-02-11T20:20:44.727856] [INFO ] [sig       ] Generating forecast for: DRVN
[2026-02-11T20:20:44.727887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2026-02-11T20:20:44.739662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2026-02-11T20:20:44.740040] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2026-02-11T20:20:44.740910] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2026-02-11T20:20:44.740963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:44.740996] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:44.741023] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:44.741081] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:44.800311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:44.801275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:44.801366] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:44.801401] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:44.926731] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:44.926892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:44.926933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:44.926962] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:44.930494] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: DOWN (p=38.20%)
[2026-02-11T20:20:44.930798] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2026-02-11T20:20:44.930930] [INFO ] [sig       ] DRVN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:45.082814] [INFO ] [LOCAL     ] Saved forecast: DRVN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DRVN.txt
[2026-02-11T20:20:45.082983] [INFO ] [sig       ] [952/3412] Completed DRVN in 0.4s | 2.80 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-11T20:20:45.083026] [INFO ] [sig       ] [953/3412] Forecasting DSGX...
[2026-02-11T20:20:45.083056] [INFO ] [sig       ] Generating forecast for: DSGX
[2026-02-11T20:20:45.083101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2026-02-11T20:20:45.096295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2026-02-11T20:20:45.096886] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2026-02-11T20:20:45.098056] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2026-02-11T20:20:45.098112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:45.098157] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:45.098189] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:45.098276] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:45.160012] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:45.161036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:45.161159] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:45.161195] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:45.290099] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:45.290278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:45.290355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:45.290402] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:45.294270] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=42.80%)
[2026-02-11T20:20:45.294556] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2026-02-11T20:20:45.294714] [INFO ] [sig       ] DSGX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:45.447836] [INFO ] [LOCAL     ] Saved forecast: DSGX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DSGX.txt
[2026-02-11T20:20:45.448014] [INFO ] [sig       ] [953/3412] Completed DSGX in 0.4s | 2.80 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-11T20:20:45.448060] [INFO ] [sig       ] [954/3412] Forecasting DSL...
[2026-02-11T20:20:45.448091] [INFO ] [sig       ] Generating forecast for: DSL
[2026-02-11T20:20:45.448125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2026-02-11T20:20:45.460762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2026-02-11T20:20:45.461198] [INFO ] [FORECASTER] Starting predict_future for DSL
[2026-02-11T20:20:45.462056] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2026-02-11T20:20:45.462110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:45.462146] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:45.462175] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:45.462234] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:45.519547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:45.520506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:45.520634] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:45.520671] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:45.647740] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:45.647907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:45.647953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:45.647984] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:45.651746] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=18.19%)
[2026-02-11T20:20:45.652087] [INFO ] [FORECASTER] Completed predict_future for DSL
[2026-02-11T20:20:45.652260] [INFO ] [sig       ] DSL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:45.805886] [INFO ] [LOCAL     ] Saved forecast: DSL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DSL.txt
[2026-02-11T20:20:45.806079] [INFO ] [sig       ] [954/3412] Completed DSL in 0.4s | 2.80 sym/s | Total: 5.7m | ETA: 14.6m
[2026-02-11T20:20:45.806122] [INFO ] [sig       ] [955/3412] Forecasting DSM...
[2026-02-11T20:20:45.806153] [INFO ] [sig       ] Generating forecast for: DSM
[2026-02-11T20:20:45.806182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2026-02-11T20:20:45.817508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2026-02-11T20:20:45.817926] [INFO ] [FORECASTER] Starting predict_future for DSM
[2026-02-11T20:20:45.818947] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2026-02-11T20:20:45.819011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:45.819054] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:45.819088] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:45.819186] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:45.882221] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:45.883155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:45.883247] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:45.883281] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:46.006594] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:46.006756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:46.006799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:46.006830] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:46.010488] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: UP (p=72.99%)
[2026-02-11T20:20:46.010835] [INFO ] [FORECASTER] Completed predict_future for DSM
[2026-02-11T20:20:46.011006] [INFO ] [sig       ] DSM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:46.161927] [INFO ] [LOCAL     ] Saved forecast: DSM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DSM.txt
[2026-02-11T20:20:46.162071] [INFO ] [sig       ] [955/3412] Completed DSM in 0.4s | 2.80 sym/s | Total: 5.7m | ETA: 14.6m
[2026-02-11T20:20:46.162112] [INFO ] [sig       ] [956/3412] Forecasting DSP...
[2026-02-11T20:20:46.162142] [INFO ] [sig       ] Generating forecast for: DSP
[2026-02-11T20:20:46.162174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2026-02-11T20:20:46.173508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2026-02-11T20:20:46.173847] [INFO ] [FORECASTER] Starting predict_future for DSP
[2026-02-11T20:20:46.174687] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2026-02-11T20:20:46.174741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:46.174775] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:46.174804] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:46.174862] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:46.236357] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:46.237335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:46.237427] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:46.237507] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:46.366300] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:46.366466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:46.366509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:46.366538] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:46.370262] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=29.69%)
[2026-02-11T20:20:46.370559] [INFO ] [FORECASTER] Completed predict_future for DSP
[2026-02-11T20:20:46.370718] [INFO ] [sig       ] DSP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:46.522535] [INFO ] [LOCAL     ] Saved forecast: DSP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DSP.txt
[2026-02-11T20:20:46.522717] [INFO ] [sig       ] [956/3412] Completed DSP in 0.4s | 2.80 sym/s | Total: 5.7m | ETA: 14.6m
[2026-02-11T20:20:46.522758] [INFO ] [sig       ] [957/3412] Forecasting DSX...
[2026-02-11T20:20:46.522787] [INFO ] [sig       ] Generating forecast for: DSX
[2026-02-11T20:20:46.522818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2026-02-11T20:20:46.535083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2026-02-11T20:20:46.535458] [INFO ] [FORECASTER] Starting predict_future for DSX
[2026-02-11T20:20:46.536309] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2026-02-11T20:20:46.536363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:46.536395] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:46.536422] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:46.536479] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:46.595553] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:46.596238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:46.596321] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:46.596353] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:46.715613] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:46.715775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:46.715816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:46.715844] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:46.719505] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=52.11%)
[2026-02-11T20:20:46.719801] [INFO ] [FORECASTER] Completed predict_future for DSX
[2026-02-11T20:20:46.719936] [INFO ] [sig       ] DSX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:46.862126] [INFO ] [LOCAL     ] Saved forecast: DSX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DSX.txt
[2026-02-11T20:20:46.862264] [INFO ] [sig       ] [957/3412] Completed DSX in 0.3s | 2.80 sym/s | Total: 5.7m | ETA: 14.6m
[2026-02-11T20:20:46.862302] [INFO ] [sig       ] [958/3412] Forecasting DTB...
[2026-02-11T20:20:46.862332] [INFO ] [sig       ] Generating forecast for: DTB
[2026-02-11T20:20:46.862362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2026-02-11T20:20:46.873460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2026-02-11T20:20:46.873767] [INFO ] [FORECASTER] Starting predict_future for DTB
[2026-02-11T20:20:46.874597] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2026-02-11T20:20:46.874650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:46.874681] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:46.874708] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:46.874764] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:46.936115] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:46.937136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:46.937237] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:46.937299] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:47.049200] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:47.049355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:47.049394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:47.049424] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:47.052831] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=71.40%)
[2026-02-11T20:20:47.053108] [INFO ] [FORECASTER] Completed predict_future for DTB
[2026-02-11T20:20:47.053242] [INFO ] [sig       ] DTB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:47.198998] [INFO ] [LOCAL     ] Saved forecast: DTB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DTB.txt
[2026-02-11T20:20:47.199126] [INFO ] [sig       ] [958/3412] Completed DTB in 0.3s | 2.80 sym/s | Total: 5.7m | ETA: 14.6m
[2026-02-11T20:20:47.199165] [INFO ] [sig       ] [959/3412] Forecasting DTE...
[2026-02-11T20:20:47.199194] [INFO ] [sig       ] Generating forecast for: DTE
[2026-02-11T20:20:47.199225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2026-02-11T20:20:47.211127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2026-02-11T20:20:47.211421] [INFO ] [FORECASTER] Starting predict_future for DTE
[2026-02-11T20:20:47.212249] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2026-02-11T20:20:47.212301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:47.212333] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:47.212359] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:47.212416] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:47.270340] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:47.271017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:47.271098] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:47.271130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:47.381764] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:47.381916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:47.381956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:47.381985] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:47.385381] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=27.85%)
[2026-02-11T20:20:47.385675] [INFO ] [FORECASTER] Completed predict_future for DTE
[2026-02-11T20:20:47.385803] [INFO ] [sig       ] DTE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:47.529350] [INFO ] [LOCAL     ] Saved forecast: DTE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DTE.txt
[2026-02-11T20:20:47.529486] [INFO ] [sig       ] [959/3412] Completed DTE in 0.3s | 2.80 sym/s | Total: 5.7m | ETA: 14.6m
[2026-02-11T20:20:47.529525] [INFO ] [sig       ] [960/3412] Forecasting DTG...
[2026-02-11T20:20:47.529554] [INFO ] [sig       ] Generating forecast for: DTG
[2026-02-11T20:20:47.529604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2026-02-11T20:20:47.541038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2026-02-11T20:20:47.541345] [INFO ] [FORECASTER] Starting predict_future for DTG
[2026-02-11T20:20:47.542150] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2026-02-11T20:20:47.542201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:47.542237] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:47.542263] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:47.542319] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:47.612999] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:47.614237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:47.614355] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:47.614397] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:47.747028] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:47.747201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:47.747249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:47.747281] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:47.751161] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=51.70%)
[2026-02-11T20:20:47.751496] [INFO ] [FORECASTER] Completed predict_future for DTG
[2026-02-11T20:20:47.751674] [INFO ] [sig       ] DTG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:47.908009] [INFO ] [LOCAL     ] Saved forecast: DTG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DTG.txt
[2026-02-11T20:20:47.908160] [INFO ] [sig       ] [960/3412] Completed DTG in 0.4s | 2.80 sym/s | Total: 5.7m | ETA: 14.6m
[2026-02-11T20:20:47.908204] [INFO ] [sig       ] [961/3412] Forecasting DTIL...
[2026-02-11T20:20:47.908240] [INFO ] [sig       ] Generating forecast for: DTIL
[2026-02-11T20:20:47.908277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2026-02-11T20:20:47.919862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2026-02-11T20:20:47.920179] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2026-02-11T20:20:47.921028] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2026-02-11T20:20:47.921080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:47.921111] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:47.921138] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:47.921195] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:47.983147] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:47.984007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:47.984097] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:47.984131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:48.109948] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:48.110113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:48.110155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:48.110184] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:48.114680] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=66.00%)
[2026-02-11T20:20:48.115023] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2026-02-11T20:20:48.115169] [INFO ] [sig       ] DTIL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:48.271413] [INFO ] [LOCAL     ] Saved forecast: DTIL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DTIL.txt
[2026-02-11T20:20:48.271646] [INFO ] [sig       ] [961/3412] Completed DTIL in 0.4s | 2.80 sym/s | Total: 5.7m | ETA: 14.6m
[2026-02-11T20:20:48.271716] [INFO ] [sig       ] [962/3412] Forecasting DTM...
[2026-02-11T20:20:48.271754] [INFO ] [sig       ] Generating forecast for: DTM
[2026-02-11T20:20:48.271797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2026-02-11T20:20:48.284832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2026-02-11T20:20:48.285193] [INFO ] [FORECASTER] Starting predict_future for DTM
[2026-02-11T20:20:48.286088] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2026-02-11T20:20:48.286152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:48.286187] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:48.286214] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:48.286272] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:48.350804] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:48.351668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:48.351756] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:48.351791] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:48.486960] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:48.487142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:48.487192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:48.487231] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:48.491184] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=93.99%)
[2026-02-11T20:20:48.491522] [INFO ] [FORECASTER] Completed predict_future for DTM
[2026-02-11T20:20:48.491694] [INFO ] [sig       ] DTM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:48.653084] [INFO ] [LOCAL     ] Saved forecast: DTM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DTM.txt
[2026-02-11T20:20:48.653276] [INFO ] [sig       ] [962/3412] Completed DTM in 0.4s | 2.80 sym/s | Total: 5.7m | ETA: 14.6m
[2026-02-11T20:20:48.653332] [INFO ] [sig       ] [963/3412] Forecasting DUK...
[2026-02-11T20:20:48.653379] [INFO ] [sig       ] Generating forecast for: DUK
[2026-02-11T20:20:48.653424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2026-02-11T20:20:48.668041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2026-02-11T20:20:48.668462] [INFO ] [FORECASTER] Starting predict_future for DUK
[2026-02-11T20:20:48.669413] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2026-02-11T20:20:48.669472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:48.669513] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:48.669541] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:48.669639] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:48.736332] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:48.737294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:48.737393] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:48.737426] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:48.873170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:48.873335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:48.873377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:48.873406] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:48.877214] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=87.89%)
[2026-02-11T20:20:48.877540] [INFO ] [FORECASTER] Completed predict_future for DUK
[2026-02-11T20:20:48.877701] [INFO ] [sig       ] DUK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:49.046112] [INFO ] [LOCAL     ] Saved forecast: DUK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DUK.txt
[2026-02-11T20:20:49.046323] [INFO ] [sig       ] [963/3412] Completed DUK in 0.4s | 2.80 sym/s | Total: 5.7m | ETA: 14.6m
[2026-02-11T20:20:49.046392] [INFO ] [sig       ] [964/3412] Forecasting DUKB...
[2026-02-11T20:20:49.046439] [INFO ] [sig       ] Generating forecast for: DUKB
[2026-02-11T20:20:49.046489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2026-02-11T20:20:49.060913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2026-02-11T20:20:49.061279] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2026-02-11T20:20:49.062310] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2026-02-11T20:20:49.062365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:49.062399] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:49.062428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:49.062487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:49.128556] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:49.129708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:49.129818] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:49.129864] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:49.270191] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:49.270351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:49.270401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:49.270447] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:49.274598] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=73.57%)
[2026-02-11T20:20:49.274911] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2026-02-11T20:20:49.275052] [INFO ] [sig       ] DUKB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:49.432894] [INFO ] [LOCAL     ] Saved forecast: DUKB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DUKB.txt
[2026-02-11T20:20:49.433053] [INFO ] [sig       ] [964/3412] Completed DUKB in 0.4s | 2.80 sym/s | Total: 5.7m | ETA: 14.6m
[2026-02-11T20:20:49.433105] [INFO ] [sig       ] [965/3412] Forecasting DUOL...
[2026-02-11T20:20:49.433139] [INFO ] [sig       ] Generating forecast for: DUOL
[2026-02-11T20:20:49.433172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2026-02-11T20:20:49.445407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2026-02-11T20:20:49.445777] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2026-02-11T20:20:49.446743] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2026-02-11T20:20:49.446809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:49.446888] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:49.446925] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:49.446986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:49.510847] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:49.511827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:49.511922] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:49.511956] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:49.641184] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:49.641347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:49.641390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:49.641426] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:49.645830] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2026-02-11T20:20:49.646134] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2026-02-11T20:20:49.646276] [INFO ] [sig       ] DUOL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:49.804999] [INFO ] [LOCAL     ] Saved forecast: DUOL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DUOL.txt
[2026-02-11T20:20:49.805153] [INFO ] [sig       ] [965/3412] Completed DUOL in 0.4s | 2.80 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-11T20:20:49.805202] [INFO ] [sig       ] [966/3412] Forecasting DVA...
[2026-02-11T20:20:49.805234] [INFO ] [sig       ] Generating forecast for: DVA
[2026-02-11T20:20:49.805268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2026-02-11T20:20:49.818295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2026-02-11T20:20:49.818736] [INFO ] [FORECASTER] Starting predict_future for DVA
[2026-02-11T20:20:49.819752] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2026-02-11T20:20:49.819815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:49.819858] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:49.819886] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:49.819944] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:49.896914] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:49.898054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:49.898156] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:49.898193] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:50.029660] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:50.029820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:50.029868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:50.029912] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:50.034042] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=76.01%)
[2026-02-11T20:20:50.034342] [INFO ] [FORECASTER] Completed predict_future for DVA
[2026-02-11T20:20:50.034481] [INFO ] [sig       ] DVA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:50.185152] [INFO ] [LOCAL     ] Saved forecast: DVA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DVA.txt
[2026-02-11T20:20:50.185293] [INFO ] [sig       ] [966/3412] Completed DVA in 0.4s | 2.80 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-11T20:20:50.185333] [INFO ] [sig       ] [967/3412] Forecasting DVN...
[2026-02-11T20:20:50.185361] [INFO ] [sig       ] Generating forecast for: DVN
[2026-02-11T20:20:50.185392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2026-02-11T20:20:50.198117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2026-02-11T20:20:50.198670] [INFO ] [FORECASTER] Starting predict_future for DVN
[2026-02-11T20:20:50.199479] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2026-02-11T20:20:50.199531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:50.199562] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:50.199607] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:50.199665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:50.259475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:50.260342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:50.260429] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:50.260462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:50.384204] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:50.384367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:50.384407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:50.384435] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:50.387925] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: UP (p=90.02%)
[2026-02-11T20:20:50.388216] [INFO ] [FORECASTER] Completed predict_future for DVN
[2026-02-11T20:20:50.388392] [INFO ] [sig       ] DVN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:50.533691] [INFO ] [LOCAL     ] Saved forecast: DVN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DVN.txt
[2026-02-11T20:20:50.533844] [INFO ] [sig       ] [967/3412] Completed DVN in 0.3s | 2.80 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-11T20:20:50.533884] [INFO ] [sig       ] [968/3412] Forecasting DWAS...
[2026-02-11T20:20:50.533912] [INFO ] [sig       ] Generating forecast for: DWAS
[2026-02-11T20:20:50.533944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2026-02-11T20:20:50.546443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2026-02-11T20:20:50.547020] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2026-02-11T20:20:50.547878] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2026-02-11T20:20:50.547931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:50.547963] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:50.547990] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:50.548046] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:50.606214] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:50.607144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:50.607235] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:50.607268] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:50.729261] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:50.729428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:50.729469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:50.729536] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:50.733243] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=54.90%)
[2026-02-11T20:20:50.733645] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2026-02-11T20:20:50.733807] [INFO ] [sig       ] DWAS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:50.877185] [INFO ] [LOCAL     ] Saved forecast: DWAS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DWAS.txt
[2026-02-11T20:20:50.877355] [INFO ] [sig       ] [968/3412] Completed DWAS in 0.3s | 2.80 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-11T20:20:50.877396] [INFO ] [sig       ] [969/3412] Forecasting DWSH...
[2026-02-11T20:20:50.877426] [INFO ] [sig       ] Generating forecast for: DWSH
[2026-02-11T20:20:50.877478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2026-02-11T20:20:50.889825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2026-02-11T20:20:50.890222] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2026-02-11T20:20:50.891298] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2026-02-11T20:20:50.891351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:50.891382] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:50.891408] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:50.891464] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:50.950523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:50.951450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:50.951538] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:50.951590] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:51.067295] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:51.067493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:51.067537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:51.067609] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:51.071463] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2026-02-11T20:20:51.071764] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2026-02-11T20:20:51.071900] [INFO ] [sig       ] DWSH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:51.213893] [INFO ] [LOCAL     ] Saved forecast: DWSH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DWSH.txt
[2026-02-11T20:20:51.214040] [INFO ] [sig       ] [969/3412] Completed DWSH in 0.3s | 2.80 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-11T20:20:51.214080] [INFO ] [sig       ] [970/3412] Forecasting DX...
[2026-02-11T20:20:51.214110] [INFO ] [sig       ] Generating forecast for: DX
[2026-02-11T20:20:51.214140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2026-02-11T20:20:51.226177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2026-02-11T20:20:51.226517] [INFO ] [FORECASTER] Starting predict_future for DX
[2026-02-11T20:20:51.227374] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2026-02-11T20:20:51.227429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:51.227488] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:51.227518] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:51.227591] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:51.287444] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:51.288327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:51.288431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:51.288465] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:51.413791] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:51.413972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:51.414014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:51.414043] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:51.418121] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2026-02-11T20:20:51.418448] [INFO ] [FORECASTER] Completed predict_future for DX
[2026-02-11T20:20:51.418606] [INFO ] [sig       ] DX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:51.566990] [INFO ] [LOCAL     ] Saved forecast: DX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DX.txt
[2026-02-11T20:20:51.567186] [INFO ] [sig       ] [970/3412] Completed DX in 0.4s | 2.80 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-11T20:20:51.567250] [INFO ] [sig       ] [971/3412] Forecasting DXC...
[2026-02-11T20:20:51.567300] [INFO ] [sig       ] Generating forecast for: DXC
[2026-02-11T20:20:51.567346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2026-02-11T20:20:51.580208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2026-02-11T20:20:51.580558] [INFO ] [FORECASTER] Starting predict_future for DXC
[2026-02-11T20:20:51.581467] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2026-02-11T20:20:51.581524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:51.581556] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:51.581606] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:51.581679] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:51.645991] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:51.646906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:51.647037] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:51.647073] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:51.783220] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:51.783390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:51.783446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:51.783478] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:51.787205] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2026-02-11T20:20:51.787569] [INFO ] [FORECASTER] Completed predict_future for DXC
[2026-02-11T20:20:51.787763] [INFO ] [sig       ] DXC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:51.945210] [INFO ] [LOCAL     ] Saved forecast: DXC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DXC.txt
[2026-02-11T20:20:51.945372] [INFO ] [sig       ] [971/3412] Completed DXC in 0.4s | 2.80 sym/s | Total: 5.8m | ETA: 14.5m
[2026-02-11T20:20:51.945413] [INFO ] [sig       ] [972/3412] Forecasting DXCM...
[2026-02-11T20:20:51.945446] [INFO ] [sig       ] Generating forecast for: DXCM
[2026-02-11T20:20:51.945488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2026-02-11T20:20:51.957796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2026-02-11T20:20:51.958150] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2026-02-11T20:20:51.959096] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2026-02-11T20:20:51.959150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:51.959184] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:51.959212] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:51.959272] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:52.025955] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:52.026950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:52.027054] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:52.027096] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:52.156923] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:52.157090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:52.157151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:52.157186] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:52.161073] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=54.86%)
[2026-02-11T20:20:52.161441] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2026-02-11T20:20:52.161645] [INFO ] [sig       ] DXCM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:52.315611] [INFO ] [LOCAL     ] Saved forecast: DXCM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DXCM.txt
[2026-02-11T20:20:52.315766] [INFO ] [sig       ] [972/3412] Completed DXCM in 0.4s | 2.80 sym/s | Total: 5.8m | ETA: 14.5m
[2026-02-11T20:20:52.315806] [INFO ] [sig       ] [973/3412] Forecasting DXPE...
[2026-02-11T20:20:52.315836] [INFO ] [sig       ] Generating forecast for: DXPE
[2026-02-11T20:20:52.315866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2026-02-11T20:20:52.327299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2026-02-11T20:20:52.327712] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2026-02-11T20:20:52.328528] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2026-02-11T20:20:52.328604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:52.328638] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:52.328675] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:52.328734] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:52.388212] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:52.389041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:52.389127] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:52.389161] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:52.509334] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:52.509494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:52.509535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:52.509564] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:52.513209] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2026-02-11T20:20:52.513491] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2026-02-11T20:20:52.513643] [INFO ] [sig       ] DXPE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:52.663952] [INFO ] [LOCAL     ] Saved forecast: DXPE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/DXPE.txt
[2026-02-11T20:20:52.664123] [INFO ] [sig       ] [973/3412] Completed DXPE in 0.3s | 2.80 sym/s | Total: 5.8m | ETA: 14.5m
[2026-02-11T20:20:52.664166] [INFO ] [sig       ] [974/3412] Forecasting DY...
[2026-02-11T20:20:52.664197] [INFO ] [sig       ] Generating forecast for: DY
[2026-02-11T20:20:52.664229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2026-02-11T20:20:52.679085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2026-02-11T20:20:52.679508] [INFO ] [FORECASTER] Starting predict_future for DY
[2026-02-11T20:20:52.680368] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2026-02-11T20:20:52.680423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:52.680455] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:52.680481] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:52.680538] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:52.743517] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:52.744478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:52.744601] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:52.744648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:52.882281] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:52.882500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:52.882560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:52.882618] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:52.887801] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2026-02-11T20:20:52.888217] [INFO ] [FORECASTER] Completed predict_future for DY
[2026-02-11T20:20:52.888377] [INFO ] [sig       ] DY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:53.031627] [INFO ] [LOCAL     ] Saved forecast: DY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DY.txt
[2026-02-11T20:20:53.031819] [INFO ] [sig       ] [974/3412] Completed DY in 0.4s | 2.80 sym/s | Total: 5.8m | ETA: 14.5m
[2026-02-11T20:20:53.031861] [INFO ] [sig       ] [975/3412] Forecasting DYN...
[2026-02-11T20:20:53.031892] [INFO ] [sig       ] Generating forecast for: DYN
[2026-02-11T20:20:53.031923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2026-02-11T20:20:53.044191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2026-02-11T20:20:53.044591] [INFO ] [FORECASTER] Starting predict_future for DYN
[2026-02-11T20:20:53.045409] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2026-02-11T20:20:53.045461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:53.045492] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:53.045519] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:53.045598] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:53.104674] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:53.105493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:53.105631] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:53.105668] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:53.232787] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:53.232951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:53.232992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:53.233020] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:53.236545] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: UP (p=87.97%)
[2026-02-11T20:20:53.236858] [INFO ] [FORECASTER] Completed predict_future for DYN
[2026-02-11T20:20:53.236992] [INFO ] [sig       ] DYN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:53.381853] [INFO ] [LOCAL     ] Saved forecast: DYN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/DYN.txt
[2026-02-11T20:20:53.382024] [INFO ] [sig       ] [975/3412] Completed DYN in 0.4s | 2.80 sym/s | Total: 5.8m | ETA: 14.5m
[2026-02-11T20:20:53.382067] [INFO ] [sig       ] [976/3412] Forecasting E...
[2026-02-11T20:20:53.382098] [INFO ] [sig       ] Generating forecast for: E
[2026-02-11T20:20:53.382131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2026-02-11T20:20:53.395568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2026-02-11T20:20:53.396015] [INFO ] [FORECASTER] Starting predict_future for E
[2026-02-11T20:20:53.396954] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2026-02-11T20:20:53.397009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:53.397044] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:53.397072] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:53.397133] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:53.461563] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:53.462637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:53.462730] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:53.462764] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:53.594509] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:53.594698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:53.594741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:53.594771] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:53.598338] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: DOWN (p=29.95%)
[2026-02-11T20:20:53.598712] [INFO ] [FORECASTER] Completed predict_future for E
[2026-02-11T20:20:53.598854] [INFO ] [sig       ] E: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:53.750756] [INFO ] [LOCAL     ] Saved forecast: E	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/E.txt
[2026-02-11T20:20:53.750922] [INFO ] [sig       ] [976/3412] Completed E in 0.4s | 2.80 sym/s | Total: 5.8m | ETA: 14.5m
[2026-02-11T20:20:53.750965] [INFO ] [sig       ] [977/3412] Forecasting EA...
[2026-02-11T20:20:53.750994] [INFO ] [sig       ] Generating forecast for: EA
[2026-02-11T20:20:53.751025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2026-02-11T20:20:53.763121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2026-02-11T20:20:53.763539] [INFO ] [FORECASTER] Starting predict_future for EA
[2026-02-11T20:20:53.764412] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2026-02-11T20:20:53.764465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:53.764497] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:53.764523] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:53.764607] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:53.821978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:53.822954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:53.823058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:53.823092] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:53.948503] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:53.948692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:53.948734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:53.948764] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:53.952452] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=77.88%)
[2026-02-11T20:20:53.952964] [INFO ] [FORECASTER] Completed predict_future for EA
[2026-02-11T20:20:53.953104] [INFO ] [sig       ] EA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:54.115055] [INFO ] [LOCAL     ] Saved forecast: EA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EA.txt
[2026-02-11T20:20:54.115252] [INFO ] [sig       ] [977/3412] Completed EA in 0.4s | 2.80 sym/s | Total: 5.8m | ETA: 14.5m
[2026-02-11T20:20:54.115311] [INFO ] [sig       ] [978/3412] Forecasting EAF...
[2026-02-11T20:20:54.115349] [INFO ] [sig       ] Generating forecast for: EAF
[2026-02-11T20:20:54.115389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2026-02-11T20:20:54.128603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2026-02-11T20:20:54.129045] [INFO ] [FORECASTER] Starting predict_future for EAF
[2026-02-11T20:20:54.130053] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2026-02-11T20:20:54.130109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:54.130143] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:54.130170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:54.130228] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:54.201361] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:54.202900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:54.203013] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:54.203057] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:54.336400] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:54.336635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:54.336707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:54.336761] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:54.340690] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=18.73%)
[2026-02-11T20:20:54.341036] [INFO ] [FORECASTER] Completed predict_future for EAF
[2026-02-11T20:20:54.341194] [INFO ] [sig       ] EAF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:54.501500] [INFO ] [LOCAL     ] Saved forecast: EAF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EAF.txt
[2026-02-11T20:20:54.501748] [INFO ] [sig       ] [978/3412] Completed EAF in 0.4s | 2.80 sym/s | Total: 5.8m | ETA: 14.5m
[2026-02-11T20:20:54.501806] [INFO ] [sig       ] [979/3412] Forecasting EAI...
[2026-02-11T20:20:54.501853] [INFO ] [sig       ] Generating forecast for: EAI
[2026-02-11T20:20:54.501896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2026-02-11T20:20:54.514001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2026-02-11T20:20:54.514433] [INFO ] [FORECASTER] Starting predict_future for EAI
[2026-02-11T20:20:54.515373] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2026-02-11T20:20:54.515443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:54.515485] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:54.515520] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:54.515599] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:54.585541] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:54.586514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:54.586640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:54.586679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:54.714449] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:54.714662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:54.714714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:54.714756] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:54.718787] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=83.83%)
[2026-02-11T20:20:54.719159] [INFO ] [FORECASTER] Completed predict_future for EAI
[2026-02-11T20:20:54.719323] [INFO ] [sig       ] EAI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:54.874512] [INFO ] [LOCAL     ] Saved forecast: EAI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EAI.txt
[2026-02-11T20:20:54.874713] [INFO ] [sig       ] [979/3412] Completed EAI in 0.4s | 2.80 sym/s | Total: 5.8m | ETA: 14.5m
[2026-02-11T20:20:54.874758] [INFO ] [sig       ] [980/3412] Forecasting EARN...
[2026-02-11T20:20:54.874790] [INFO ] [sig       ] Generating forecast for: EARN
[2026-02-11T20:20:54.874838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2026-02-11T20:20:54.887634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2026-02-11T20:20:54.888092] [INFO ] [FORECASTER] Starting predict_future for EARN
[2026-02-11T20:20:54.889167] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2026-02-11T20:20:54.889222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:54.889254] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:54.889282] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:54.889340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:54.954945] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:54.956197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:54.956288] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:54.956322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:55.088802] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:55.088983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:55.089043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:55.089078] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:55.093350] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=16.72%)
[2026-02-11T20:20:55.093723] [INFO ] [FORECASTER] Completed predict_future for EARN
[2026-02-11T20:20:55.093864] [INFO ] [sig       ] EARN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:55.248296] [INFO ] [LOCAL     ] Saved forecast: EARN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EARN.txt
[2026-02-11T20:20:55.248461] [INFO ] [sig       ] [980/3412] Completed EARN in 0.4s | 2.80 sym/s | Total: 5.8m | ETA: 14.5m
[2026-02-11T20:20:55.248503] [INFO ] [sig       ] [981/3412] Forecasting EB...
[2026-02-11T20:20:55.248535] [INFO ] [sig       ] Generating forecast for: EB
[2026-02-11T20:20:55.248567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2026-02-11T20:20:55.260636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2026-02-11T20:20:55.260998] [INFO ] [FORECASTER] Starting predict_future for EB
[2026-02-11T20:20:55.262005] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2026-02-11T20:20:55.262061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:55.262094] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:55.262123] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:55.262181] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:55.330191] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:55.331327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:55.331421] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:55.331463] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:55.465472] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:55.465841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:55.465888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:55.465918] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:55.469726] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2026-02-11T20:20:55.470016] [INFO ] [FORECASTER] Completed predict_future for EB
[2026-02-11T20:20:55.470152] [INFO ] [sig       ] EB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:55.622514] [INFO ] [LOCAL     ] Saved forecast: EB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EB.txt
[2026-02-11T20:20:55.622690] [INFO ] [sig       ] [981/3412] Completed EB in 0.4s | 2.80 sym/s | Total: 5.8m | ETA: 14.5m
[2026-02-11T20:20:55.622732] [INFO ] [sig       ] [982/3412] Forecasting EBAY...
[2026-02-11T20:20:55.622760] [INFO ] [sig       ] Generating forecast for: EBAY
[2026-02-11T20:20:55.622792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2026-02-11T20:20:55.635199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2026-02-11T20:20:55.635536] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2026-02-11T20:20:55.636469] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2026-02-11T20:20:55.636523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:55.636604] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:55.636637] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:55.636698] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:55.703214] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:55.704270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:55.704369] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:55.704409] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:55.839389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:55.839566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:55.839646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:55.839678] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:55.843503] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=56.66%)
[2026-02-11T20:20:55.843831] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2026-02-11T20:20:55.843975] [INFO ] [sig       ] EBAY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:56.001905] [INFO ] [LOCAL     ] Saved forecast: EBAY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EBAY.txt
[2026-02-11T20:20:56.002072] [INFO ] [sig       ] [982/3412] Completed EBAY in 0.4s | 2.80 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-11T20:20:56.002114] [INFO ] [sig       ] [983/3412] Forecasting EBC...
[2026-02-11T20:20:56.002145] [INFO ] [sig       ] Generating forecast for: EBC
[2026-02-11T20:20:56.002368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2026-02-11T20:20:56.016261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2026-02-11T20:20:56.016644] [INFO ] [FORECASTER] Starting predict_future for EBC
[2026-02-11T20:20:56.017566] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2026-02-11T20:20:56.017646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:56.017679] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:56.017707] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:56.017766] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:56.082825] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:56.083816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:56.083912] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:56.083946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:56.216846] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:56.217010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:56.217052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:56.217082] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:56.220854] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: DOWN (p=25.80%)
[2026-02-11T20:20:56.221152] [INFO ] [FORECASTER] Completed predict_future for EBC
[2026-02-11T20:20:56.221294] [INFO ] [sig       ] EBC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:56.374213] [INFO ] [LOCAL     ] Saved forecast: EBC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EBC.txt
[2026-02-11T20:20:56.374354] [INFO ] [sig       ] [983/3412] Completed EBC in 0.4s | 2.80 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-11T20:20:56.374422] [INFO ] [sig       ] [984/3412] Forecasting EBF...
[2026-02-11T20:20:56.374460] [INFO ] [sig       ] Generating forecast for: EBF
[2026-02-11T20:20:56.374497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2026-02-11T20:20:56.387150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2026-02-11T20:20:56.387496] [INFO ] [FORECASTER] Starting predict_future for EBF
[2026-02-11T20:20:56.388325] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2026-02-11T20:20:56.388378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:56.388413] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:56.388445] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:56.388513] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:56.448172] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:56.449086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:56.449169] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:56.449201] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:56.571238] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:56.571405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:56.571447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:56.571476] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:56.575291] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=81.00%)
[2026-02-11T20:20:56.575624] [INFO ] [FORECASTER] Completed predict_future for EBF
[2026-02-11T20:20:56.575939] [INFO ] [sig       ] EBF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:56.726998] [INFO ] [LOCAL     ] Saved forecast: EBF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EBF.txt
[2026-02-11T20:20:56.727193] [INFO ] [sig       ] [984/3412] Completed EBF in 0.4s | 2.80 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-11T20:20:56.727244] [INFO ] [sig       ] [985/3412] Forecasting EBON...
[2026-02-11T20:20:56.727278] [INFO ] [sig       ] Generating forecast for: EBON
[2026-02-11T20:20:56.727322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2026-02-11T20:20:56.738674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2026-02-11T20:20:56.739038] [INFO ] [FORECASTER] Starting predict_future for EBON
[2026-02-11T20:20:56.740166] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2026-02-11T20:20:56.740233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:56.740279] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:56.740318] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:56.740389] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:56.805452] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:56.806322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:56.806428] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:56.806474] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:56.912150] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:56.912344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:56.912408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:56.912473] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:56.916181] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=49.14%)
[2026-02-11T20:20:56.916489] [INFO ] [FORECASTER] Completed predict_future for EBON
[2026-02-11T20:20:56.916687] [INFO ] [sig       ] EBON: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:57.066639] [INFO ] [LOCAL     ] Saved forecast: EBON	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EBON.txt
[2026-02-11T20:20:57.066780] [INFO ] [sig       ] [985/3412] Completed EBON in 0.3s | 2.80 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-11T20:20:57.066822] [INFO ] [sig       ] [986/3412] Forecasting EBS...
[2026-02-11T20:20:57.066853] [INFO ] [sig       ] Generating forecast for: EBS
[2026-02-11T20:20:57.066885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2026-02-11T20:20:57.078918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2026-02-11T20:20:57.079261] [INFO ] [FORECASTER] Starting predict_future for EBS
[2026-02-11T20:20:57.080225] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2026-02-11T20:20:57.080280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:57.080324] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:57.080355] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:57.080421] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:57.146675] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:57.147446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:57.147563] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:57.147617] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:57.282087] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:57.282277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:57.282325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:57.282357] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:57.286709] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=20.27%)
[2026-02-11T20:20:57.287030] [INFO ] [FORECASTER] Completed predict_future for EBS
[2026-02-11T20:20:57.287195] [INFO ] [sig       ] EBS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:57.437778] [INFO ] [LOCAL     ] Saved forecast: EBS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EBS.txt
[2026-02-11T20:20:57.437915] [INFO ] [sig       ] [986/3412] Completed EBS in 0.4s | 2.80 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-11T20:20:57.437952] [INFO ] [sig       ] [987/3412] Forecasting EC...
[2026-02-11T20:20:57.437981] [INFO ] [sig       ] Generating forecast for: EC
[2026-02-11T20:20:57.438011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2026-02-11T20:20:57.451256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2026-02-11T20:20:57.451632] [INFO ] [FORECASTER] Starting predict_future for EC
[2026-02-11T20:20:57.452483] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2026-02-11T20:20:57.452534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:57.452566] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:57.452625] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:57.452697] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:57.512058] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:57.513201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:57.513287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:57.513319] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:57.637824] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:57.637989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:57.638031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:57.638060] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:57.641566] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=35.33%)
[2026-02-11T20:20:57.641870] [INFO ] [FORECASTER] Completed predict_future for EC
[2026-02-11T20:20:57.642002] [INFO ] [sig       ] EC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:57.780608] [INFO ] [LOCAL     ] Saved forecast: EC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EC.txt
[2026-02-11T20:20:57.780750] [INFO ] [sig       ] [987/3412] Completed EC in 0.3s | 2.80 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-11T20:20:57.780790] [INFO ] [sig       ] [988/3412] Forecasting ECC...
[2026-02-11T20:20:57.780819] [INFO ] [sig       ] Generating forecast for: ECC
[2026-02-11T20:20:57.780851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2026-02-11T20:20:57.792320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2026-02-11T20:20:57.792682] [INFO ] [FORECASTER] Starting predict_future for ECC
[2026-02-11T20:20:57.793471] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2026-02-11T20:20:57.793523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:57.793555] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:57.793606] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:57.793665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:57.850783] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:57.851568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:57.851689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:57.851722] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:57.969977] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:57.970143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:57.970184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:57.970213] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:57.973722] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=84.60%)
[2026-02-11T20:20:57.974008] [INFO ] [FORECASTER] Completed predict_future for ECC
[2026-02-11T20:20:57.974141] [INFO ] [sig       ] ECC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:58.117672] [INFO ] [LOCAL     ] Saved forecast: ECC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ECC.txt
[2026-02-11T20:20:58.117832] [INFO ] [sig       ] [988/3412] Completed ECC in 0.3s | 2.80 sym/s | Total: 5.9m | ETA: 14.4m
[2026-02-11T20:20:58.118067] [INFO ] [sig       ] [989/3412] Forecasting ECL...
[2026-02-11T20:20:58.118095] [INFO ] [sig       ] Generating forecast for: ECL
[2026-02-11T20:20:58.118126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2026-02-11T20:20:58.131191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2026-02-11T20:20:58.131636] [INFO ] [FORECASTER] Starting predict_future for ECL
[2026-02-11T20:20:58.132555] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2026-02-11T20:20:58.132641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:58.132677] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:58.132706] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:58.132766] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:58.196915] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:58.197888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:58.197982] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:58.198017] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:58.321981] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:58.322152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:58.322195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:58.322225] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:58.326022] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=78.11%)
[2026-02-11T20:20:58.326415] [INFO ] [FORECASTER] Completed predict_future for ECL
[2026-02-11T20:20:58.326620] [INFO ] [sig       ] ECL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:58.482522] [INFO ] [LOCAL     ] Saved forecast: ECL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ECL.txt
[2026-02-11T20:20:58.482708] [INFO ] [sig       ] [989/3412] Completed ECL in 0.4s | 2.80 sym/s | Total: 5.9m | ETA: 14.4m
[2026-02-11T20:20:58.482947] [INFO ] [sig       ] [990/3412] Forecasting ECPG...
[2026-02-11T20:20:58.482976] [INFO ] [sig       ] Generating forecast for: ECPG
[2026-02-11T20:20:58.483013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2026-02-11T20:20:58.496554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2026-02-11T20:20:58.497191] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2026-02-11T20:20:58.498160] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2026-02-11T20:20:58.498225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:58.498260] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:58.498288] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:58.498347] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:58.566191] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:58.567150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:58.567241] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:58.567276] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:58.692102] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:58.692259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:58.692303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:58.692332] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:58.696013] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=24.45%)
[2026-02-11T20:20:58.696303] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2026-02-11T20:20:58.696439] [INFO ] [sig       ] ECPG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:58.841087] [INFO ] [LOCAL     ] Saved forecast: ECPG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ECPG.txt
[2026-02-11T20:20:58.841241] [INFO ] [sig       ] [990/3412] Completed ECPG in 0.4s | 2.80 sym/s | Total: 5.9m | ETA: 14.4m
[2026-02-11T20:20:58.841282] [INFO ] [sig       ] [991/3412] Forecasting ECX...
[2026-02-11T20:20:58.841312] [INFO ] [sig       ] Generating forecast for: ECX
[2026-02-11T20:20:58.841344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2026-02-11T20:20:58.852799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2026-02-11T20:20:58.853122] [INFO ] [FORECASTER] Starting predict_future for ECX
[2026-02-11T20:20:58.853972] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2026-02-11T20:20:58.854025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:58.854057] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:58.854085] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:58.854141] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:58.917409] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:58.918411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:58.918507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:58.918546] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:59.047700] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:59.047926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:59.047972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:59.048002] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:59.051731] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=29.46%)
[2026-02-11T20:20:59.052026] [INFO ] [FORECASTER] Completed predict_future for ECX
[2026-02-11T20:20:59.052167] [INFO ] [sig       ] ECX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:59.195662] [INFO ] [LOCAL     ] Saved forecast: ECX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ECX.txt
[2026-02-11T20:20:59.195819] [INFO ] [sig       ] [991/3412] Completed ECX in 0.4s | 2.80 sym/s | Total: 5.9m | ETA: 14.4m
[2026-02-11T20:20:59.195859] [INFO ] [sig       ] [992/3412] Forecasting ED...
[2026-02-11T20:20:59.195888] [INFO ] [sig       ] Generating forecast for: ED
[2026-02-11T20:20:59.195919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2026-02-11T20:20:59.207847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2026-02-11T20:20:59.208197] [INFO ] [FORECASTER] Starting predict_future for ED
[2026-02-11T20:20:59.209196] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2026-02-11T20:20:59.209249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:59.209282] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:59.209311] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:59.209369] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:59.269590] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:59.270482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:59.270631] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:59.270669] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:59.396436] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:59.396623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:59.396670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:59.396709] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:59.400541] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=18.82%)
[2026-02-11T20:20:59.400887] [INFO ] [FORECASTER] Completed predict_future for ED
[2026-02-11T20:20:59.401028] [INFO ] [sig       ] ED: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:20:59.558826] [INFO ] [LOCAL     ] Saved forecast: ED	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ED.txt
[2026-02-11T20:20:59.559002] [INFO ] [sig       ] [992/3412] Completed ED in 0.4s | 2.80 sym/s | Total: 5.9m | ETA: 14.4m
[2026-02-11T20:20:59.559058] [INFO ] [sig       ] [993/3412] Forecasting EDAP...
[2026-02-11T20:20:59.559090] [INFO ] [sig       ] Generating forecast for: EDAP
[2026-02-11T20:20:59.559122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2026-02-11T20:20:59.570766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2026-02-11T20:20:59.571162] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2026-02-11T20:20:59.572082] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2026-02-11T20:20:59.572141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:59.572174] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:59.572202] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:59.572261] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:59.634474] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:59.635401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:59.635502] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:59.635546] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:20:59.768296] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:20:59.768463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:20:59.768507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:20:59.768536] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:20:59.772642] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: UP (p=61.61%)
[2026-02-11T20:20:59.772934] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2026-02-11T20:20:59.773070] [INFO ] [sig       ] EDAP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:20:59.921908] [INFO ] [LOCAL     ] Saved forecast: EDAP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EDAP.txt
[2026-02-11T20:20:59.922046] [INFO ] [sig       ] [993/3412] Completed EDAP in 0.4s | 2.80 sym/s | Total: 5.9m | ETA: 14.4m
[2026-02-11T20:20:59.922086] [INFO ] [sig       ] [994/3412] Forecasting EDD...
[2026-02-11T20:20:59.922116] [INFO ] [sig       ] Generating forecast for: EDD
[2026-02-11T20:20:59.922147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2026-02-11T20:20:59.933793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2026-02-11T20:20:59.934103] [INFO ] [FORECASTER] Starting predict_future for EDD
[2026-02-11T20:20:59.934944] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2026-02-11T20:20:59.934996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:20:59.935029] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:20:59.935055] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:20:59.935112] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:20:59.994512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:20:59.995246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:20:59.995331] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:20:59.995366] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:00.133189] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:00.133351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:00.133393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:00.133423] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:00.137092] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=67.28%)
[2026-02-11T20:21:00.137383] [INFO ] [FORECASTER] Completed predict_future for EDD
[2026-02-11T20:21:00.137566] [INFO ] [sig       ] EDD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:00.282747] [INFO ] [LOCAL     ] Saved forecast: EDD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EDD.txt
[2026-02-11T20:21:00.282910] [INFO ] [sig       ] [994/3412] Completed EDD in 0.4s | 2.80 sym/s | Total: 5.9m | ETA: 14.4m
[2026-02-11T20:21:00.282950] [INFO ] [sig       ] [995/3412] Forecasting EDF...
[2026-02-11T20:21:00.282979] [INFO ] [sig       ] Generating forecast for: EDF
[2026-02-11T20:21:00.283011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2026-02-11T20:21:00.294981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2026-02-11T20:21:00.295314] [INFO ] [FORECASTER] Starting predict_future for EDF
[2026-02-11T20:21:00.296235] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2026-02-11T20:21:00.296289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:00.296323] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:00.296351] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:00.296409] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:00.361223] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:00.362286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:00.362388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:00.362424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:00.500657] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:00.500998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:00.501042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:00.501073] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:00.504717] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=81.14%)
[2026-02-11T20:21:00.505025] [INFO ] [FORECASTER] Completed predict_future for EDF
[2026-02-11T20:21:00.505165] [INFO ] [sig       ] EDF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:00.660527] [INFO ] [LOCAL     ] Saved forecast: EDF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EDF.txt
[2026-02-11T20:21:00.660704] [INFO ] [sig       ] [995/3412] Completed EDF in 0.4s | 2.80 sym/s | Total: 5.9m | ETA: 14.4m
[2026-02-11T20:21:00.660746] [INFO ] [sig       ] [996/3412] Forecasting EDN...
[2026-02-11T20:21:00.660776] [INFO ] [sig       ] Generating forecast for: EDN
[2026-02-11T20:21:00.660808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2026-02-11T20:21:00.672339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2026-02-11T20:21:00.672669] [INFO ] [FORECASTER] Starting predict_future for EDN
[2026-02-11T20:21:00.673890] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2026-02-11T20:21:00.673943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:00.673975] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:00.674001] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:00.674058] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:00.736632] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:00.737523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:00.737629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:00.737666] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:00.860868] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:00.861033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:00.861076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:00.861104] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:00.864878] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2026-02-11T20:21:00.865245] [INFO ] [FORECASTER] Completed predict_future for EDN
[2026-02-11T20:21:00.865388] [INFO ] [sig       ] EDN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:01.014805] [INFO ] [LOCAL     ] Saved forecast: EDN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EDN.txt
[2026-02-11T20:21:01.014973] [INFO ] [sig       ] [996/3412] Completed EDN in 0.4s | 2.80 sym/s | Total: 5.9m | ETA: 14.4m
[2026-02-11T20:21:01.015015] [INFO ] [sig       ] [997/3412] Forecasting EE...
[2026-02-11T20:21:01.015045] [INFO ] [sig       ] Generating forecast for: EE
[2026-02-11T20:21:01.015078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2026-02-11T20:21:01.026500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2026-02-11T20:21:01.026834] [INFO ] [FORECASTER] Starting predict_future for EE
[2026-02-11T20:21:01.027739] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2026-02-11T20:21:01.027793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:01.027825] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:01.027853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:01.027910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:01.089419] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:01.090308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:01.090394] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:01.090429] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:01.228669] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:01.228836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:01.228878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:01.228906] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:01.232766] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2026-02-11T20:21:01.233136] [INFO ] [FORECASTER] Completed predict_future for EE
[2026-02-11T20:21:01.233289] [INFO ] [sig       ] EE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:01.382899] [INFO ] [LOCAL     ] Saved forecast: EE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EE.txt
[2026-02-11T20:21:01.383043] [INFO ] [sig       ] [997/3412] Completed EE in 0.4s | 2.80 sym/s | Total: 5.9m | ETA: 14.4m
[2026-02-11T20:21:01.383082] [INFO ] [sig       ] [998/3412] Forecasting EEMA...
[2026-02-11T20:21:01.383111] [INFO ] [sig       ] Generating forecast for: EEMA
[2026-02-11T20:21:01.383142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2026-02-11T20:21:01.394603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2026-02-11T20:21:01.394884] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2026-02-11T20:21:01.395718] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2026-02-11T20:21:01.395771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:01.395803] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:01.395830] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:01.395886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:01.454953] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:01.455742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:01.456015] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:01.456048] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:01.575765] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:01.575932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:01.575975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:01.576006] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:01.580147] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=69.70%)
[2026-02-11T20:21:01.580528] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2026-02-11T20:21:01.580702] [INFO ] [sig       ] EEMA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:01.739269] [INFO ] [LOCAL     ] Saved forecast: EEMA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EEMA.txt
[2026-02-11T20:21:01.739402] [INFO ] [sig       ] [998/3412] Completed EEMA in 0.4s | 2.80 sym/s | Total: 5.9m | ETA: 14.4m
[2026-02-11T20:21:01.739441] [INFO ] [sig       ] [999/3412] Forecasting EEX...
[2026-02-11T20:21:01.739470] [INFO ] [sig       ] Generating forecast for: EEX
[2026-02-11T20:21:01.739502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2026-02-11T20:21:01.751533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2026-02-11T20:21:01.751871] [INFO ] [FORECASTER] Starting predict_future for EEX
[2026-02-11T20:21:01.752753] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2026-02-11T20:21:01.752844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:01.752904] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:01.752933] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:01.752991] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:01.810394] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:01.811128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:01.811211] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:01.811244] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:01.935124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:01.935287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:01.935329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:01.935358] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:01.939162] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=8.74%)
[2026-02-11T20:21:01.939463] [INFO ] [FORECASTER] Completed predict_future for EEX
[2026-02-11T20:21:01.939618] [INFO ] [sig       ] EEX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:02.099479] [INFO ] [LOCAL     ] Saved forecast: EEX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EEX.txt
[2026-02-11T20:21:02.099691] [INFO ] [sig       ] [999/3412] Completed EEX in 0.4s | 2.80 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-11T20:21:02.099737] [INFO ] [sig       ] [1000/3412] Forecasting EFC...
[2026-02-11T20:21:02.099772] [INFO ] [sig       ] Generating forecast for: EFC
[2026-02-11T20:21:02.099840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2026-02-11T20:21:02.112025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2026-02-11T20:21:02.112452] [INFO ] [FORECASTER] Starting predict_future for EFC
[2026-02-11T20:21:02.113343] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2026-02-11T20:21:02.113398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:02.113431] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:02.113458] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:02.113517] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:02.179481] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:02.180427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:02.180517] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:02.180551] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:02.307777] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:02.308153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:02.308212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:02.308243] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:02.312137] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=65.63%)
[2026-02-11T20:21:02.312441] [INFO ] [FORECASTER] Completed predict_future for EFC
[2026-02-11T20:21:02.312602] [INFO ] [sig       ] EFC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:02.461202] [INFO ] [LOCAL     ] Saved forecast: EFC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EFC.txt
[2026-02-11T20:21:02.461355] [INFO ] [sig       ] [1000/3412] Completed EFC in 0.4s | 2.80 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-11T20:21:02.461395] [INFO ] [sig       ] [1001/3412] Forecasting EFSC...
[2026-02-11T20:21:02.461423] [INFO ] [sig       ] Generating forecast for: EFSC
[2026-02-11T20:21:02.461455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2026-02-11T20:21:02.473517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2026-02-11T20:21:02.473965] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2026-02-11T20:21:02.474923] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2026-02-11T20:21:02.474978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:02.475013] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:02.475040] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:02.475098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:02.535777] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:02.536714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:02.536809] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:02.536842] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:02.658962] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:02.659122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:02.659165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:02.659193] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:02.663166] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2026-02-11T20:21:02.663449] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2026-02-11T20:21:02.663597] [INFO ] [sig       ] EFSC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:02.803419] [INFO ] [LOCAL     ] Saved forecast: EFSC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EFSC.txt
[2026-02-11T20:21:02.803546] [INFO ] [sig       ] [1001/3412] Completed EFSC in 0.3s | 2.80 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-11T20:21:02.803603] [INFO ] [sig       ] [1002/3412] Forecasting EFX...
[2026-02-11T20:21:02.803638] [INFO ] [sig       ] Generating forecast for: EFX
[2026-02-11T20:21:02.803671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2026-02-11T20:21:02.814733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2026-02-11T20:21:02.815018] [INFO ] [FORECASTER] Starting predict_future for EFX
[2026-02-11T20:21:02.815832] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2026-02-11T20:21:02.815885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:02.815916] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:02.815943] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:02.815999] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:02.878395] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:02.879313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:02.879403] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:02.879438] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:03.003012] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:03.003177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:03.003220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:03.003279] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:03.006892] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=19.30%)
[2026-02-11T20:21:03.007190] [INFO ] [FORECASTER] Completed predict_future for EFX
[2026-02-11T20:21:03.007329] [INFO ] [sig       ] EFX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:03.150539] [INFO ] [LOCAL     ] Saved forecast: EFX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EFX.txt
[2026-02-11T20:21:03.150722] [INFO ] [sig       ] [1002/3412] Completed EFX in 0.3s | 2.80 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-11T20:21:03.150788] [INFO ] [sig       ] [1003/3412] Forecasting EG...
[2026-02-11T20:21:03.150825] [INFO ] [sig       ] Generating forecast for: EG
[2026-02-11T20:21:03.150867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2026-02-11T20:21:03.162363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2026-02-11T20:21:03.162754] [INFO ] [FORECASTER] Starting predict_future for EG
[2026-02-11T20:21:03.163633] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2026-02-11T20:21:03.163687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:03.163719] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:03.163746] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:03.163804] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:03.226258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:03.227169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:03.227260] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:03.227294] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:03.345974] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:03.346133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:03.346175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:03.346205] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:03.349860] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=60.05%)
[2026-02-11T20:21:03.350153] [INFO ] [FORECASTER] Completed predict_future for EG
[2026-02-11T20:21:03.350291] [INFO ] [sig       ] EG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:03.491403] [INFO ] [LOCAL     ] Saved forecast: EG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EG.txt
[2026-02-11T20:21:03.491543] [INFO ] [sig       ] [1003/3412] Completed EG in 0.3s | 2.80 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-11T20:21:03.491602] [INFO ] [sig       ] [1004/3412] Forecasting EGAN...
[2026-02-11T20:21:03.491636] [INFO ] [sig       ] Generating forecast for: EGAN
[2026-02-11T20:21:03.491666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2026-02-11T20:21:03.504735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2026-02-11T20:21:03.505068] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2026-02-11T20:21:03.505915] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2026-02-11T20:21:03.505969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:03.506001] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:03.506028] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:03.506093] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:03.565005] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:03.566002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:03.566092] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:03.566127] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:03.683498] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:03.683670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:03.683713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:03.683742] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:03.687185] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: DOWN (p=49.73%)
[2026-02-11T20:21:03.687512] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2026-02-11T20:21:03.687714] [INFO ] [sig       ] EGAN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:03.831931] [INFO ] [LOCAL     ] Saved forecast: EGAN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EGAN.txt
[2026-02-11T20:21:03.832071] [INFO ] [sig       ] [1004/3412] Completed EGAN in 0.3s | 2.80 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-11T20:21:03.832110] [INFO ] [sig       ] [1005/3412] Forecasting EGBN...
[2026-02-11T20:21:03.832140] [INFO ] [sig       ] Generating forecast for: EGBN
[2026-02-11T20:21:03.832171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2026-02-11T20:21:03.843778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2026-02-11T20:21:03.844066] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2026-02-11T20:21:03.844880] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2026-02-11T20:21:03.844932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:03.844964] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:03.844991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:03.845048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:03.904423] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:03.905149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:03.905234] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:03.905269] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:04.024942] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:04.025103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:04.025144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:04.025173] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:04.028712] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=29.49%)
[2026-02-11T20:21:04.029009] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2026-02-11T20:21:04.029144] [INFO ] [sig       ] EGBN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:04.169233] [INFO ] [LOCAL     ] Saved forecast: EGBN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EGBN.txt
[2026-02-11T20:21:04.169370] [INFO ] [sig       ] [1005/3412] Completed EGBN in 0.3s | 2.80 sym/s | Total: 6.0m | ETA: 14.3m
[2026-02-11T20:21:04.169409] [INFO ] [sig       ] [1006/3412] Forecasting EGP...
[2026-02-11T20:21:04.169439] [INFO ] [sig       ] Generating forecast for: EGP
[2026-02-11T20:21:04.169470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2026-02-11T20:21:04.182250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2026-02-11T20:21:04.182706] [INFO ] [FORECASTER] Starting predict_future for EGP
[2026-02-11T20:21:04.183620] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2026-02-11T20:21:04.183708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:04.183749] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:04.183781] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:04.183838] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:04.243927] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:04.245027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:04.245137] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:04.245172] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:04.370311] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:04.370489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:04.370537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:04.370618] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:04.374281] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: UP (p=72.36%)
[2026-02-11T20:21:04.374613] [INFO ] [FORECASTER] Completed predict_future for EGP
[2026-02-11T20:21:04.374787] [INFO ] [sig       ] EGP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:04.523947] [INFO ] [LOCAL     ] Saved forecast: EGP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EGP.txt
[2026-02-11T20:21:04.524113] [INFO ] [sig       ] [1006/3412] Completed EGP in 0.4s | 2.80 sym/s | Total: 6.0m | ETA: 14.3m
[2026-02-11T20:21:04.524156] [INFO ] [sig       ] [1007/3412] Forecasting EGY...
[2026-02-11T20:21:04.524188] [INFO ] [sig       ] Generating forecast for: EGY
[2026-02-11T20:21:04.524218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2026-02-11T20:21:04.536142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2026-02-11T20:21:04.536597] [INFO ] [FORECASTER] Starting predict_future for EGY
[2026-02-11T20:21:04.537759] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2026-02-11T20:21:04.537819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:04.537853] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:04.538066] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:04.538126] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:04.602366] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:04.603327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:04.603418] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:04.603452] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:04.727450] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:04.727664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:04.727716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:04.727749] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:04.731345] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=22.04%)
[2026-02-11T20:21:04.731735] [INFO ] [FORECASTER] Completed predict_future for EGY
[2026-02-11T20:21:04.731883] [INFO ] [sig       ] EGY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:04.880191] [INFO ] [LOCAL     ] Saved forecast: EGY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EGY.txt
[2026-02-11T20:21:04.880364] [INFO ] [sig       ] [1007/3412] Completed EGY in 0.4s | 2.80 sym/s | Total: 6.0m | ETA: 14.3m
[2026-02-11T20:21:04.880412] [INFO ] [sig       ] [1008/3412] Forecasting EH...
[2026-02-11T20:21:04.880446] [INFO ] [sig       ] Generating forecast for: EH
[2026-02-11T20:21:04.880481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2026-02-11T20:21:04.894016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2026-02-11T20:21:04.894415] [INFO ] [FORECASTER] Starting predict_future for EH
[2026-02-11T20:21:04.895440] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2026-02-11T20:21:04.895493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:04.895524] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:04.895551] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:04.895645] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:04.956296] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:04.957514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:04.957711] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:04.957758] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:05.083394] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:05.083559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:05.083620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:05.083650] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:05.087330] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2026-02-11T20:21:05.087702] [INFO ] [FORECASTER] Completed predict_future for EH
[2026-02-11T20:21:05.087846] [INFO ] [sig       ] EH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:05.236242] [INFO ] [LOCAL     ] Saved forecast: EH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EH.txt
[2026-02-11T20:21:05.236390] [INFO ] [sig       ] [1008/3412] Completed EH in 0.4s | 2.80 sym/s | Total: 6.0m | ETA: 14.3m
[2026-02-11T20:21:05.236430] [INFO ] [sig       ] [1009/3412] Forecasting EHAB...
[2026-02-11T20:21:05.236460] [INFO ] [sig       ] Generating forecast for: EHAB
[2026-02-11T20:21:05.236490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2026-02-11T20:21:05.248846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2026-02-11T20:21:05.249219] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2026-02-11T20:21:05.250101] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2026-02-11T20:21:05.250155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:05.250188] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:05.250216] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:05.250275] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:05.310037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:05.310967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:05.311057] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:05.311130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:05.436194] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:05.436354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:05.436396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:05.436425] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:05.439857] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=77.72%)
[2026-02-11T20:21:05.440137] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2026-02-11T20:21:05.440267] [INFO ] [sig       ] EHAB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:05.583183] [INFO ] [LOCAL     ] Saved forecast: EHAB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EHAB.txt
[2026-02-11T20:21:05.583329] [INFO ] [sig       ] [1009/3412] Completed EHAB in 0.3s | 2.80 sym/s | Total: 6.0m | ETA: 14.3m
[2026-02-11T20:21:05.583369] [INFO ] [sig       ] [1010/3412] Forecasting EHC...
[2026-02-11T20:21:05.583400] [INFO ] [sig       ] Generating forecast for: EHC
[2026-02-11T20:21:05.583433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2026-02-11T20:21:05.595911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2026-02-11T20:21:05.596276] [INFO ] [FORECASTER] Starting predict_future for EHC
[2026-02-11T20:21:05.597176] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2026-02-11T20:21:05.597232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:05.597266] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:05.597303] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:05.597362] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:05.661462] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:05.662550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:05.662678] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:05.662721] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:05.787294] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:05.787508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:05.787591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:05.787630] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:05.791515] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2026-02-11T20:21:05.791958] [INFO ] [FORECASTER] Completed predict_future for EHC
[2026-02-11T20:21:05.792121] [INFO ] [sig       ] EHC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:05.960312] [INFO ] [LOCAL     ] Saved forecast: EHC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EHC.txt
[2026-02-11T20:21:05.960505] [INFO ] [sig       ] [1010/3412] Completed EHC in 0.4s | 2.80 sym/s | Total: 6.0m | ETA: 14.3m
[2026-02-11T20:21:05.960551] [INFO ] [sig       ] [1011/3412] Forecasting EHI...
[2026-02-11T20:21:05.960604] [INFO ] [sig       ] Generating forecast for: EHI
[2026-02-11T20:21:05.960640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2026-02-11T20:21:05.976206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2026-02-11T20:21:05.976760] [INFO ] [FORECASTER] Starting predict_future for EHI
[2026-02-11T20:21:05.978024] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2026-02-11T20:21:05.978106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:05.978158] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:05.978204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:05.978296] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:06.058125] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:06.059301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:06.059392] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:06.059427] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:06.188781] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:06.188963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:06.189022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:06.189055] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:06.194079] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=96.13%)
[2026-02-11T20:21:06.194445] [INFO ] [FORECASTER] Completed predict_future for EHI
[2026-02-11T20:21:06.194655] [INFO ] [sig       ] EHI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:06.344317] [INFO ] [LOCAL     ] Saved forecast: EHI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EHI.txt
[2026-02-11T20:21:06.344483] [INFO ] [sig       ] [1011/3412] Completed EHI in 0.4s | 2.80 sym/s | Total: 6.0m | ETA: 14.3m
[2026-02-11T20:21:06.344524] [INFO ] [sig       ] [1012/3412] Forecasting EHTH...
[2026-02-11T20:21:06.344555] [INFO ] [sig       ] Generating forecast for: EHTH
[2026-02-11T20:21:06.344623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2026-02-11T20:21:06.358267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2026-02-11T20:21:06.358674] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2026-02-11T20:21:06.359630] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2026-02-11T20:21:06.359685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:06.359717] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:06.359745] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:06.359810] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:06.427055] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:06.428213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:06.428325] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:06.428363] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:06.562262] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:06.562427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:06.562472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:06.562502] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:06.566241] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=13.39%)
[2026-02-11T20:21:06.566535] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2026-02-11T20:21:06.566706] [INFO ] [sig       ] EHTH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:06.708601] [INFO ] [LOCAL     ] Saved forecast: EHTH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EHTH.txt
[2026-02-11T20:21:06.708776] [INFO ] [sig       ] [1012/3412] Completed EHTH in 0.4s | 2.80 sym/s | Total: 6.0m | ETA: 14.3m
[2026-02-11T20:21:06.708817] [INFO ] [sig       ] [1013/3412] Forecasting EIC...
[2026-02-11T20:21:06.708847] [INFO ] [sig       ] Generating forecast for: EIC
[2026-02-11T20:21:06.708879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2026-02-11T20:21:06.720796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2026-02-11T20:21:06.721142] [INFO ] [FORECASTER] Starting predict_future for EIC
[2026-02-11T20:21:06.722016] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2026-02-11T20:21:06.722070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:06.722106] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:06.722134] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:06.722195] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:06.785522] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:06.786742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:06.786889] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:06.786924] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:06.913599] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:06.913758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:06.913800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:06.913829] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:06.917895] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=87.24%)
[2026-02-11T20:21:06.918208] [INFO ] [FORECASTER] Completed predict_future for EIC
[2026-02-11T20:21:06.918383] [INFO ] [sig       ] EIC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:07.060891] [INFO ] [LOCAL     ] Saved forecast: EIC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EIC.txt
[2026-02-11T20:21:07.061017] [INFO ] [sig       ] [1013/3412] Completed EIC in 0.4s | 2.80 sym/s | Total: 6.0m | ETA: 14.3m
[2026-02-11T20:21:07.061061] [INFO ] [sig       ] [1014/3412] Forecasting EIG...
[2026-02-11T20:21:07.061091] [INFO ] [sig       ] Generating forecast for: EIG
[2026-02-11T20:21:07.061136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2026-02-11T20:21:07.072971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2026-02-11T20:21:07.073260] [INFO ] [FORECASTER] Starting predict_future for EIG
[2026-02-11T20:21:07.074086] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2026-02-11T20:21:07.074137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:07.074169] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:07.074196] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:07.074253] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:07.132041] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:07.132766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:07.132850] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:07.132884] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:07.253381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:07.253542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:07.253603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:07.253639] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:07.257676] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=87.34%)
[2026-02-11T20:21:07.258113] [INFO ] [FORECASTER] Completed predict_future for EIG
[2026-02-11T20:21:07.258242] [INFO ] [sig       ] EIG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:07.402800] [INFO ] [LOCAL     ] Saved forecast: EIG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EIG.txt
[2026-02-11T20:21:07.402968] [INFO ] [sig       ] [1014/3412] Completed EIG in 0.3s | 2.80 sym/s | Total: 6.0m | ETA: 14.3m
[2026-02-11T20:21:07.403020] [INFO ] [sig       ] [1015/3412] Forecasting EIX...
[2026-02-11T20:21:07.403051] [INFO ] [sig       ] Generating forecast for: EIX
[2026-02-11T20:21:07.403081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2026-02-11T20:21:07.414172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2026-02-11T20:21:07.414464] [INFO ] [FORECASTER] Starting predict_future for EIX
[2026-02-11T20:21:07.415290] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2026-02-11T20:21:07.415343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:07.415376] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:07.415403] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:07.415460] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:07.476058] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:07.476774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:07.476881] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:07.476916] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:07.614170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:07.614343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:07.614386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:07.614423] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:07.618054] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=85.50%)
[2026-02-11T20:21:07.618366] [INFO ] [FORECASTER] Completed predict_future for EIX
[2026-02-11T20:21:07.618536] [INFO ] [sig       ] EIX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:07.760453] [INFO ] [LOCAL     ] Saved forecast: EIX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EIX.txt
[2026-02-11T20:21:07.760609] [INFO ] [sig       ] [1015/3412] Completed EIX in 0.4s | 2.80 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-11T20:21:07.760652] [INFO ] [sig       ] [1016/3412] Forecasting EL...
[2026-02-11T20:21:07.760682] [INFO ] [sig       ] Generating forecast for: EL
[2026-02-11T20:21:07.760712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2026-02-11T20:21:07.773374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2026-02-11T20:21:07.773695] [INFO ] [FORECASTER] Starting predict_future for EL
[2026-02-11T20:21:07.774476] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2026-02-11T20:21:07.774528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:07.774604] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:07.774634] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:07.774695] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:07.833020] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:07.833673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:07.833753] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:07.833785] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:07.968768] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:07.968951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:07.969002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:07.969041] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:07.974049] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2026-02-11T20:21:07.974382] [INFO ] [FORECASTER] Completed predict_future for EL
[2026-02-11T20:21:07.974537] [INFO ] [sig       ] EL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:08.126797] [INFO ] [LOCAL     ] Saved forecast: EL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EL.txt
[2026-02-11T20:21:08.126947] [INFO ] [sig       ] [1016/3412] Completed EL in 0.4s | 2.80 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-11T20:21:08.126989] [INFO ] [sig       ] [1017/3412] Forecasting ELAB...
[2026-02-11T20:21:08.127020] [INFO ] [sig       ] Generating forecast for: ELAB
[2026-02-11T20:21:08.127051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2026-02-11T20:21:08.142193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2026-02-11T20:21:08.142516] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2026-02-11T20:21:08.143395] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2026-02-11T20:21:08.143449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:08.143481] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:08.143508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:08.143565] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:08.204619] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:08.205318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:08.205424] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:08.205459] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:08.334249] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:08.334425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:08.334471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:08.334502] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:08.338827] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=25.64%)
[2026-02-11T20:21:08.339156] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2026-02-11T20:21:08.339298] [INFO ] [sig       ] ELAB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:08.492292] [INFO ] [LOCAL     ] Saved forecast: ELAB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ELAB.txt
[2026-02-11T20:21:08.492455] [INFO ] [sig       ] [1017/3412] Completed ELAB in 0.4s | 2.80 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-11T20:21:08.492497] [INFO ] [sig       ] [1018/3412] Forecasting ELAN...
[2026-02-11T20:21:08.492528] [INFO ] [sig       ] Generating forecast for: ELAN
[2026-02-11T20:21:08.492558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2026-02-11T20:21:08.504392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2026-02-11T20:21:08.504785] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2026-02-11T20:21:08.505619] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2026-02-11T20:21:08.505672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:08.505703] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:08.505730] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:08.505788] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:08.572098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:08.573034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:08.573123] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:08.573157] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:08.718325] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:08.718493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:08.718536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:08.718567] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:08.722367] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=96.03%)
[2026-02-11T20:21:08.722695] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2026-02-11T20:21:08.722837] [INFO ] [sig       ] ELAN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:08.888821] [INFO ] [LOCAL     ] Saved forecast: ELAN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ELAN.txt
[2026-02-11T20:21:08.889197] [INFO ] [sig       ] [1018/3412] Completed ELAN in 0.4s | 2.80 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-11T20:21:08.889253] [INFO ] [sig       ] [1019/3412] Forecasting ELC...
[2026-02-11T20:21:08.889285] [INFO ] [sig       ] Generating forecast for: ELC
[2026-02-11T20:21:08.889318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2026-02-11T20:21:08.902863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2026-02-11T20:21:08.903543] [INFO ] [FORECASTER] Starting predict_future for ELC
[2026-02-11T20:21:08.904981] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2026-02-11T20:21:08.905049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:08.905101] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:08.905144] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:08.905230] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:08.970737] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:08.971637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:08.971759] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:08.971796] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:09.094890] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:09.095081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:09.095123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:09.095185] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:09.099361] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=12.37%)
[2026-02-11T20:21:09.099693] [INFO ] [FORECASTER] Completed predict_future for ELC
[2026-02-11T20:21:09.099835] [INFO ] [sig       ] ELC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:09.245088] [INFO ] [LOCAL     ] Saved forecast: ELC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ELC.txt
[2026-02-11T20:21:09.245250] [INFO ] [sig       ] [1019/3412] Completed ELC in 0.4s | 2.80 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-11T20:21:09.245292] [INFO ] [sig       ] [1020/3412] Forecasting ELDN...
[2026-02-11T20:21:09.245323] [INFO ] [sig       ] Generating forecast for: ELDN
[2026-02-11T20:21:09.245354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2026-02-11T20:21:09.259003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2026-02-11T20:21:09.259545] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2026-02-11T20:21:09.260632] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2026-02-11T20:21:09.260686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:09.260727] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:09.260755] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:09.260812] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:09.320116] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:09.321324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:09.321421] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:09.321454] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:09.448435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:09.448637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:09.448683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:09.448712] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:09.452956] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=96.64%)
[2026-02-11T20:21:09.453257] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2026-02-11T20:21:09.453399] [INFO ] [sig       ] ELDN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:09.607283] [INFO ] [LOCAL     ] Saved forecast: ELDN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ELDN.txt
[2026-02-11T20:21:09.607448] [INFO ] [sig       ] [1020/3412] Completed ELDN in 0.4s | 2.80 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-11T20:21:09.607714] [INFO ] [sig       ] [1021/3412] Forecasting ELF...
[2026-02-11T20:21:09.607911] [INFO ] [sig       ] Generating forecast for: ELF
[2026-02-11T20:21:09.607977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2026-02-11T20:21:09.620904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2026-02-11T20:21:09.621183] [INFO ] [FORECASTER] Starting predict_future for ELF
[2026-02-11T20:21:09.622000] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2026-02-11T20:21:09.622052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:09.622084] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:09.622111] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:09.622170] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:09.679998] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:09.680660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:09.680744] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:09.680781] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:09.802698] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:09.802849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:09.802891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:09.802920] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:09.806340] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2026-02-11T20:21:09.806634] [INFO ] [FORECASTER] Completed predict_future for ELF
[2026-02-11T20:21:09.806767] [INFO ] [sig       ] ELF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:09.948557] [INFO ] [LOCAL     ] Saved forecast: ELF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ELF.txt
[2026-02-11T20:21:09.948724] [INFO ] [sig       ] [1021/3412] Completed ELF in 0.3s | 2.80 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-11T20:21:09.948771] [INFO ] [sig       ] [1022/3412] Forecasting ELME...
[2026-02-11T20:21:09.948806] [INFO ] [sig       ] Generating forecast for: ELME
[2026-02-11T20:21:09.948843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2026-02-11T20:21:09.961260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2026-02-11T20:21:09.961647] [INFO ] [FORECASTER] Starting predict_future for ELME
[2026-02-11T20:21:09.962445] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2026-02-11T20:21:09.962496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:09.962528] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:09.962555] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:09.962635] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:10.023108] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:10.024020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:10.024107] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:10.024139] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:10.153156] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:10.153323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:10.153366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:10.153396] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:10.157022] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=85.33%)
[2026-02-11T20:21:10.157293] [INFO ] [FORECASTER] Completed predict_future for ELME
[2026-02-11T20:21:10.157418] [INFO ] [sig       ] ELME: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:10.305809] [INFO ] [LOCAL     ] Saved forecast: ELME	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ELME.txt
[2026-02-11T20:21:10.305929] [INFO ] [sig       ] [1022/3412] Completed ELME in 0.4s | 2.80 sym/s | Total: 6.1m | ETA: 14.2m
[2026-02-11T20:21:10.305975] [INFO ] [sig       ] [1023/3412] Forecasting ELS...
[2026-02-11T20:21:10.306005] [INFO ] [sig       ] Generating forecast for: ELS
[2026-02-11T20:21:10.306036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2026-02-11T20:21:10.319392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2026-02-11T20:21:10.319755] [INFO ] [FORECASTER] Starting predict_future for ELS
[2026-02-11T20:21:10.320614] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2026-02-11T20:21:10.320667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:10.320711] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:10.320750] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:10.320813] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:10.380554] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:10.381222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:10.381307] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:10.381340] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:10.501392] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:10.501541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:10.501600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:10.501633] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:10.505119] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2026-02-11T20:21:10.505399] [INFO ] [FORECASTER] Completed predict_future for ELS
[2026-02-11T20:21:10.505534] [INFO ] [sig       ] ELS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:10.651780] [INFO ] [LOCAL     ] Saved forecast: ELS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ELS.txt
[2026-02-11T20:21:10.651905] [INFO ] [sig       ] [1023/3412] Completed ELS in 0.3s | 2.80 sym/s | Total: 6.1m | ETA: 14.2m
[2026-02-11T20:21:10.651943] [INFO ] [sig       ] [1024/3412] Forecasting ELTX...
[2026-02-11T20:21:10.651972] [INFO ] [sig       ] Generating forecast for: ELTX
[2026-02-11T20:21:10.652002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2026-02-11T20:21:10.663276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2026-02-11T20:21:10.663607] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2026-02-11T20:21:10.664423] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2026-02-11T20:21:10.664478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:10.664511] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:10.664540] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:10.664621] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:10.724056] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:10.724741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:10.724823] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:10.724856] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:10.846323] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:10.846486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:10.846528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:10.846556] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:10.850395] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2026-02-11T20:21:10.850701] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2026-02-11T20:21:10.850837] [INFO ] [sig       ] ELTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:10.998001] [INFO ] [LOCAL     ] Saved forecast: ELTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ELTX.txt
[2026-02-11T20:21:10.998133] [INFO ] [sig       ] [1024/3412] Completed ELTX in 0.3s | 2.80 sym/s | Total: 6.1m | ETA: 14.2m
[2026-02-11T20:21:10.998172] [INFO ] [sig       ] [1025/3412] Forecasting ELVA...
[2026-02-11T20:21:10.998201] [INFO ] [sig       ] Generating forecast for: ELVA
[2026-02-11T20:21:10.998231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2026-02-11T20:21:11.010309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2026-02-11T20:21:11.010639] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2026-02-11T20:21:11.011467] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2026-02-11T20:21:11.011519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:11.011551] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:11.011601] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:11.011668] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:11.070586] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:11.071251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:11.071334] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:11.071366] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:11.186349] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:11.186505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:11.186548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:11.186596] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:11.190419] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2026-02-11T20:21:11.190738] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2026-02-11T20:21:11.190902] [INFO ] [sig       ] ELVA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:11.340871] [INFO ] [LOCAL     ] Saved forecast: ELVA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ELVA.txt
[2026-02-11T20:21:11.341004] [INFO ] [sig       ] [1025/3412] Completed ELVA in 0.3s | 2.80 sym/s | Total: 6.1m | ETA: 14.2m
[2026-02-11T20:21:11.341042] [INFO ] [sig       ] [1026/3412] Forecasting ELVN...
[2026-02-11T20:21:11.341071] [INFO ] [sig       ] Generating forecast for: ELVN
[2026-02-11T20:21:11.341101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2026-02-11T20:21:11.353915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2026-02-11T20:21:11.354170] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2026-02-11T20:21:11.354988] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2026-02-11T20:21:11.355039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:11.355071] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:11.355098] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:11.355153] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:11.416227] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:11.416889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:11.417008] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:11.417042] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:11.535891] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:11.536033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:11.536074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:11.536104] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:11.539635] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=17.09%)
[2026-02-11T20:21:11.539945] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2026-02-11T20:21:11.540076] [INFO ] [sig       ] ELVN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:11.687504] [INFO ] [LOCAL     ] Saved forecast: ELVN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ELVN.txt
[2026-02-11T20:21:11.687640] [INFO ] [sig       ] [1026/3412] Completed ELVN in 0.3s | 2.80 sym/s | Total: 6.1m | ETA: 14.2m
[2026-02-11T20:21:11.687707] [INFO ] [sig       ] [1027/3412] Forecasting EM...
[2026-02-11T20:21:11.687737] [INFO ] [sig       ] Generating forecast for: EM
[2026-02-11T20:21:11.687768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2026-02-11T20:21:11.699353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2026-02-11T20:21:11.699673] [INFO ] [FORECASTER] Starting predict_future for EM
[2026-02-11T20:21:11.700529] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2026-02-11T20:21:11.700609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:11.700651] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:11.700680] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:11.700744] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:11.761501] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:11.762132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:11.762213] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:11.762245] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:11.885897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:11.886014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:11.886052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:11.886082] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:11.889369] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=81.47%)
[2026-02-11T20:21:11.889657] [INFO ] [FORECASTER] Completed predict_future for EM
[2026-02-11T20:21:11.889785] [INFO ] [sig       ] EM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:12.032692] [INFO ] [LOCAL     ] Saved forecast: EM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EM.txt
[2026-02-11T20:21:12.032818] [INFO ] [sig       ] [1027/3412] Completed EM in 0.3s | 2.80 sym/s | Total: 6.1m | ETA: 14.2m
[2026-02-11T20:21:12.032856] [INFO ] [sig       ] [1028/3412] Forecasting EMB...
[2026-02-11T20:21:12.032886] [INFO ] [sig       ] Generating forecast for: EMB
[2026-02-11T20:21:12.032916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2026-02-11T20:21:12.048057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2026-02-11T20:21:12.048374] [INFO ] [FORECASTER] Starting predict_future for EMB
[2026-02-11T20:21:12.049249] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2026-02-11T20:21:12.049304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:12.049337] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:12.049366] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:12.049424] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:12.109295] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:12.109946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:12.110028] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:12.110062] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:12.236895] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:12.237044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:12.237085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:12.237113] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:12.240541] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: DOWN (p=6.18%)
[2026-02-11T20:21:12.240854] [INFO ] [FORECASTER] Completed predict_future for EMB
[2026-02-11T20:21:12.241011] [INFO ] [sig       ] EMB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:12.384012] [INFO ] [LOCAL     ] Saved forecast: EMB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EMB.txt
[2026-02-11T20:21:12.384134] [INFO ] [sig       ] [1028/3412] Completed EMB in 0.4s | 2.80 sym/s | Total: 6.1m | ETA: 14.2m
[2026-02-11T20:21:12.384175] [INFO ] [sig       ] [1029/3412] Forecasting EMBC...
[2026-02-11T20:21:12.384205] [INFO ] [sig       ] Generating forecast for: EMBC
[2026-02-11T20:21:12.384237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2026-02-11T20:21:12.396676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2026-02-11T20:21:12.396996] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2026-02-11T20:21:12.397876] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2026-02-11T20:21:12.397931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:12.397963] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:12.397991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:12.398049] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:12.458146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:12.458818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:12.458900] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:12.458934] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:12.583653] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:12.583790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:12.583828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:12.583857] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:12.587254] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2026-02-11T20:21:12.587550] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2026-02-11T20:21:12.587702] [INFO ] [sig       ] EMBC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:12.730684] [INFO ] [LOCAL     ] Saved forecast: EMBC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EMBC.txt
[2026-02-11T20:21:12.730848] [INFO ] [sig       ] [1029/3412] Completed EMBC in 0.3s | 2.80 sym/s | Total: 6.1m | ETA: 14.2m
[2026-02-11T20:21:12.730888] [INFO ] [sig       ] [1030/3412] Forecasting EMD...
[2026-02-11T20:21:12.730918] [INFO ] [sig       ] Generating forecast for: EMD
[2026-02-11T20:21:12.730948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2026-02-11T20:21:12.743752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2026-02-11T20:21:12.744053] [INFO ] [FORECASTER] Starting predict_future for EMD
[2026-02-11T20:21:12.744932] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2026-02-11T20:21:12.744988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:12.745021] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:12.745050] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:12.745109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:12.806601] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:12.807217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:12.807298] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:12.807333] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:12.932076] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:12.932246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:12.932288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:12.932333] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:12.935901] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=30.00%)
[2026-02-11T20:21:12.936190] [INFO ] [FORECASTER] Completed predict_future for EMD
[2026-02-11T20:21:12.936318] [INFO ] [sig       ] EMD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:13.081397] [INFO ] [LOCAL     ] Saved forecast: EMD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EMD.txt
[2026-02-11T20:21:13.081539] [INFO ] [sig       ] [1030/3412] Completed EMD in 0.4s | 2.80 sym/s | Total: 6.1m | ETA: 14.2m
[2026-02-11T20:21:13.081598] [INFO ] [sig       ] [1031/3412] Forecasting EMF...
[2026-02-11T20:21:13.081631] [INFO ] [sig       ] Generating forecast for: EMF
[2026-02-11T20:21:13.081664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2026-02-11T20:21:13.093349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2026-02-11T20:21:13.093669] [INFO ] [FORECASTER] Starting predict_future for EMF
[2026-02-11T20:21:13.094481] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2026-02-11T20:21:13.094534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:13.094596] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:13.094640] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:13.094700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:13.157333] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:13.158254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:13.158342] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:13.158376] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:13.278532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:13.278735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:13.278782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:13.278812] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:13.282435] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=86.82%)
[2026-02-11T20:21:13.282757] [INFO ] [FORECASTER] Completed predict_future for EMF
[2026-02-11T20:21:13.282899] [INFO ] [sig       ] EMF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:13.430374] [INFO ] [LOCAL     ] Saved forecast: EMF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EMF.txt
[2026-02-11T20:21:13.430539] [INFO ] [sig       ] [1031/3412] Completed EMF in 0.3s | 2.80 sym/s | Total: 6.1m | ETA: 14.2m
[2026-02-11T20:21:13.430598] [INFO ] [sig       ] [1032/3412] Forecasting EMN...
[2026-02-11T20:21:13.430630] [INFO ] [sig       ] Generating forecast for: EMN
[2026-02-11T20:21:13.430662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2026-02-11T20:21:13.443718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2026-02-11T20:21:13.444158] [INFO ] [FORECASTER] Starting predict_future for EMN
[2026-02-11T20:21:13.445096] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2026-02-11T20:21:13.445158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:13.445191] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:13.445218] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:13.445276] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:13.505623] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:13.506616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:13.506746] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:13.506782] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:13.661367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:13.661570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:13.661656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:13.661702] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:13.668121] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2026-02-11T20:21:13.668762] [INFO ] [FORECASTER] Completed predict_future for EMN
[2026-02-11T20:21:13.669078] [INFO ] [sig       ] EMN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:13.908773] [INFO ] [LOCAL     ] Saved forecast: EMN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EMN.txt
[2026-02-11T20:21:13.909020] [INFO ] [sig       ] [1032/3412] Completed EMN in 0.5s | 2.80 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-11T20:21:13.909083] [INFO ] [sig       ] [1033/3412] Forecasting EMO...
[2026-02-11T20:21:13.909134] [INFO ] [sig       ] Generating forecast for: EMO
[2026-02-11T20:21:13.909183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2026-02-11T20:21:13.937164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2026-02-11T20:21:13.939082] [INFO ] [FORECASTER] Starting predict_future for EMO
[2026-02-11T20:21:13.941049] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2026-02-11T20:21:13.941153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:13.941262] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:13.941315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:13.941415] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:14.038454] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:14.039886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:14.040039] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:14.040096] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:14.213533] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:14.213809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:14.213906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:14.213966] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:14.220027] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=35.76%)
[2026-02-11T20:21:14.220595] [INFO ] [FORECASTER] Completed predict_future for EMO
[2026-02-11T20:21:14.220822] [INFO ] [sig       ] EMO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:14.461038] [INFO ] [LOCAL     ] Saved forecast: EMO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EMO.txt
[2026-02-11T20:21:14.461285] [INFO ] [sig       ] [1033/3412] Completed EMO in 0.6s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-11T20:21:14.461356] [INFO ] [sig       ] [1034/3412] Forecasting EMXC...
[2026-02-11T20:21:14.461409] [INFO ] [sig       ] Generating forecast for: EMXC
[2026-02-11T20:21:14.461473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2026-02-11T20:21:14.479334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2026-02-11T20:21:14.480933] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2026-02-11T20:21:14.482681] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2026-02-11T20:21:14.482781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:14.482832] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:14.482912] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:14.483013] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:14.558442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:14.559870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:14.560045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:14.560107] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:14.717173] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:14.717353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:14.717398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:14.717429] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:14.721350] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=58.54%)
[2026-02-11T20:21:14.721748] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2026-02-11T20:21:14.721916] [INFO ] [sig       ] EMXC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:14.884288] [INFO ] [LOCAL     ] Saved forecast: EMXC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EMXC.txt
[2026-02-11T20:21:14.884465] [INFO ] [sig       ] [1034/3412] Completed EMXC in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-11T20:21:14.884508] [INFO ] [sig       ] [1035/3412] Forecasting ENB...
[2026-02-11T20:21:14.884539] [INFO ] [sig       ] Generating forecast for: ENB
[2026-02-11T20:21:14.884588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2026-02-11T20:21:14.899777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2026-02-11T20:21:14.900296] [INFO ] [FORECASTER] Starting predict_future for ENB
[2026-02-11T20:21:14.901541] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2026-02-11T20:21:14.901627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:14.901668] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:14.901702] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:14.901792] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:14.973354] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:14.974316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:14.974416] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:14.974461] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:15.112191] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:15.112350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:15.112394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:15.112423] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:15.115975] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2026-02-11T20:21:15.116263] [INFO ] [FORECASTER] Completed predict_future for ENB
[2026-02-11T20:21:15.116400] [INFO ] [sig       ] ENB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:15.267053] [INFO ] [LOCAL     ] Saved forecast: ENB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ENB.txt
[2026-02-11T20:21:15.267194] [INFO ] [sig       ] [1035/3412] Completed ENB in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-11T20:21:15.267233] [INFO ] [sig       ] [1036/3412] Forecasting ENGN...
[2026-02-11T20:21:15.267263] [INFO ] [sig       ] Generating forecast for: ENGN
[2026-02-11T20:21:15.267295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2026-02-11T20:21:15.279613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2026-02-11T20:21:15.279937] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2026-02-11T20:21:15.280776] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2026-02-11T20:21:15.280828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:15.280861] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:15.280888] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:15.280945] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:15.340103] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:15.340885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:15.340972] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:15.341004] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:15.462816] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:15.462973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:15.463014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:15.463085] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:15.467028] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=18.93%)
[2026-02-11T20:21:15.467317] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2026-02-11T20:21:15.467481] [INFO ] [sig       ] ENGN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:15.611205] [INFO ] [LOCAL     ] Saved forecast: ENGN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ENGN.txt
[2026-02-11T20:21:15.611356] [INFO ] [sig       ] [1036/3412] Completed ENGN in 0.3s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-11T20:21:15.611396] [INFO ] [sig       ] [1037/3412] Forecasting ENIC...
[2026-02-11T20:21:15.611425] [INFO ] [sig       ] Generating forecast for: ENIC
[2026-02-11T20:21:15.611458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2026-02-11T20:21:15.623762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2026-02-11T20:21:15.624112] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2026-02-11T20:21:15.624961] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2026-02-11T20:21:15.625015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:15.625047] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:15.625074] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:15.625131] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:15.684748] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:15.685599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:15.685689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:15.685724] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:15.809399] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:15.809564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:15.809626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:15.809656] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:15.813258] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2026-02-11T20:21:15.813555] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2026-02-11T20:21:15.813713] [INFO ] [sig       ] ENIC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:15.954351] [INFO ] [LOCAL     ] Saved forecast: ENIC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ENIC.txt
[2026-02-11T20:21:15.954504] [INFO ] [sig       ] [1037/3412] Completed ENIC in 0.3s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-11T20:21:15.954544] [INFO ] [sig       ] [1038/3412] Forecasting ENPH...
[2026-02-11T20:21:15.954594] [INFO ] [sig       ] Generating forecast for: ENPH
[2026-02-11T20:21:15.954635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2026-02-11T20:21:15.967664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2026-02-11T20:21:15.968061] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2026-02-11T20:21:15.968903] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2026-02-11T20:21:15.968955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:15.968986] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:15.969012] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:15.969069] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:16.030279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:16.031653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:16.031746] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:16.031780] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:16.160825] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:16.161011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:16.161244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:16.161296] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:16.165419] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: DOWN (p=47.62%)
[2026-02-11T20:21:16.165976] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2026-02-11T20:21:16.166127] [INFO ] [sig       ] ENPH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:16.320363] [INFO ] [LOCAL     ] Saved forecast: ENPH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ENPH.txt
[2026-02-11T20:21:16.320520] [INFO ] [sig       ] [1038/3412] Completed ENPH in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-11T20:21:16.320562] [INFO ] [sig       ] [1039/3412] Forecasting ENS...
[2026-02-11T20:21:16.320617] [INFO ] [sig       ] Generating forecast for: ENS
[2026-02-11T20:21:16.320653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2026-02-11T20:21:16.332708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2026-02-11T20:21:16.333103] [INFO ] [FORECASTER] Starting predict_future for ENS
[2026-02-11T20:21:16.334033] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2026-02-11T20:21:16.334089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:16.334124] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:16.334153] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:16.334213] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:16.397246] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:16.398124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:16.398216] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:16.398256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:16.523087] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:16.523254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:16.523299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:16.523331] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:16.527003] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2026-02-11T20:21:16.527298] [INFO ] [FORECASTER] Completed predict_future for ENS
[2026-02-11T20:21:16.527434] [INFO ] [sig       ] ENS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:16.680947] [INFO ] [LOCAL     ] Saved forecast: ENS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ENS.txt
[2026-02-11T20:21:16.681118] [INFO ] [sig       ] [1039/3412] Completed ENS in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-11T20:21:16.681160] [INFO ] [sig       ] [1040/3412] Forecasting ENSG...
[2026-02-11T20:21:16.681192] [INFO ] [sig       ] Generating forecast for: ENSG
[2026-02-11T20:21:16.681224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2026-02-11T20:21:16.694003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2026-02-11T20:21:16.694431] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2026-02-11T20:21:16.695331] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2026-02-11T20:21:16.695386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:16.695420] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:16.695448] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:16.695507] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:16.758846] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:16.759823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:16.759913] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:16.759948] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:16.890258] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:16.890424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:16.890468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:16.890499] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:16.894098] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2026-02-11T20:21:16.894387] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2026-02-11T20:21:16.894525] [INFO ] [sig       ] ENSG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:17.039969] [INFO ] [LOCAL     ] Saved forecast: ENSG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ENSG.txt
[2026-02-11T20:21:17.040144] [INFO ] [sig       ] [1040/3412] Completed ENSG in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-11T20:21:17.040187] [INFO ] [sig       ] [1041/3412] Forecasting ENTA...
[2026-02-11T20:21:17.040220] [INFO ] [sig       ] Generating forecast for: ENTA
[2026-02-11T20:21:17.040250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2026-02-11T20:21:17.053684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2026-02-11T20:21:17.054159] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2026-02-11T20:21:17.055109] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2026-02-11T20:21:17.055167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:17.055201] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:17.055229] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:17.055299] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:17.117315] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:17.118229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:17.118316] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:17.118351] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:17.240276] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:17.240434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:17.240477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:17.240507] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:17.244163] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2026-02-11T20:21:17.244455] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2026-02-11T20:21:17.244616] [INFO ] [sig       ] ENTA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:17.384489] [INFO ] [LOCAL     ] Saved forecast: ENTA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ENTA.txt
[2026-02-11T20:21:17.384649] [INFO ] [sig       ] [1041/3412] Completed ENTA in 0.3s | 2.79 sym/s | Total: 6.2m | ETA: 14.1m
[2026-02-11T20:21:17.384690] [INFO ] [sig       ] [1042/3412] Forecasting ENTG...
[2026-02-11T20:21:17.384720] [INFO ] [sig       ] Generating forecast for: ENTG
[2026-02-11T20:21:17.384750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2026-02-11T20:21:17.396175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2026-02-11T20:21:17.396516] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2026-02-11T20:21:17.397640] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2026-02-11T20:21:17.397694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:17.397727] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:17.397753] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:17.397811] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:17.459805] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:17.460718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:17.460825] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:17.460860] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:17.588074] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:17.588239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:17.588283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:17.588314] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:17.592426] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=17.09%)
[2026-02-11T20:21:17.592738] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2026-02-11T20:21:17.592876] [INFO ] [sig       ] ENTG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:17.748862] [INFO ] [LOCAL     ] Saved forecast: ENTG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ENTG.txt
[2026-02-11T20:21:17.749023] [INFO ] [sig       ] [1042/3412] Completed ENTG in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.1m
[2026-02-11T20:21:17.749067] [INFO ] [sig       ] [1043/3412] Forecasting ENTX...
[2026-02-11T20:21:17.749099] [INFO ] [sig       ] Generating forecast for: ENTX
[2026-02-11T20:21:17.749130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2026-02-11T20:21:17.761472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2026-02-11T20:21:17.761790] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2026-02-11T20:21:17.762628] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2026-02-11T20:21:17.762682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:17.762716] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:17.762745] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:17.762804] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:17.829658] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:17.830554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:17.830688] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:17.830724] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:17.946724] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:17.946887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:17.946932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:17.946964] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:17.950686] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: UP (p=83.75%)
[2026-02-11T20:21:17.951000] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2026-02-11T20:21:17.951145] [INFO ] [sig       ] ENTX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:18.103056] [INFO ] [LOCAL     ] Saved forecast: ENTX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ENTX.txt
[2026-02-11T20:21:18.103247] [INFO ] [sig       ] [1043/3412] Completed ENTX in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.1m
[2026-02-11T20:21:18.103289] [INFO ] [sig       ] [1044/3412] Forecasting ENVA...
[2026-02-11T20:21:18.103506] [INFO ] [sig       ] Generating forecast for: ENVA
[2026-02-11T20:21:18.103538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2026-02-11T20:21:18.116834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2026-02-11T20:21:18.117130] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2026-02-11T20:21:18.118017] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2026-02-11T20:21:18.118081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:18.118114] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:18.118141] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:18.118199] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:18.178042] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:18.178769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:18.178859] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:18.178901] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:18.303436] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:18.303650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:18.303709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:18.303748] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:18.307696] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2026-02-11T20:21:18.308019] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2026-02-11T20:21:18.308165] [INFO ] [sig       ] ENVA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:18.454328] [INFO ] [LOCAL     ] Saved forecast: ENVA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ENVA.txt
[2026-02-11T20:21:18.454459] [INFO ] [sig       ] [1044/3412] Completed ENVA in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.1m
[2026-02-11T20:21:18.454498] [INFO ] [sig       ] [1045/3412] Forecasting ENVB...
[2026-02-11T20:21:18.454529] [INFO ] [sig       ] Generating forecast for: ENVB
[2026-02-11T20:21:18.454559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2026-02-11T20:21:18.466102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2026-02-11T20:21:18.466493] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2026-02-11T20:21:18.467323] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2026-02-11T20:21:18.467376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:18.467408] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:18.467435] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:18.467535] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:18.525183] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:18.526055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:18.526140] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:18.526173] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:18.648278] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:18.648443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:18.648486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:18.648514] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:18.651999] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=20.46%)
[2026-02-11T20:21:18.652292] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2026-02-11T20:21:18.652423] [INFO ] [sig       ] ENVB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:18.799779] [INFO ] [LOCAL     ] Saved forecast: ENVB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ENVB.txt
[2026-02-11T20:21:18.799945] [INFO ] [sig       ] [1045/3412] Completed ENVB in 0.3s | 2.79 sym/s | Total: 6.2m | ETA: 14.1m
[2026-02-11T20:21:18.799986] [INFO ] [sig       ] [1046/3412] Forecasting ENVX...
[2026-02-11T20:21:18.800016] [INFO ] [sig       ] Generating forecast for: ENVX
[2026-02-11T20:21:18.800046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2026-02-11T20:21:18.811933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2026-02-11T20:21:18.812327] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2026-02-11T20:21:18.813182] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2026-02-11T20:21:18.813235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:18.813268] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:18.813295] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:18.813352] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:18.874932] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:18.875884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:18.875977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:18.876013] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:18.998874] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:18.999050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:18.999101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:18.999132] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:19.002802] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: DOWN (p=42.09%)
[2026-02-11T20:21:19.003094] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2026-02-11T20:21:19.003230] [INFO ] [sig       ] ENVX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:19.149156] [INFO ] [LOCAL     ] Saved forecast: ENVX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ENVX.txt
[2026-02-11T20:21:19.149351] [INFO ] [sig       ] [1046/3412] Completed ENVX in 0.3s | 2.79 sym/s | Total: 6.2m | ETA: 14.1m
[2026-02-11T20:21:19.149394] [INFO ] [sig       ] [1047/3412] Forecasting EOD...
[2026-02-11T20:21:19.149425] [INFO ] [sig       ] Generating forecast for: EOD
[2026-02-11T20:21:19.149456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2026-02-11T20:21:19.161085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2026-02-11T20:21:19.161439] [INFO ] [FORECASTER] Starting predict_future for EOD
[2026-02-11T20:21:19.162270] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2026-02-11T20:21:19.162333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:19.162366] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:19.162392] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:19.162449] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:19.219602] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:19.220475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:19.220564] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:19.220621] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:19.342048] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:19.342215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:19.342257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:19.342287] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:19.345938] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=14.25%)
[2026-02-11T20:21:19.346257] [INFO ] [FORECASTER] Completed predict_future for EOD
[2026-02-11T20:21:19.346397] [INFO ] [sig       ] EOD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:19.573592] [INFO ] [LOCAL     ] Saved forecast: EOD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EOD.txt
[2026-02-11T20:21:19.573755] [INFO ] [sig       ] [1047/3412] Completed EOD in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.1m
[2026-02-11T20:21:19.573796] [INFO ] [sig       ] [1048/3412] Forecasting EOG...
[2026-02-11T20:21:19.573827] [INFO ] [sig       ] Generating forecast for: EOG
[2026-02-11T20:21:19.573859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2026-02-11T20:21:19.586275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2026-02-11T20:21:19.586688] [INFO ] [FORECASTER] Starting predict_future for EOG
[2026-02-11T20:21:19.587565] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2026-02-11T20:21:19.587641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:19.587675] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:19.587705] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:19.587764] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:19.646428] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:19.647428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:19.647536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:19.647589] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:19.775254] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:19.775419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:19.775469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:19.775507] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:19.779273] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=73.93%)
[2026-02-11T20:21:19.779645] [INFO ] [FORECASTER] Completed predict_future for EOG
[2026-02-11T20:21:19.779800] [INFO ] [sig       ] EOG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:19.932399] [INFO ] [LOCAL     ] Saved forecast: EOG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EOG.txt
[2026-02-11T20:21:19.932551] [INFO ] [sig       ] [1048/3412] Completed EOG in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-11T20:21:19.932612] [INFO ] [sig       ] [1049/3412] Forecasting EOI...
[2026-02-11T20:21:19.932645] [INFO ] [sig       ] Generating forecast for: EOI
[2026-02-11T20:21:19.932676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2026-02-11T20:21:19.944239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2026-02-11T20:21:19.944528] [INFO ] [FORECASTER] Starting predict_future for EOI
[2026-02-11T20:21:19.945374] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2026-02-11T20:21:19.945428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:19.945461] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:19.945488] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:19.945544] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:20.005463] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:20.006324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:20.006411] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:20.006444] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:20.137469] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:20.137682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:20.137738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:20.137772] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:20.142483] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=44.59%)
[2026-02-11T20:21:20.143056] [INFO ] [FORECASTER] Completed predict_future for EOI
[2026-02-11T20:21:20.143461] [INFO ] [sig       ] EOI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:20.306609] [INFO ] [LOCAL     ] Saved forecast: EOI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EOI.txt
[2026-02-11T20:21:20.306764] [INFO ] [sig       ] [1049/3412] Completed EOI in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-11T20:21:20.306806] [INFO ] [sig       ] [1050/3412] Forecasting EOLS...
[2026-02-11T20:21:20.306838] [INFO ] [sig       ] Generating forecast for: EOLS
[2026-02-11T20:21:20.306870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2026-02-11T20:21:20.320281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2026-02-11T20:21:20.320671] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2026-02-11T20:21:20.321632] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2026-02-11T20:21:20.321689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:20.321764] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:20.321810] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:20.321878] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:20.383873] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:20.384815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:20.384910] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:20.384944] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:20.516489] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:20.516712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:20.516771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:20.516813] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:20.522477] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2026-02-11T20:21:20.522932] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2026-02-11T20:21:20.523157] [INFO ] [sig       ] EOLS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:20.684144] [INFO ] [LOCAL     ] Saved forecast: EOLS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EOLS.txt
[2026-02-11T20:21:20.684340] [INFO ] [sig       ] [1050/3412] Completed EOLS in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-11T20:21:20.684413] [INFO ] [sig       ] [1051/3412] Forecasting EOS...
[2026-02-11T20:21:20.684454] [INFO ] [sig       ] Generating forecast for: EOS
[2026-02-11T20:21:20.684485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2026-02-11T20:21:20.696422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2026-02-11T20:21:20.696803] [INFO ] [FORECASTER] Starting predict_future for EOS
[2026-02-11T20:21:20.697759] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2026-02-11T20:21:20.697814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:20.697846] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:20.697872] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:20.697932] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:20.761567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:20.762559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:20.762673] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:20.762710] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:20.886396] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:20.886563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:20.886625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:20.886654] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:20.890392] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=82.25%)
[2026-02-11T20:21:20.890750] [INFO ] [FORECASTER] Completed predict_future for EOS
[2026-02-11T20:21:20.890918] [INFO ] [sig       ] EOS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:21.030824] [INFO ] [LOCAL     ] Saved forecast: EOS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EOS.txt
[2026-02-11T20:21:21.031013] [INFO ] [sig       ] [1051/3412] Completed EOS in 0.3s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-11T20:21:21.031065] [INFO ] [sig       ] [1052/3412] Forecasting EOSE...
[2026-02-11T20:21:21.031104] [INFO ] [sig       ] Generating forecast for: EOSE
[2026-02-11T20:21:21.031153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2026-02-11T20:21:21.043873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2026-02-11T20:21:21.044232] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2026-02-11T20:21:21.045203] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2026-02-11T20:21:21.045258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:21.045292] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:21.045320] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:21.045379] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:21.109260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:21.110240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:21.110331] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:21.110365] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:21.232037] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:21.232196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:21.232238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:21.232273] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:21.235826] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=21.96%)
[2026-02-11T20:21:21.236134] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2026-02-11T20:21:21.236272] [INFO ] [sig       ] EOSE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:21.378882] [INFO ] [LOCAL     ] Saved forecast: EOSE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EOSE.txt
[2026-02-11T20:21:21.379041] [INFO ] [sig       ] [1052/3412] Completed EOSE in 0.3s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-11T20:21:21.379090] [INFO ] [sig       ] [1053/3412] Forecasting EPAC...
[2026-02-11T20:21:21.379125] [INFO ] [sig       ] Generating forecast for: EPAC
[2026-02-11T20:21:21.379163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2026-02-11T20:21:21.390882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2026-02-11T20:21:21.391242] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2026-02-11T20:21:21.392171] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2026-02-11T20:21:21.392224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:21.392256] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:21.392282] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:21.392338] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:21.456694] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:21.457798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:21.457905] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:21.457941] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:21.575036] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:21.575196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:21.575238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:21.575317] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:21.578904] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2026-02-11T20:21:21.579186] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2026-02-11T20:21:21.579315] [INFO ] [sig       ] EPAC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:21.734914] [INFO ] [LOCAL     ] Saved forecast: EPAC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EPAC.txt
[2026-02-11T20:21:21.735095] [INFO ] [sig       ] [1053/3412] Completed EPAC in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-11T20:21:21.735138] [INFO ] [sig       ] [1054/3412] Forecasting EPAM...
[2026-02-11T20:21:21.735168] [INFO ] [sig       ] Generating forecast for: EPAM
[2026-02-11T20:21:21.735223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2026-02-11T20:21:21.748992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2026-02-11T20:21:21.749356] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2026-02-11T20:21:21.750879] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2026-02-11T20:21:21.751026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:21.751064] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:21.751093] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:21.751166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:21.810621] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:21.811523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:21.811631] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:21.811668] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:21.939113] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:21.939292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:21.939333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:21.939362] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:21.942804] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2026-02-11T20:21:21.943080] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2026-02-11T20:21:21.943212] [INFO ] [sig       ] EPAM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:22.094531] [INFO ] [LOCAL     ] Saved forecast: EPAM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EPAM.txt
[2026-02-11T20:21:22.094716] [INFO ] [sig       ] [1054/3412] Completed EPAM in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-11T20:21:22.094762] [INFO ] [sig       ] [1055/3412] Forecasting EPC...
[2026-02-11T20:21:22.094792] [INFO ] [sig       ] Generating forecast for: EPC
[2026-02-11T20:21:22.094829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2026-02-11T20:21:22.107169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2026-02-11T20:21:22.107546] [INFO ] [FORECASTER] Starting predict_future for EPC
[2026-02-11T20:21:22.108477] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2026-02-11T20:21:22.108530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:22.108597] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:22.108630] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:22.108708] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:22.168320] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:22.169262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:22.169382] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:22.169417] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:22.292180] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:22.292342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:22.292385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:22.292415] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:22.296121] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=39.87%)
[2026-02-11T20:21:22.296405] [INFO ] [FORECASTER] Completed predict_future for EPC
[2026-02-11T20:21:22.296540] [INFO ] [sig       ] EPC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:22.442183] [INFO ] [LOCAL     ] Saved forecast: EPC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EPC.txt
[2026-02-11T20:21:22.442362] [INFO ] [sig       ] [1055/3412] Completed EPC in 0.3s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-11T20:21:22.442405] [INFO ] [sig       ] [1056/3412] Forecasting EPD...
[2026-02-11T20:21:22.442435] [INFO ] [sig       ] Generating forecast for: EPD
[2026-02-11T20:21:22.442466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2026-02-11T20:21:22.455273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2026-02-11T20:21:22.455703] [INFO ] [FORECASTER] Starting predict_future for EPD
[2026-02-11T20:21:22.456779] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2026-02-11T20:21:22.456834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:22.456865] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:22.456891] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:22.456947] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:22.518316] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:22.519290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:22.519382] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:22.519417] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:22.653028] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:22.653197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:22.653240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:22.653270] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:22.657085] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=73.84%)
[2026-02-11T20:21:22.657670] [INFO ] [FORECASTER] Completed predict_future for EPD
[2026-02-11T20:21:22.657826] [INFO ] [sig       ] EPD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:22.822638] [INFO ] [LOCAL     ] Saved forecast: EPD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EPD.txt
[2026-02-11T20:21:22.822823] [INFO ] [sig       ] [1056/3412] Completed EPD in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-11T20:21:22.822865] [INFO ] [sig       ] [1057/3412] Forecasting EPSN...
[2026-02-11T20:21:22.822895] [INFO ] [sig       ] Generating forecast for: EPSN
[2026-02-11T20:21:22.822924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2026-02-11T20:21:22.835035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2026-02-11T20:21:22.835400] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2026-02-11T20:21:22.836256] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2026-02-11T20:21:22.836503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:22.836535] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:22.836561] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:22.836641] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:22.895744] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:22.896720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:22.896829] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:22.896864] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:23.017784] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:23.017952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:23.017993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:23.018023] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:23.021616] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2026-02-11T20:21:23.021941] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2026-02-11T20:21:23.022081] [INFO ] [sig       ] EPSN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:23.165275] [INFO ] [LOCAL     ] Saved forecast: EPSN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EPSN.txt
[2026-02-11T20:21:23.165436] [INFO ] [sig       ] [1057/3412] Completed EPSN in 0.3s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-11T20:21:23.165477] [INFO ] [sig       ] [1058/3412] Forecasting EQBK...
[2026-02-11T20:21:23.165508] [INFO ] [sig       ] Generating forecast for: EQBK
[2026-02-11T20:21:23.165539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2026-02-11T20:21:23.177006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2026-02-11T20:21:23.177375] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2026-02-11T20:21:23.178218] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2026-02-11T20:21:23.178272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:23.178314] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:23.178342] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:23.178400] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:23.236299] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:23.237248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:23.237343] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:23.237376] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:23.359938] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:23.360102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:23.360142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:23.360170] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:23.363691] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2026-02-11T20:21:23.363972] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2026-02-11T20:21:23.364107] [INFO ] [sig       ] EQBK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:23.515204] [INFO ] [LOCAL     ] Saved forecast: EQBK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EQBK.txt
[2026-02-11T20:21:23.515391] [INFO ] [sig       ] [1058/3412] Completed EQBK in 0.3s | 2.79 sym/s | Total: 6.3m | ETA: 14.0m
[2026-02-11T20:21:23.515435] [INFO ] [sig       ] [1059/3412] Forecasting EQH...
[2026-02-11T20:21:23.515465] [INFO ] [sig       ] Generating forecast for: EQH
[2026-02-11T20:21:23.515495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2026-02-11T20:21:23.528677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2026-02-11T20:21:23.529109] [INFO ] [FORECASTER] Starting predict_future for EQH
[2026-02-11T20:21:23.530188] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2026-02-11T20:21:23.530243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:23.530275] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:23.530301] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:23.530357] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:23.590745] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:23.591718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:23.591810] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:23.591843] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:23.716287] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:23.716445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:23.716485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:23.716514] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:23.719953] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2026-02-11T20:21:23.720242] [INFO ] [FORECASTER] Completed predict_future for EQH
[2026-02-11T20:21:23.720371] [INFO ] [sig       ] EQH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:23.859564] [INFO ] [LOCAL     ] Saved forecast: EQH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EQH.txt
[2026-02-11T20:21:23.859756] [INFO ] [sig       ] [1059/3412] Completed EQH in 0.3s | 2.79 sym/s | Total: 6.3m | ETA: 14.0m
[2026-02-11T20:21:23.859796] [INFO ] [sig       ] [1060/3412] Forecasting EQIX...
[2026-02-11T20:21:23.859826] [INFO ] [sig       ] Generating forecast for: EQIX
[2026-02-11T20:21:23.859856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2026-02-11T20:21:23.872132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2026-02-11T20:21:23.872525] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2026-02-11T20:21:23.873408] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2026-02-11T20:21:23.873462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:23.873495] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:23.873523] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:23.873613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:23.933296] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:23.934230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:23.934377] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:23.934414] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:24.069213] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:24.069437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:24.069492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:24.069526] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:24.073459] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=67.90%)
[2026-02-11T20:21:24.073844] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2026-02-11T20:21:24.073998] [INFO ] [sig       ] EQIX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:24.235754] [INFO ] [LOCAL     ] Saved forecast: EQIX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EQIX.txt
[2026-02-11T20:21:24.235954] [INFO ] [sig       ] [1060/3412] Completed EQIX in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.0m
[2026-02-11T20:21:24.236014] [INFO ] [sig       ] [1061/3412] Forecasting ERAS...
[2026-02-11T20:21:24.236049] [INFO ] [sig       ] Generating forecast for: ERAS
[2026-02-11T20:21:24.236079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2026-02-11T20:21:24.250069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2026-02-11T20:21:24.250460] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2026-02-11T20:21:24.251417] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2026-02-11T20:21:24.251477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:24.251510] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:24.251537] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:24.251613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:24.317451] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:24.318564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:24.318672] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:24.318707] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:24.449285] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:24.449457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:24.449501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:24.449531] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:24.453254] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=41.50%)
[2026-02-11T20:21:24.453612] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2026-02-11T20:21:24.453759] [INFO ] [sig       ] ERAS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:24.602437] [INFO ] [LOCAL     ] Saved forecast: ERAS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ERAS.txt
[2026-02-11T20:21:24.602618] [INFO ] [sig       ] [1061/3412] Completed ERAS in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.0m
[2026-02-11T20:21:24.602669] [INFO ] [sig       ] [1062/3412] Forecasting ERIC...
[2026-02-11T20:21:24.602701] [INFO ] [sig       ] Generating forecast for: ERIC
[2026-02-11T20:21:24.602730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2026-02-11T20:21:24.614640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2026-02-11T20:21:24.615040] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2026-02-11T20:21:24.615909] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2026-02-11T20:21:24.615962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:24.615994] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:24.616019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:24.616076] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:24.673725] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:24.674673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:24.674780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:24.674821] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:24.811012] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:24.811208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:24.811259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:24.811290] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:24.815443] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2026-02-11T20:21:24.815815] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2026-02-11T20:21:24.815985] [INFO ] [sig       ] ERIC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:24.969089] [INFO ] [LOCAL     ] Saved forecast: ERIC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ERIC.txt
[2026-02-11T20:21:24.969251] [INFO ] [sig       ] [1062/3412] Completed ERIC in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.0m
[2026-02-11T20:21:24.969291] [INFO ] [sig       ] [1063/3412] Forecasting ERIE...
[2026-02-11T20:21:24.969321] [INFO ] [sig       ] Generating forecast for: ERIE
[2026-02-11T20:21:24.969350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2026-02-11T20:21:24.981409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2026-02-11T20:21:24.981837] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2026-02-11T20:21:24.982729] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2026-02-11T20:21:24.982783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:24.982814] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:24.982841] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:24.982897] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:25.042589] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:25.043596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:25.043694] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:25.043727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:25.168444] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:25.168638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:25.168701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:25.168744] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:25.172523] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2026-02-11T20:21:25.172846] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2026-02-11T20:21:25.173023] [INFO ] [sig       ] ERIE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:25.324079] [INFO ] [LOCAL     ] Saved forecast: ERIE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ERIE.txt
[2026-02-11T20:21:25.324288] [INFO ] [sig       ] [1063/3412] Completed ERIE in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.0m
[2026-02-11T20:21:25.324334] [INFO ] [sig       ] [1064/3412] Forecasting ERII...
[2026-02-11T20:21:25.324368] [INFO ] [sig       ] Generating forecast for: ERII
[2026-02-11T20:21:25.324400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2026-02-11T20:21:25.336659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2026-02-11T20:21:25.337049] [INFO ] [FORECASTER] Starting predict_future for ERII
[2026-02-11T20:21:25.337973] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2026-02-11T20:21:25.338027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:25.338061] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:25.338088] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:25.338147] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:25.401908] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:25.403056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:25.403158] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:25.403200] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:25.531091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:25.531285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:25.531339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:25.531369] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:25.535067] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=73.14%)
[2026-02-11T20:21:25.535377] [INFO ] [FORECASTER] Completed predict_future for ERII
[2026-02-11T20:21:25.535522] [INFO ] [sig       ] ERII: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:25.686301] [INFO ] [LOCAL     ] Saved forecast: ERII	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ERII.txt
[2026-02-11T20:21:25.686465] [INFO ] [sig       ] [1064/3412] Completed ERII in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.0m
[2026-02-11T20:21:25.686505] [INFO ] [sig       ] [1065/3412] Forecasting ERO...
[2026-02-11T20:21:25.686537] [INFO ] [sig       ] Generating forecast for: ERO
[2026-02-11T20:21:25.686588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2026-02-11T20:21:25.698510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2026-02-11T20:21:25.698945] [INFO ] [FORECASTER] Starting predict_future for ERO
[2026-02-11T20:21:25.699861] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2026-02-11T20:21:25.699918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:25.699951] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:25.699979] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:25.700037] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:25.761883] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:25.762833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:25.762926] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:25.762962] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:25.890238] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:25.890397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:25.890441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:25.890487] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:25.894138] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=25.14%)
[2026-02-11T20:21:25.894463] [INFO ] [FORECASTER] Completed predict_future for ERO
[2026-02-11T20:21:25.894620] [INFO ] [sig       ] ERO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:26.046320] [INFO ] [LOCAL     ] Saved forecast: ERO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ERO.txt
[2026-02-11T20:21:26.046477] [INFO ] [sig       ] [1065/3412] Completed ERO in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-11T20:21:26.046516] [INFO ] [sig       ] [1066/3412] Forecasting ES...
[2026-02-11T20:21:26.046547] [INFO ] [sig       ] Generating forecast for: ES
[2026-02-11T20:21:26.046598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2026-02-11T20:21:26.061926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2026-02-11T20:21:26.062364] [INFO ] [FORECASTER] Starting predict_future for ES
[2026-02-11T20:21:26.063279] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2026-02-11T20:21:26.063333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:26.063366] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:26.063393] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:26.063452] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:26.124490] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:26.125640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:26.125752] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:26.125799] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:26.245473] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:26.245647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:26.245690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:26.245719] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:26.249238] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=85.40%)
[2026-02-11T20:21:26.249524] [INFO ] [FORECASTER] Completed predict_future for ES
[2026-02-11T20:21:26.249677] [INFO ] [sig       ] ES: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:26.395359] [INFO ] [LOCAL     ] Saved forecast: ES	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ES.txt
[2026-02-11T20:21:26.395519] [INFO ] [sig       ] [1066/3412] Completed ES in 0.3s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-11T20:21:26.395558] [INFO ] [sig       ] [1067/3412] Forecasting ESAB...
[2026-02-11T20:21:26.395607] [INFO ] [sig       ] Generating forecast for: ESAB
[2026-02-11T20:21:26.395642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2026-02-11T20:21:26.408195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2026-02-11T20:21:26.408624] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2026-02-11T20:21:26.409511] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2026-02-11T20:21:26.409565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:26.409646] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:26.409676] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:26.409737] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:26.472359] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:26.473259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:26.473366] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:26.473402] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:26.601203] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:26.601373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:26.601417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:26.601447] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:26.605305] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2026-02-11T20:21:26.605651] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2026-02-11T20:21:26.605792] [INFO ] [sig       ] ESAB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:26.766515] [INFO ] [LOCAL     ] Saved forecast: ESAB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ESAB.txt
[2026-02-11T20:21:26.766738] [INFO ] [sig       ] [1067/3412] Completed ESAB in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-11T20:21:26.766783] [INFO ] [sig       ] [1068/3412] Forecasting ESCA...
[2026-02-11T20:21:26.766817] [INFO ] [sig       ] Generating forecast for: ESCA
[2026-02-11T20:21:26.766849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2026-02-11T20:21:26.782609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2026-02-11T20:21:26.783099] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2026-02-11T20:21:26.784262] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2026-02-11T20:21:26.784331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:26.784370] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:26.784402] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:26.784472] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:26.843566] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:26.844516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:26.844638] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:26.844676] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:26.957835] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:26.958003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:26.958048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:26.958079] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:26.962235] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=68.02%)
[2026-02-11T20:21:26.962638] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2026-02-11T20:21:26.962792] [INFO ] [sig       ] ESCA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:27.121666] [INFO ] [LOCAL     ] Saved forecast: ESCA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ESCA.txt
[2026-02-11T20:21:27.121839] [INFO ] [sig       ] [1068/3412] Completed ESCA in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-11T20:21:27.121881] [INFO ] [sig       ] [1069/3412] Forecasting ESE...
[2026-02-11T20:21:27.121913] [INFO ] [sig       ] Generating forecast for: ESE
[2026-02-11T20:21:27.121947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2026-02-11T20:21:27.134400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2026-02-11T20:21:27.134797] [INFO ] [FORECASTER] Starting predict_future for ESE
[2026-02-11T20:21:27.135664] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2026-02-11T20:21:27.135717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:27.135751] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:27.135789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:27.135848] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:27.197228] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:27.198238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:27.198344] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:27.198381] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:27.326399] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:27.326564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:27.326625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:27.326656] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:27.330467] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=32.38%)
[2026-02-11T20:21:27.330810] [INFO ] [FORECASTER] Completed predict_future for ESE
[2026-02-11T20:21:27.330965] [INFO ] [sig       ] ESE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:27.485232] [INFO ] [LOCAL     ] Saved forecast: ESE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ESE.txt
[2026-02-11T20:21:27.485425] [INFO ] [sig       ] [1069/3412] Completed ESE in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-11T20:21:27.485470] [INFO ] [sig       ] [1070/3412] Forecasting ESEA...
[2026-02-11T20:21:27.485500] [INFO ] [sig       ] Generating forecast for: ESEA
[2026-02-11T20:21:27.485533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2026-02-11T20:21:27.498264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2026-02-11T20:21:27.498707] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2026-02-11T20:21:27.499557] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2026-02-11T20:21:27.499628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:27.499660] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:27.499685] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:27.499741] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:27.558307] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:27.559244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:27.559342] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:27.559378] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:27.681246] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:27.681412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:27.681456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:27.681523] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:27.685057] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2026-02-11T20:21:27.685359] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2026-02-11T20:21:27.685501] [INFO ] [sig       ] ESEA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:27.827253] [INFO ] [LOCAL     ] Saved forecast: ESEA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ESEA.txt
[2026-02-11T20:21:27.827479] [INFO ] [sig       ] [1070/3412] Completed ESEA in 0.3s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-11T20:21:27.827540] [INFO ] [sig       ] [1071/3412] Forecasting ESGD...
[2026-02-11T20:21:27.827596] [INFO ] [sig       ] Generating forecast for: ESGD
[2026-02-11T20:21:27.827633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2026-02-11T20:21:27.839343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2026-02-11T20:21:27.839730] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2026-02-11T20:21:27.840617] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2026-02-11T20:21:27.840672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:27.840705] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:27.840733] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:27.840794] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:27.898735] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:27.899708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:27.899793] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:27.899826] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:28.022207] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:28.022372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:28.022414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:28.022442] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:28.025934] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=14.35%)
[2026-02-11T20:21:28.026232] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2026-02-11T20:21:28.026372] [INFO ] [sig       ] ESGD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:28.171845] [INFO ] [LOCAL     ] Saved forecast: ESGD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ESGD.txt
[2026-02-11T20:21:28.172013] [INFO ] [sig       ] [1071/3412] Completed ESGD in 0.3s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-11T20:21:28.172054] [INFO ] [sig       ] [1072/3412] Forecasting ESGE...
[2026-02-11T20:21:28.172085] [INFO ] [sig       ] Generating forecast for: ESGE
[2026-02-11T20:21:28.172115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2026-02-11T20:21:28.184784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2026-02-11T20:21:28.185192] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2026-02-11T20:21:28.186056] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2026-02-11T20:21:28.186111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:28.186144] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:28.186171] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:28.186233] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:28.245003] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:28.245912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:28.246004] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:28.246040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:28.372393] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:28.372557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:28.372617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:28.372647] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:28.376258] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=49.91%)
[2026-02-11T20:21:28.376559] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2026-02-11T20:21:28.376719] [INFO ] [sig       ] ESGE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:28.522203] [INFO ] [LOCAL     ] Saved forecast: ESGE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ESGE.txt
[2026-02-11T20:21:28.522368] [INFO ] [sig       ] [1072/3412] Completed ESGE in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-11T20:21:28.522409] [INFO ] [sig       ] [1073/3412] Forecasting ESI...
[2026-02-11T20:21:28.522440] [INFO ] [sig       ] Generating forecast for: ESI
[2026-02-11T20:21:28.522478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2026-02-11T20:21:28.534377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2026-02-11T20:21:28.534820] [INFO ] [FORECASTER] Starting predict_future for ESI
[2026-02-11T20:21:28.535740] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2026-02-11T20:21:28.535795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:28.535828] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:28.535854] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:28.535911] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:28.593330] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:28.594211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:28.594299] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:28.594333] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:28.714549] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:28.714744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:28.714787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:28.714815] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:28.718305] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=6.09%)
[2026-02-11T20:21:28.718641] [INFO ] [FORECASTER] Completed predict_future for ESI
[2026-02-11T20:21:28.718781] [INFO ] [sig       ] ESI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:28.863218] [INFO ] [LOCAL     ] Saved forecast: ESI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ESI.txt
[2026-02-11T20:21:28.863381] [INFO ] [sig       ] [1073/3412] Completed ESI in 0.3s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-11T20:21:28.863421] [INFO ] [sig       ] [1074/3412] Forecasting ESOA...
[2026-02-11T20:21:28.863451] [INFO ] [sig       ] Generating forecast for: ESOA
[2026-02-11T20:21:28.863483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2026-02-11T20:21:28.875435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2026-02-11T20:21:28.875855] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2026-02-11T20:21:28.876695] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2026-02-11T20:21:28.876747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:28.876780] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:28.876807] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:28.876864] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:28.936385] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:28.937315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:28.937403] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:28.937436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:29.066345] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:29.066523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:29.066563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:29.066616] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:29.070349] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2026-02-11T20:21:29.070859] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2026-02-11T20:21:29.070997] [INFO ] [sig       ] ESOA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:29.220906] [INFO ] [LOCAL     ] Saved forecast: ESOA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ESOA.txt
[2026-02-11T20:21:29.221073] [INFO ] [sig       ] [1074/3412] Completed ESOA in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 13.9m
[2026-02-11T20:21:29.221114] [INFO ] [sig       ] [1075/3412] Forecasting ESPO...
[2026-02-11T20:21:29.221144] [INFO ] [sig       ] Generating forecast for: ESPO
[2026-02-11T20:21:29.221182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2026-02-11T20:21:29.233005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2026-02-11T20:21:29.233419] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2026-02-11T20:21:29.234263] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2026-02-11T20:21:29.234316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:29.234348] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:29.234375] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:29.234432] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:29.298441] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:29.299519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:29.299639] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:29.299676] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:29.434420] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:29.434609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:29.434656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:29.434686] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:29.438281] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=61.90%)
[2026-02-11T20:21:29.438609] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2026-02-11T20:21:29.438753] [INFO ] [sig       ] ESPO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:29.579971] [INFO ] [LOCAL     ] Saved forecast: ESPO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ESPO.txt
[2026-02-11T20:21:29.580117] [INFO ] [sig       ] [1075/3412] Completed ESPO in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 13.9m
[2026-02-11T20:21:29.580157] [INFO ] [sig       ] [1076/3412] Forecasting ESQ...
[2026-02-11T20:21:29.580187] [INFO ] [sig       ] Generating forecast for: ESQ
[2026-02-11T20:21:29.580217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2026-02-11T20:21:29.591495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2026-02-11T20:21:29.591851] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2026-02-11T20:21:29.592676] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2026-02-11T20:21:29.592740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:29.592779] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:29.592811] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:29.592881] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:29.651563] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:29.652363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:29.652449] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:29.652483] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:29.771740] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:29.771898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:29.771941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:29.771987] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:29.775507] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2026-02-11T20:21:29.775840] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2026-02-11T20:21:29.775976] [INFO ] [sig       ] ESQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:29.920868] [INFO ] [LOCAL     ] Saved forecast: ESQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ESQ.txt
[2026-02-11T20:21:29.921033] [INFO ] [sig       ] [1076/3412] Completed ESQ in 0.3s | 2.79 sym/s | Total: 6.4m | ETA: 13.9m
[2026-02-11T20:21:29.921074] [INFO ] [sig       ] [1077/3412] Forecasting ESTA...
[2026-02-11T20:21:29.921104] [INFO ] [sig       ] Generating forecast for: ESTA
[2026-02-11T20:21:29.921135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2026-02-11T20:21:29.932777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2026-02-11T20:21:29.933143] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2026-02-11T20:21:29.934054] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2026-02-11T20:21:29.934111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:29.934145] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:29.934178] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:29.934251] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:29.994036] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:29.995049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:29.995182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:29.995217] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:30.117300] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:30.117489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:30.117534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:30.117566] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:30.121543] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: DOWN (p=0.08%)
[2026-02-11T20:21:30.121941] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2026-02-11T20:21:30.122092] [INFO ] [sig       ] ESTA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:30.279607] [INFO ] [LOCAL     ] Saved forecast: ESTA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ESTA.txt
[2026-02-11T20:21:30.279960] [INFO ] [sig       ] [1077/3412] Completed ESTA in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 13.9m
[2026-02-11T20:21:30.279999] [INFO ] [sig       ] [1078/3412] Forecasting ESTC...
[2026-02-11T20:21:30.280029] [INFO ] [sig       ] Generating forecast for: ESTC
[2026-02-11T20:21:30.280061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2026-02-11T20:21:30.292797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2026-02-11T20:21:30.293100] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2026-02-11T20:21:30.294147] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2026-02-11T20:21:30.294215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:30.294258] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:30.294293] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:30.294363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:30.354443] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:30.355253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:30.355339] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:30.355373] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:30.478023] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:30.478190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:30.478232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:30.478264] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:30.481885] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=33.73%)
[2026-02-11T20:21:30.482207] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2026-02-11T20:21:30.482354] [INFO ] [sig       ] ESTC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:30.632793] [INFO ] [LOCAL     ] Saved forecast: ESTC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ESTC.txt
[2026-02-11T20:21:30.632932] [INFO ] [sig       ] [1078/3412] Completed ESTC in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 13.9m
[2026-02-11T20:21:30.632973] [INFO ] [sig       ] [1079/3412] Forecasting ETB...
[2026-02-11T20:21:30.633005] [INFO ] [sig       ] Generating forecast for: ETB
[2026-02-11T20:21:30.633036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2026-02-11T20:21:30.644524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2026-02-11T20:21:30.644908] [INFO ] [FORECASTER] Starting predict_future for ETB
[2026-02-11T20:21:30.645762] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2026-02-11T20:21:30.645815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:30.645847] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:30.645875] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:30.645932] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:30.707698] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:30.708653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:30.708743] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:30.708778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:30.829892] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:30.830066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:30.830110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:30.830140] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:30.833853] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=9.25%)
[2026-02-11T20:21:30.834193] [INFO ] [FORECASTER] Completed predict_future for ETB
[2026-02-11T20:21:30.834348] [INFO ] [sig       ] ETB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:30.980560] [INFO ] [LOCAL     ] Saved forecast: ETB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ETB.txt
[2026-02-11T20:21:30.980743] [INFO ] [sig       ] [1079/3412] Completed ETB in 0.3s | 2.79 sym/s | Total: 6.4m | ETA: 13.9m
[2026-02-11T20:21:30.980784] [INFO ] [sig       ] [1080/3412] Forecasting ETD...
[2026-02-11T20:21:30.980816] [INFO ] [sig       ] Generating forecast for: ETD
[2026-02-11T20:21:30.980847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2026-02-11T20:21:30.992967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2026-02-11T20:21:30.993349] [INFO ] [FORECASTER] Starting predict_future for ETD
[2026-02-11T20:21:30.994436] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2026-02-11T20:21:30.994494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:30.994528] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:30.994559] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:30.994670] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:31.059632] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:31.060556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:31.060681] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:31.060715] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:31.185565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:31.185756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:31.185796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:31.185825] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:31.189409] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=47.96%)
[2026-02-11T20:21:31.189740] [INFO ] [FORECASTER] Completed predict_future for ETD
[2026-02-11T20:21:31.189883] [INFO ] [sig       ] ETD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:31.347042] [INFO ] [LOCAL     ] Saved forecast: ETD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ETD.txt
[2026-02-11T20:21:31.347261] [INFO ] [sig       ] [1080/3412] Completed ETD in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 13.9m
[2026-02-11T20:21:31.347313] [INFO ] [sig       ] [1081/3412] Forecasting ETG...
[2026-02-11T20:21:31.347353] [INFO ] [sig       ] Generating forecast for: ETG
[2026-02-11T20:21:31.347392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2026-02-11T20:21:31.360302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2026-02-11T20:21:31.360794] [INFO ] [FORECASTER] Starting predict_future for ETG
[2026-02-11T20:21:31.361841] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2026-02-11T20:21:31.361898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:31.361932] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:31.361970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:31.362034] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:31.426452] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:31.427490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:31.427662] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:31.427702] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:31.558322] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:31.558495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:31.558537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:31.558566] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:31.562528] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=45.14%)
[2026-02-11T20:21:31.562944] [INFO ] [FORECASTER] Completed predict_future for ETG
[2026-02-11T20:21:31.563102] [INFO ] [sig       ] ETG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:31.713326] [INFO ] [LOCAL     ] Saved forecast: ETG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ETG.txt
[2026-02-11T20:21:31.713489] [INFO ] [sig       ] [1081/3412] Completed ETG in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 13.9m
[2026-02-11T20:21:31.713530] [INFO ] [sig       ] [1082/3412] Forecasting ETHA...
[2026-02-11T20:21:31.713562] [INFO ] [sig       ] Generating forecast for: ETHA
[2026-02-11T20:21:31.713625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2026-02-11T20:21:31.725436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2026-02-11T20:21:31.725868] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2026-02-11T20:21:31.726960] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2026-02-11T20:21:31.727054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:31.727109] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:31.727156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:31.727252] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:31.786128] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:31.787008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:31.787097] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:31.787131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:31.912476] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:31.912656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:31.912700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:31.912729] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:31.916279] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=86.64%)
[2026-02-11T20:21:31.916569] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2026-02-11T20:21:31.916724] [INFO ] [sig       ] ETHA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:32.062537] [INFO ] [LOCAL     ] Saved forecast: ETHA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ETHA.txt
[2026-02-11T20:21:32.062708] [INFO ] [sig       ] [1082/3412] Completed ETHA in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-11T20:21:32.062748] [INFO ] [sig       ] [1083/3412] Forecasting ETJ...
[2026-02-11T20:21:32.062779] [INFO ] [sig       ] Generating forecast for: ETJ
[2026-02-11T20:21:32.062809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2026-02-11T20:21:32.074624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2026-02-11T20:21:32.074921] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2026-02-11T20:21:32.075764] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2026-02-11T20:21:32.075819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:32.075852] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:32.075879] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:32.075937] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:32.135067] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:32.135805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:32.135892] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:32.135926] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:32.251414] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:32.251591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:32.251635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:32.251665] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:32.255146] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=91.02%)
[2026-02-11T20:21:32.255425] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2026-02-11T20:21:32.255561] [INFO ] [sig       ] ETJ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:32.397270] [INFO ] [LOCAL     ] Saved forecast: ETJ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ETJ.txt
[2026-02-11T20:21:32.397450] [INFO ] [sig       ] [1083/3412] Completed ETJ in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-11T20:21:32.397506] [INFO ] [sig       ] [1084/3412] Forecasting ETN...
[2026-02-11T20:21:32.397538] [INFO ] [sig       ] Generating forecast for: ETN
[2026-02-11T20:21:32.397591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2026-02-11T20:21:32.409858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2026-02-11T20:21:32.410213] [INFO ] [FORECASTER] Starting predict_future for ETN
[2026-02-11T20:21:32.411057] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2026-02-11T20:21:32.411110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:32.411169] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:32.411198] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:32.411257] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:32.473001] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:32.473901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:32.473986] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:32.474020] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:32.606283] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:32.606467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:32.606509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:32.606538] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:32.610633] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=95.11%)
[2026-02-11T20:21:32.610924] [INFO ] [FORECASTER] Completed predict_future for ETN
[2026-02-11T20:21:32.611065] [INFO ] [sig       ] ETN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:32.759333] [INFO ] [LOCAL     ] Saved forecast: ETN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ETN.txt
[2026-02-11T20:21:32.759533] [INFO ] [sig       ] [1084/3412] Completed ETN in 0.4s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-11T20:21:32.759603] [INFO ] [sig       ] [1085/3412] Forecasting ETO...
[2026-02-11T20:21:32.759636] [INFO ] [sig       ] Generating forecast for: ETO
[2026-02-11T20:21:32.759665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2026-02-11T20:21:32.771800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2026-02-11T20:21:32.772222] [INFO ] [FORECASTER] Starting predict_future for ETO
[2026-02-11T20:21:32.773071] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2026-02-11T20:21:32.773124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:32.773156] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:32.773183] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:32.773240] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:32.832725] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:32.833656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:32.833755] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:32.833788] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:32.956508] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:32.956692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:32.956734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:32.956762] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:32.960289] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=34.11%)
[2026-02-11T20:21:32.960615] [INFO ] [FORECASTER] Completed predict_future for ETO
[2026-02-11T20:21:32.960753] [INFO ] [sig       ] ETO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:33.107481] [INFO ] [LOCAL     ] Saved forecast: ETO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ETO.txt
[2026-02-11T20:21:33.107858] [INFO ] [sig       ] [1085/3412] Completed ETO in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-11T20:21:33.107918] [INFO ] [sig       ] [1086/3412] Forecasting ETON...
[2026-02-11T20:21:33.107952] [INFO ] [sig       ] Generating forecast for: ETON
[2026-02-11T20:21:33.107982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2026-02-11T20:21:33.121510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2026-02-11T20:21:33.122145] [INFO ] [FORECASTER] Starting predict_future for ETON
[2026-02-11T20:21:33.122998] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2026-02-11T20:21:33.123052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:33.123085] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:33.123113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:33.123170] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:33.184207] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:33.185114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:33.185206] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:33.185238] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:33.311674] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:33.311856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:33.311905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:33.311937] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:33.316100] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2026-02-11T20:21:33.316534] [INFO ] [FORECASTER] Completed predict_future for ETON
[2026-02-11T20:21:33.316718] [INFO ] [sig       ] ETON: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:33.470431] [INFO ] [LOCAL     ] Saved forecast: ETON	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ETON.txt
[2026-02-11T20:21:33.470611] [INFO ] [sig       ] [1086/3412] Completed ETON in 0.4s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-11T20:21:33.470653] [INFO ] [sig       ] [1087/3412] Forecasting ETSY...
[2026-02-11T20:21:33.470683] [INFO ] [sig       ] Generating forecast for: ETSY
[2026-02-11T20:21:33.470714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2026-02-11T20:21:33.482204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2026-02-11T20:21:33.482603] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2026-02-11T20:21:33.483425] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2026-02-11T20:21:33.483478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:33.483509] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:33.483535] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:33.483611] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:33.542868] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:33.543993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:33.544084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:33.544117] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:33.670017] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:33.670179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:33.670221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:33.670284] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:33.673875] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2026-02-11T20:21:33.674188] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2026-02-11T20:21:33.674328] [INFO ] [sig       ] ETSY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:33.814079] [INFO ] [LOCAL     ] Saved forecast: ETSY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ETSY.txt
[2026-02-11T20:21:33.814234] [INFO ] [sig       ] [1087/3412] Completed ETSY in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-11T20:21:33.814279] [INFO ] [sig       ] [1088/3412] Forecasting ETY...
[2026-02-11T20:21:33.814317] [INFO ] [sig       ] Generating forecast for: ETY
[2026-02-11T20:21:33.814355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2026-02-11T20:21:33.826725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2026-02-11T20:21:33.827073] [INFO ] [FORECASTER] Starting predict_future for ETY
[2026-02-11T20:21:33.827945] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2026-02-11T20:21:33.828000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:33.828032] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:33.828058] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:33.828117] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:33.886352] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:33.887064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:33.887145] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:33.887180] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:34.022911] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:34.023081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:34.023139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:34.023170] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:34.027535] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=85.67%)
[2026-02-11T20:21:34.027892] [INFO ] [FORECASTER] Completed predict_future for ETY
[2026-02-11T20:21:34.028050] [INFO ] [sig       ] ETY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:34.180221] [INFO ] [LOCAL     ] Saved forecast: ETY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ETY.txt
[2026-02-11T20:21:34.180393] [INFO ] [sig       ] [1088/3412] Completed ETY in 0.4s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-11T20:21:34.180442] [INFO ] [sig       ] [1089/3412] Forecasting EUFN...
[2026-02-11T20:21:34.180472] [INFO ] [sig       ] Generating forecast for: EUFN
[2026-02-11T20:21:34.180716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2026-02-11T20:21:34.195639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2026-02-11T20:21:34.196047] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2026-02-11T20:21:34.197016] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2026-02-11T20:21:34.197071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:34.197104] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:34.197132] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:34.197208] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:34.262031] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:34.262994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:34.263099] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:34.263135] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:34.387310] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:34.387484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:34.387555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:34.387616] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:34.391155] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: UP (p=81.83%)
[2026-02-11T20:21:34.391434] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2026-02-11T20:21:34.391565] [INFO ] [sig       ] EUFN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:34.534995] [INFO ] [LOCAL     ] Saved forecast: EUFN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EUFN.txt
[2026-02-11T20:21:34.535110] [INFO ] [sig       ] [1089/3412] Completed EUFN in 0.4s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-11T20:21:34.535148] [INFO ] [sig       ] [1090/3412] Forecasting EVAX...
[2026-02-11T20:21:34.535178] [INFO ] [sig       ] Generating forecast for: EVAX
[2026-02-11T20:21:34.535208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2026-02-11T20:21:34.547119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2026-02-11T20:21:34.547407] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2026-02-11T20:21:34.548269] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2026-02-11T20:21:34.548322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:34.548353] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:34.548384] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:34.548441] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:34.607485] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:34.608127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:34.608209] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:34.608240] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:34.729682] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:34.729828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:34.729900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:34.729942] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:34.733796] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=31.58%)
[2026-02-11T20:21:34.734076] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2026-02-11T20:21:34.734207] [INFO ] [sig       ] EVAX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:34.873524] [INFO ] [LOCAL     ] Saved forecast: EVAX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EVAX.txt
[2026-02-11T20:21:34.873675] [INFO ] [sig       ] [1090/3412] Completed EVAX in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-11T20:21:34.873715] [INFO ] [sig       ] [1091/3412] Forecasting EVC...
[2026-02-11T20:21:34.873744] [INFO ] [sig       ] Generating forecast for: EVC
[2026-02-11T20:21:34.873773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2026-02-11T20:21:34.883927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2026-02-11T20:21:34.884264] [INFO ] [FORECASTER] Starting predict_future for EVC
[2026-02-11T20:21:34.885101] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2026-02-11T20:21:34.885155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:34.885187] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:34.885214] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:34.885272] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:34.942494] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:34.943288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:34.943377] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:34.943411] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:35.067333] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:35.067518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:35.067563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:35.067619] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:35.071224] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2026-02-11T20:21:35.071506] [INFO ] [FORECASTER] Completed predict_future for EVC
[2026-02-11T20:21:35.071860] [INFO ] [sig       ] EVC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:35.215526] [INFO ] [LOCAL     ] Saved forecast: EVC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EVC.txt
[2026-02-11T20:21:35.215684] [INFO ] [sig       ] [1091/3412] Completed EVC in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.8m
[2026-02-11T20:21:35.215735] [INFO ] [sig       ] [1092/3412] Forecasting EVCM...
[2026-02-11T20:21:35.215767] [INFO ] [sig       ] Generating forecast for: EVCM
[2026-02-11T20:21:35.215798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2026-02-11T20:21:35.226860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2026-02-11T20:21:35.227181] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2026-02-11T20:21:35.231486] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2026-02-11T20:21:35.231557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:35.231629] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:35.231660] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:35.231718] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:35.292245] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:35.293201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:35.293314] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:35.293351] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:35.412800] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:35.412956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:35.412996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:35.413025] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:35.416464] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2026-02-11T20:21:35.416758] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2026-02-11T20:21:35.416888] [INFO ] [sig       ] EVCM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:35.560854] [INFO ] [LOCAL     ] Saved forecast: EVCM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EVCM.txt
[2026-02-11T20:21:35.561000] [INFO ] [sig       ] [1092/3412] Completed EVCM in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.8m
[2026-02-11T20:21:35.561041] [INFO ] [sig       ] [1093/3412] Forecasting EVEX...
[2026-02-11T20:21:35.561069] [INFO ] [sig       ] Generating forecast for: EVEX
[2026-02-11T20:21:35.561110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2026-02-11T20:21:35.574028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2026-02-11T20:21:35.574342] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2026-02-11T20:21:35.575351] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2026-02-11T20:21:35.575415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:35.575470] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:35.575510] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:35.575600] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:35.634050] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:35.634734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:35.634816] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:35.634849] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:35.754402] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:35.754587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:35.754634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:35.754664] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:35.758113] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=54.29%)
[2026-02-11T20:21:35.758392] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2026-02-11T20:21:35.758520] [INFO ] [sig       ] EVEX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:35.899131] [INFO ] [LOCAL     ] Saved forecast: EVEX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EVEX.txt
[2026-02-11T20:21:35.899275] [INFO ] [sig       ] [1093/3412] Completed EVEX in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.8m
[2026-02-11T20:21:35.899315] [INFO ] [sig       ] [1094/3412] Forecasting EVF...
[2026-02-11T20:21:35.899351] [INFO ] [sig       ] Generating forecast for: EVF
[2026-02-11T20:21:35.899387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2026-02-11T20:21:35.911223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2026-02-11T20:21:35.911566] [INFO ] [FORECASTER] Starting predict_future for EVF
[2026-02-11T20:21:35.912380] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2026-02-11T20:21:35.912437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:35.912468] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:35.912494] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:35.912551] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:35.970212] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:35.971002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:35.971120] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:35.971165] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:36.087898] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:36.088060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:36.088102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:36.088131] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:36.092155] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=67.03%)
[2026-02-11T20:21:36.092484] [INFO ] [FORECASTER] Completed predict_future for EVF
[2026-02-11T20:21:36.092662] [INFO ] [sig       ] EVF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:36.234075] [INFO ] [LOCAL     ] Saved forecast: EVF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EVF.txt
[2026-02-11T20:21:36.234217] [INFO ] [sig       ] [1094/3412] Completed EVF in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.8m
[2026-02-11T20:21:36.234257] [INFO ] [sig       ] [1095/3412] Forecasting EVG...
[2026-02-11T20:21:36.234287] [INFO ] [sig       ] Generating forecast for: EVG
[2026-02-11T20:21:36.234318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2026-02-11T20:21:36.245792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2026-02-11T20:21:36.246178] [INFO ] [FORECASTER] Starting predict_future for EVG
[2026-02-11T20:21:36.247075] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2026-02-11T20:21:36.247128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:36.247160] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:36.247186] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:36.247243] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:36.305521] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:36.306366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:36.306453] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:36.306488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:36.419737] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:36.419898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:36.419938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:36.419966] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:36.423396] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=64.91%)
[2026-02-11T20:21:36.423732] [INFO ] [FORECASTER] Completed predict_future for EVG
[2026-02-11T20:21:36.423886] [INFO ] [sig       ] EVG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:36.566332] [INFO ] [LOCAL     ] Saved forecast: EVG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EVG.txt
[2026-02-11T20:21:36.566475] [INFO ] [sig       ] [1095/3412] Completed EVG in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.8m
[2026-02-11T20:21:36.566515] [INFO ] [sig       ] [1096/3412] Forecasting EVGO...
[2026-02-11T20:21:36.566544] [INFO ] [sig       ] Generating forecast for: EVGO
[2026-02-11T20:21:36.566595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2026-02-11T20:21:36.577675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2026-02-11T20:21:36.578017] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2026-02-11T20:21:36.578929] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2026-02-11T20:21:36.578983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:36.579016] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:36.579042] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:36.579099] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:36.636432] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:36.637159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:36.637245] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:36.637279] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:36.757952] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:36.758114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:36.758155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:36.758186] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:36.762085] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2026-02-11T20:21:36.762379] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2026-02-11T20:21:36.762515] [INFO ] [sig       ] EVGO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:36.907323] [INFO ] [LOCAL     ] Saved forecast: EVGO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EVGO.txt
[2026-02-11T20:21:36.907481] [INFO ] [sig       ] [1096/3412] Completed EVGO in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.8m
[2026-02-11T20:21:36.907521] [INFO ] [sig       ] [1097/3412] Forecasting EVH...
[2026-02-11T20:21:36.907556] [INFO ] [sig       ] Generating forecast for: EVH
[2026-02-11T20:21:36.907607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2026-02-11T20:21:36.919692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2026-02-11T20:21:36.920049] [INFO ] [FORECASTER] Starting predict_future for EVH
[2026-02-11T20:21:36.920945] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2026-02-11T20:21:36.921000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:36.921033] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:36.921061] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:36.921119] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:36.981505] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:36.982405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:36.982500] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:36.982535] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:37.103676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:37.103849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:37.103917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:37.103982] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:37.107621] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2026-02-11T20:21:37.107913] [INFO ] [FORECASTER] Completed predict_future for EVH
[2026-02-11T20:21:37.108050] [INFO ] [sig       ] EVH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:37.248690] [INFO ] [LOCAL     ] Saved forecast: EVH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EVH.txt
[2026-02-11T20:21:37.248857] [INFO ] [sig       ] [1097/3412] Completed EVH in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.8m
[2026-02-11T20:21:37.248897] [INFO ] [sig       ] [1098/3412] Forecasting EVN...
[2026-02-11T20:21:37.248927] [INFO ] [sig       ] Generating forecast for: EVN
[2026-02-11T20:21:37.248957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2026-02-11T20:21:37.261042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2026-02-11T20:21:37.261435] [INFO ] [FORECASTER] Starting predict_future for EVN
[2026-02-11T20:21:37.262345] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2026-02-11T20:21:37.262400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:37.262433] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:37.262461] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:37.262519] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:37.323939] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:37.324913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:37.325019] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:37.325068] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:37.444745] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:37.444931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:37.444974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:37.445004] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:37.448639] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=5.67%)
[2026-02-11T20:21:37.448984] [INFO ] [FORECASTER] Completed predict_future for EVN
[2026-02-11T20:21:37.449127] [INFO ] [sig       ] EVN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:37.595795] [INFO ] [LOCAL     ] Saved forecast: EVN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EVN.txt
[2026-02-11T20:21:37.595966] [INFO ] [sig       ] [1098/3412] Completed EVN in 0.3s | 2.80 sym/s | Total: 6.5m | ETA: 13.8m
[2026-02-11T20:21:37.596006] [INFO ] [sig       ] [1099/3412] Forecasting EVO...
[2026-02-11T20:21:37.596035] [INFO ] [sig       ] Generating forecast for: EVO
[2026-02-11T20:21:37.596066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2026-02-11T20:21:37.608327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2026-02-11T20:21:37.608766] [INFO ] [FORECASTER] Starting predict_future for EVO
[2026-02-11T20:21:37.609682] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2026-02-11T20:21:37.609735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:37.609769] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:37.609796] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:37.609854] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:37.668651] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:37.669628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:37.669719] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:37.669753] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:37.803892] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:37.804058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:37.804104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:37.804134] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:37.808410] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=76.99%)
[2026-02-11T20:21:37.808941] [INFO ] [FORECASTER] Completed predict_future for EVO
[2026-02-11T20:21:37.809087] [INFO ] [sig       ] EVO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:37.960188] [INFO ] [LOCAL     ] Saved forecast: EVO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EVO.txt
[2026-02-11T20:21:37.960334] [INFO ] [sig       ] [1099/3412] Completed EVO in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-11T20:21:37.960387] [INFO ] [sig       ] [1100/3412] Forecasting EVRG...
[2026-02-11T20:21:37.960426] [INFO ] [sig       ] Generating forecast for: EVRG
[2026-02-11T20:21:37.960463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2026-02-11T20:21:37.973086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2026-02-11T20:21:37.973421] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2026-02-11T20:21:37.974233] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2026-02-11T20:21:37.974286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:37.974318] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:37.974344] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:37.974400] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:38.034283] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:38.035105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:38.035219] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:38.035254] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:38.170106] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:38.170268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:38.170311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:38.170358] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:38.174367] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=98.88%)
[2026-02-11T20:21:38.174908] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2026-02-11T20:21:38.175081] [INFO ] [sig       ] EVRG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:38.324113] [INFO ] [LOCAL     ] Saved forecast: EVRG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EVRG.txt
[2026-02-11T20:21:38.324289] [INFO ] [sig       ] [1100/3412] Completed EVRG in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-11T20:21:38.324332] [INFO ] [sig       ] [1101/3412] Forecasting EVSD...
[2026-02-11T20:21:38.324369] [INFO ] [sig       ] Generating forecast for: EVSD
[2026-02-11T20:21:38.324418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2026-02-11T20:21:38.337226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2026-02-11T20:21:38.337625] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2026-02-11T20:21:38.338492] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2026-02-11T20:21:38.338547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:38.338632] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:38.338662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:38.338721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:38.400703] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:38.401662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:38.401775] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:38.401837] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:38.526654] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:38.526830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:38.526881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:38.526912] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:38.530543] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: UP (p=82.70%)
[2026-02-11T20:21:38.530856] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2026-02-11T20:21:38.530995] [INFO ] [sig       ] EVSD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:38.684037] [INFO ] [LOCAL     ] Saved forecast: EVSD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EVSD.txt
[2026-02-11T20:21:38.684187] [INFO ] [sig       ] [1101/3412] Completed EVSD in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-11T20:21:38.684251] [INFO ] [sig       ] [1102/3412] Forecasting EVTC...
[2026-02-11T20:21:38.684283] [INFO ] [sig       ] Generating forecast for: EVTC
[2026-02-11T20:21:38.684314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2026-02-11T20:21:38.696747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2026-02-11T20:21:38.697089] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2026-02-11T20:21:38.698007] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2026-02-11T20:21:38.698062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:38.698095] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:38.698123] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:38.698181] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:38.761938] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:38.762850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:38.762938] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:38.763012] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:38.889065] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:38.889226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:38.889269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:38.889297] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:38.892845] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2026-02-11T20:21:38.893135] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2026-02-11T20:21:38.893271] [INFO ] [sig       ] EVTC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:39.035532] [INFO ] [LOCAL     ] Saved forecast: EVTC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EVTC.txt
[2026-02-11T20:21:39.035708] [INFO ] [sig       ] [1102/3412] Completed EVTC in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-11T20:21:39.035759] [INFO ] [sig       ] [1103/3412] Forecasting EVTL...
[2026-02-11T20:21:39.035791] [INFO ] [sig       ] Generating forecast for: EVTL
[2026-02-11T20:21:39.035820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2026-02-11T20:21:39.047350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2026-02-11T20:21:39.047688] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2026-02-11T20:21:39.048527] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2026-02-11T20:21:39.048603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:39.048638] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:39.048664] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:39.048721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:39.107057] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:39.107857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:39.107939] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:39.107972] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:39.230481] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:39.230666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:39.230707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:39.230736] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:39.234337] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=88.27%)
[2026-02-11T20:21:39.234632] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2026-02-11T20:21:39.234764] [INFO ] [sig       ] EVTL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:39.391247] [INFO ] [LOCAL     ] Saved forecast: EVTL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EVTL.txt
[2026-02-11T20:21:39.391450] [INFO ] [sig       ] [1103/3412] Completed EVTL in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-11T20:21:39.391499] [INFO ] [sig       ] [1104/3412] Forecasting EWBC...
[2026-02-11T20:21:39.391532] [INFO ] [sig       ] Generating forecast for: EWBC
[2026-02-11T20:21:39.391590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2026-02-11T20:21:39.404721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2026-02-11T20:21:39.405086] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2026-02-11T20:21:39.405977] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2026-02-11T20:21:39.406033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:39.406065] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:39.406103] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:39.406162] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:39.478186] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:39.479060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:39.479149] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:39.479183] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:39.624661] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:39.624834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:39.624892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:39.624974] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:39.629673] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=52.57%)
[2026-02-11T20:21:39.630043] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2026-02-11T20:21:39.630225] [INFO ] [sig       ] EWBC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:39.795116] [INFO ] [LOCAL     ] Saved forecast: EWBC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EWBC.txt
[2026-02-11T20:21:39.795254] [INFO ] [sig       ] [1104/3412] Completed EWBC in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-11T20:21:39.795293] [INFO ] [sig       ] [1105/3412] Forecasting EWCZ...
[2026-02-11T20:21:39.795323] [INFO ] [sig       ] Generating forecast for: EWCZ
[2026-02-11T20:21:39.795353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2026-02-11T20:21:39.807135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2026-02-11T20:21:39.807415] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2026-02-11T20:21:39.808259] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2026-02-11T20:21:39.808312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:39.808344] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:39.808372] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:39.808436] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:39.866345] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:39.867168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:39.867255] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:39.867289] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:39.987176] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:39.987344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:39.987385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:39.987414] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:39.990914] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=43.04%)
[2026-02-11T20:21:39.991200] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2026-02-11T20:21:39.991330] [INFO ] [sig       ] EWCZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:40.133276] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EWCZ.txt
[2026-02-11T20:21:40.133461] [INFO ] [sig       ] [1105/3412] Completed EWCZ in 0.3s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-11T20:21:40.133515] [INFO ] [sig       ] [1106/3412] Forecasting EWTX...
[2026-02-11T20:21:40.133555] [INFO ] [sig       ] Generating forecast for: EWTX
[2026-02-11T20:21:40.133620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2026-02-11T20:21:40.145510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2026-02-11T20:21:40.145928] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2026-02-11T20:21:40.146796] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2026-02-11T20:21:40.146850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:40.146882] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:40.146910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:40.146968] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:40.206183] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:40.206892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:40.206975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:40.207009] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:40.327244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:40.327401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:40.327443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:40.327495] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:40.331082] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=14.79%)
[2026-02-11T20:21:40.331369] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2026-02-11T20:21:40.331519] [INFO ] [sig       ] EWTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:40.492740] [INFO ] [LOCAL     ] Saved forecast: EWTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EWTX.txt
[2026-02-11T20:21:40.492965] [INFO ] [sig       ] [1106/3412] Completed EWTX in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-11T20:21:40.493026] [INFO ] [sig       ] [1107/3412] Forecasting EWZS...
[2026-02-11T20:21:40.493070] [INFO ] [sig       ] Generating forecast for: EWZS
[2026-02-11T20:21:40.493115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2026-02-11T20:21:40.506733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2026-02-11T20:21:40.507150] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2026-02-11T20:21:40.508340] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2026-02-11T20:21:40.508407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:40.508446] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:40.508480] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:40.508552] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:40.569993] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:40.570870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:40.570993] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:40.571030] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:40.696694] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:40.696851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:40.696891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:40.696921] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:40.700462] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=48.94%)
[2026-02-11T20:21:40.700767] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2026-02-11T20:21:40.700901] [INFO ] [sig       ] EWZS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:40.841948] [INFO ] [LOCAL     ] Saved forecast: EWZS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EWZS.txt
[2026-02-11T20:21:40.842096] [INFO ] [sig       ] [1107/3412] Completed EWZS in 0.3s | 2.79 sym/s | Total: 6.6m | ETA: 13.7m
[2026-02-11T20:21:40.842136] [INFO ] [sig       ] [1108/3412] Forecasting EXAS...
[2026-02-11T20:21:40.842171] [INFO ] [sig       ] Generating forecast for: EXAS
[2026-02-11T20:21:40.842222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2026-02-11T20:21:40.853628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2026-02-11T20:21:40.853937] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2026-02-11T20:21:40.854758] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2026-02-11T20:21:40.854811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:40.854844] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:40.854871] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:40.854928] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:40.913978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:40.914785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:40.914872] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:40.914906] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:41.044641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:41.044800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:41.044841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:41.044872] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:41.048456] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2026-02-11T20:21:41.048812] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2026-02-11T20:21:41.048988] [INFO ] [sig       ] EXAS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:41.190559] [INFO ] [LOCAL     ] Saved forecast: EXAS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EXAS.txt
[2026-02-11T20:21:41.190726] [INFO ] [sig       ] [1108/3412] Completed EXAS in 0.3s | 2.79 sym/s | Total: 6.6m | ETA: 13.7m
[2026-02-11T20:21:41.190766] [INFO ] [sig       ] [1109/3412] Forecasting EXC...
[2026-02-11T20:21:41.190795] [INFO ] [sig       ] Generating forecast for: EXC
[2026-02-11T20:21:41.190827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2026-02-11T20:21:41.202344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2026-02-11T20:21:41.202702] [INFO ] [FORECASTER] Starting predict_future for EXC
[2026-02-11T20:21:41.203535] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2026-02-11T20:21:41.203626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:41.203660] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:41.203687] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:41.203743] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:41.263917] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:41.264812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:41.264899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:41.264934] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:41.388950] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:41.389110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:41.389151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:41.389181] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:41.392765] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: UP (p=74.50%)
[2026-02-11T20:21:41.393060] [INFO ] [FORECASTER] Completed predict_future for EXC
[2026-02-11T20:21:41.393194] [INFO ] [sig       ] EXC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:41.539649] [INFO ] [LOCAL     ] Saved forecast: EXC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EXC.txt
[2026-02-11T20:21:41.539818] [INFO ] [sig       ] [1109/3412] Completed EXC in 0.3s | 2.79 sym/s | Total: 6.6m | ETA: 13.7m
[2026-02-11T20:21:41.539858] [INFO ] [sig       ] [1110/3412] Forecasting EXEL...
[2026-02-11T20:21:41.539889] [INFO ] [sig       ] Generating forecast for: EXEL
[2026-02-11T20:21:41.539919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2026-02-11T20:21:41.551199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2026-02-11T20:21:41.551598] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2026-02-11T20:21:41.552423] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2026-02-11T20:21:41.552485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:41.552523] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:41.552556] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:41.552652] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:41.611802] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:41.612710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:41.612798] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:41.612832] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:41.734531] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:41.734713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:41.734754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:41.734782] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:41.738365] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: UP (p=80.35%)
[2026-02-11T20:21:41.738717] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2026-02-11T20:21:41.738871] [INFO ] [sig       ] EXEL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:41.883994] [INFO ] [LOCAL     ] Saved forecast: EXEL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EXEL.txt
[2026-02-11T20:21:41.884162] [INFO ] [sig       ] [1110/3412] Completed EXEL in 0.3s | 2.80 sym/s | Total: 6.6m | ETA: 13.7m
[2026-02-11T20:21:41.884203] [INFO ] [sig       ] [1111/3412] Forecasting EXFY...
[2026-02-11T20:21:41.884232] [INFO ] [sig       ] Generating forecast for: EXFY
[2026-02-11T20:21:41.884261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2026-02-11T20:21:41.896286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2026-02-11T20:21:41.896680] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2026-02-11T20:21:41.897499] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2026-02-11T20:21:41.897552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:41.897609] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:41.897638] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:41.897696] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:41.956278] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:41.957197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:41.957338] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:41.957385] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:42.084673] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:42.084835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:42.084882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:42.084926] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:42.088534] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: DOWN (p=32.73%)
[2026-02-11T20:21:42.088847] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2026-02-11T20:21:42.089018] [INFO ] [sig       ] EXFY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:42.234397] [INFO ] [LOCAL     ] Saved forecast: EXFY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EXFY.txt
[2026-02-11T20:21:42.234542] [INFO ] [sig       ] [1111/3412] Completed EXFY in 0.4s | 2.80 sym/s | Total: 6.6m | ETA: 13.7m
[2026-02-11T20:21:42.234600] [INFO ] [sig       ] [1112/3412] Forecasting EXG...
[2026-02-11T20:21:42.234632] [INFO ] [sig       ] Generating forecast for: EXG
[2026-02-11T20:21:42.234662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2026-02-11T20:21:42.247143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2026-02-11T20:21:42.247555] [INFO ] [FORECASTER] Starting predict_future for EXG
[2026-02-11T20:21:42.248456] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2026-02-11T20:21:42.248510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:42.248543] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:42.248601] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:42.248678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:42.308686] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:42.309615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:42.309704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:42.309738] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:42.432223] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:42.432386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:42.432428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:42.432459] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:42.436004] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2026-02-11T20:21:42.436295] [INFO ] [FORECASTER] Completed predict_future for EXG
[2026-02-11T20:21:42.436431] [INFO ] [sig       ] EXG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:42.580101] [INFO ] [LOCAL     ] Saved forecast: EXG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EXG.txt
[2026-02-11T20:21:42.580271] [INFO ] [sig       ] [1112/3412] Completed EXG in 0.3s | 2.80 sym/s | Total: 6.6m | ETA: 13.7m
[2026-02-11T20:21:42.580314] [INFO ] [sig       ] [1113/3412] Forecasting EXK...
[2026-02-11T20:21:42.580345] [INFO ] [sig       ] Generating forecast for: EXK
[2026-02-11T20:21:42.580376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2026-02-11T20:21:42.592531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2026-02-11T20:21:42.592953] [INFO ] [FORECASTER] Starting predict_future for EXK
[2026-02-11T20:21:42.593859] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2026-02-11T20:21:42.593914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:42.593947] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:42.593975] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:42.594033] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:42.654078] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:42.654991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:42.655083] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:42.655116] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:42.779010] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:42.779169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:42.779209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:42.779240] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:42.782853] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=75.09%)
[2026-02-11T20:21:42.783136] [INFO ] [FORECASTER] Completed predict_future for EXK
[2026-02-11T20:21:42.783274] [INFO ] [sig       ] EXK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:42.925251] [INFO ] [LOCAL     ] Saved forecast: EXK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EXK.txt
[2026-02-11T20:21:42.925394] [INFO ] [sig       ] [1113/3412] Completed EXK in 0.3s | 2.80 sym/s | Total: 6.6m | ETA: 13.7m
[2026-02-11T20:21:42.925443] [INFO ] [sig       ] [1114/3412] Forecasting EXLS...
[2026-02-11T20:21:42.925474] [INFO ] [sig       ] Generating forecast for: EXLS
[2026-02-11T20:21:42.925505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2026-02-11T20:21:42.936996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2026-02-11T20:21:42.937284] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2026-02-11T20:21:42.938162] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2026-02-11T20:21:42.938215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:42.938249] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:42.938277] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:42.938335] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:42.998995] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:42.999962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:43.000055] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:43.000089] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:43.127843] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:43.128058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:43.128113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:43.128144] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:43.131922] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: UP (p=91.14%)
[2026-02-11T20:21:43.132212] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2026-02-11T20:21:43.132376] [INFO ] [sig       ] EXLS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:43.275946] [INFO ] [LOCAL     ] Saved forecast: EXLS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EXLS.txt
[2026-02-11T20:21:43.276159] [INFO ] [sig       ] [1114/3412] Completed EXLS in 0.4s | 2.80 sym/s | Total: 6.6m | ETA: 13.7m
[2026-02-11T20:21:43.276211] [INFO ] [sig       ] [1115/3412] Forecasting EXP...
[2026-02-11T20:21:43.276243] [INFO ] [sig       ] Generating forecast for: EXP
[2026-02-11T20:21:43.276283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2026-02-11T20:21:43.287780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2026-02-11T20:21:43.288102] [INFO ] [FORECASTER] Starting predict_future for EXP
[2026-02-11T20:21:43.288945] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2026-02-11T20:21:43.288998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:43.289030] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:43.289056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:43.289113] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:43.350076] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:43.351054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:43.351147] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:43.351184] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:43.471124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:43.471287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:43.471332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:43.471364] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:43.475131] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2026-02-11T20:21:43.475431] [INFO ] [FORECASTER] Completed predict_future for EXP
[2026-02-11T20:21:43.475566] [INFO ] [sig       ] EXP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:43.617095] [INFO ] [LOCAL     ] Saved forecast: EXP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EXP.txt
[2026-02-11T20:21:43.617244] [INFO ] [sig       ] [1115/3412] Completed EXP in 0.3s | 2.80 sym/s | Total: 6.6m | ETA: 13.7m
[2026-02-11T20:21:43.617285] [INFO ] [sig       ] [1116/3412] Forecasting EXPD...
[2026-02-11T20:21:43.617315] [INFO ] [sig       ] Generating forecast for: EXPD
[2026-02-11T20:21:43.617349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2026-02-11T20:21:43.629659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2026-02-11T20:21:43.630041] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2026-02-11T20:21:43.630891] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2026-02-11T20:21:43.630946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:43.630978] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:43.631005] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:43.631062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:43.690830] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:43.691797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:43.691891] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:43.691925] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:43.816403] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:43.816566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:43.816628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:43.816657] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:43.820218] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=7.63%)
[2026-02-11T20:21:43.820510] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2026-02-11T20:21:43.820691] [INFO ] [sig       ] EXPD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:43.963196] [INFO ] [LOCAL     ] Saved forecast: EXPD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EXPD.txt
[2026-02-11T20:21:43.963360] [INFO ] [sig       ] [1116/3412] Completed EXPD in 0.3s | 2.80 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-11T20:21:43.963401] [INFO ] [sig       ] [1117/3412] Forecasting EXPE...
[2026-02-11T20:21:43.963430] [INFO ] [sig       ] Generating forecast for: EXPE
[2026-02-11T20:21:43.963463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2026-02-11T20:21:43.975413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2026-02-11T20:21:43.975758] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2026-02-11T20:21:43.976563] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2026-02-11T20:21:43.976646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:43.976680] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:43.976707] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:43.976764] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:44.036072] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:44.037004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:44.037095] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:44.037129] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:44.193219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:44.193385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:44.193429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:44.193460] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:44.197175] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=70.09%)
[2026-02-11T20:21:44.197499] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2026-02-11T20:21:44.197664] [INFO ] [sig       ] EXPE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:44.339860] [INFO ] [LOCAL     ] Saved forecast: EXPE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EXPE.txt
[2026-02-11T20:21:44.340007] [INFO ] [sig       ] [1117/3412] Completed EXPE in 0.4s | 2.80 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-11T20:21:44.340048] [INFO ] [sig       ] [1118/3412] Forecasting EXPI...
[2026-02-11T20:21:44.340077] [INFO ] [sig       ] Generating forecast for: EXPI
[2026-02-11T20:21:44.340107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2026-02-11T20:21:44.351761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2026-02-11T20:21:44.352139] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2026-02-11T20:21:44.352980] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2026-02-11T20:21:44.353032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:44.353105] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:44.353134] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:44.353192] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:44.417426] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:44.418386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:44.418473] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:44.418508] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:44.538673] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:44.538831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:44.538874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:44.538903] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:44.542366] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2026-02-11T20:21:44.542669] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2026-02-11T20:21:44.542800] [INFO ] [sig       ] EXPI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:44.685199] [INFO ] [LOCAL     ] Saved forecast: EXPI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EXPI.txt
[2026-02-11T20:21:44.685332] [INFO ] [sig       ] [1118/3412] Completed EXPI in 0.3s | 2.80 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-11T20:21:44.685372] [INFO ] [sig       ] [1119/3412] Forecasting EXPO...
[2026-02-11T20:21:44.685400] [INFO ] [sig       ] Generating forecast for: EXPO
[2026-02-11T20:21:44.685431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2026-02-11T20:21:44.696957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2026-02-11T20:21:44.697242] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2026-02-11T20:21:44.698220] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2026-02-11T20:21:44.698272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:44.698303] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:44.698329] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:44.698385] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:44.757783] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:44.758670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:44.758760] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:44.758795] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:44.876958] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:44.877120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:44.877162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:44.877190] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:44.880870] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=37.15%)
[2026-02-11T20:21:44.881189] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2026-02-11T20:21:44.881336] [INFO ] [sig       ] EXPO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:45.030660] [INFO ] [LOCAL     ] Saved forecast: EXPO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EXPO.txt
[2026-02-11T20:21:45.030821] [INFO ] [sig       ] [1119/3412] Completed EXPO in 0.3s | 2.80 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-11T20:21:45.030865] [INFO ] [sig       ] [1120/3412] Forecasting EYE...
[2026-02-11T20:21:45.030895] [INFO ] [sig       ] Generating forecast for: EYE
[2026-02-11T20:21:45.030925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2026-02-11T20:21:45.048863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2026-02-11T20:21:45.049179] [INFO ] [FORECASTER] Starting predict_future for EYE
[2026-02-11T20:21:45.049997] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2026-02-11T20:21:45.050060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:45.050101] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:45.050130] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:45.050189] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:45.110109] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:45.110807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:45.110892] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:45.110927] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:45.236600] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:45.236764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:45.236806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:45.236837] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:45.240528] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=47.50%)
[2026-02-11T20:21:45.240865] [INFO ] [FORECASTER] Completed predict_future for EYE
[2026-02-11T20:21:45.241001] [INFO ] [sig       ] EYE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:45.390658] [INFO ] [LOCAL     ] Saved forecast: EYE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/EYE.txt
[2026-02-11T20:21:45.390821] [INFO ] [sig       ] [1120/3412] Completed EYE in 0.4s | 2.80 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-11T20:21:45.390870] [INFO ] [sig       ] [1121/3412] Forecasting EZGO...
[2026-02-11T20:21:45.390903] [INFO ] [sig       ] Generating forecast for: EZGO
[2026-02-11T20:21:45.390938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2026-02-11T20:21:45.408313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2026-02-11T20:21:45.408725] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2026-02-11T20:21:45.409865] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2026-02-11T20:21:45.409923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:45.409972] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:45.410016] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:45.410079] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:45.479200] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:45.480374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:45.480464] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:45.480500] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:45.613076] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:45.613240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:45.613284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:45.613370] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:45.617567] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2026-02-11T20:21:45.617936] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2026-02-11T20:21:45.618081] [INFO ] [sig       ] EZGO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:45.777229] [INFO ] [LOCAL     ] Saved forecast: EZGO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/EZGO.txt
[2026-02-11T20:21:45.777385] [INFO ] [sig       ] [1121/3412] Completed EZGO in 0.4s | 2.80 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-11T20:21:45.777427] [INFO ] [sig       ] [1122/3412] Forecasting F...
[2026-02-11T20:21:45.777477] [INFO ] [sig       ] Generating forecast for: F
[2026-02-11T20:21:45.777514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2026-02-11T20:21:45.792823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2026-02-11T20:21:45.793297] [INFO ] [FORECASTER] Starting predict_future for F
[2026-02-11T20:21:45.794373] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2026-02-11T20:21:45.794437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:45.794480] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:45.794514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:45.794622] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:45.864608] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:45.865564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:45.865689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:45.865729] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:46.008198] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:46.008367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:46.008409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:46.008440] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:46.012280] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=97.60%)
[2026-02-11T20:21:46.012618] [INFO ] [FORECASTER] Completed predict_future for F
[2026-02-11T20:21:46.012759] [INFO ] [sig       ] F: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:46.172419] [INFO ] [LOCAL     ] Saved forecast: F	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/F.txt
[2026-02-11T20:21:46.172600] [INFO ] [sig       ] [1122/3412] Completed F in 0.4s | 2.80 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-11T20:21:46.172650] [INFO ] [sig       ] [1123/3412] Forecasting FA...
[2026-02-11T20:21:46.172683] [INFO ] [sig       ] Generating forecast for: FA
[2026-02-11T20:21:46.172717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2026-02-11T20:21:46.185286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2026-02-11T20:21:46.185656] [INFO ] [FORECASTER] Starting predict_future for FA
[2026-02-11T20:21:46.186476] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2026-02-11T20:21:46.186530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:46.186563] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:46.186615] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:46.186675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:46.247715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:46.248869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:46.248957] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:46.248991] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:46.375280] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:46.375444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:46.375487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:46.375519] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:46.379225] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=83.08%)
[2026-02-11T20:21:46.379520] [INFO ] [FORECASTER] Completed predict_future for FA
[2026-02-11T20:21:46.379686] [INFO ] [sig       ] FA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:46.535464] [INFO ] [LOCAL     ] Saved forecast: FA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FA.txt
[2026-02-11T20:21:46.535652] [INFO ] [sig       ] [1123/3412] Completed FA in 0.4s | 2.80 sym/s | Total: 6.7m | ETA: 13.6m
[2026-02-11T20:21:46.535695] [INFO ] [sig       ] [1124/3412] Forecasting FAF...
[2026-02-11T20:21:46.535725] [INFO ] [sig       ] Generating forecast for: FAF
[2026-02-11T20:21:46.535758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2026-02-11T20:21:46.548339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2026-02-11T20:21:46.548757] [INFO ] [FORECASTER] Starting predict_future for FAF
[2026-02-11T20:21:46.549567] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2026-02-11T20:21:46.549647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:46.549685] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:46.549718] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:46.549781] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:46.611852] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:46.612810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:46.612902] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:46.612936] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:46.731369] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:46.731532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:46.731619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:46.731660] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:46.735156] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=22.56%)
[2026-02-11T20:21:46.735450] [INFO ] [FORECASTER] Completed predict_future for FAF
[2026-02-11T20:21:46.735634] [INFO ] [sig       ] FAF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:46.883199] [INFO ] [LOCAL     ] Saved forecast: FAF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FAF.txt
[2026-02-11T20:21:46.883367] [INFO ] [sig       ] [1124/3412] Completed FAF in 0.3s | 2.80 sym/s | Total: 6.7m | ETA: 13.6m
[2026-02-11T20:21:46.883409] [INFO ] [sig       ] [1125/3412] Forecasting FALN...
[2026-02-11T20:21:46.883438] [INFO ] [sig       ] Generating forecast for: FALN
[2026-02-11T20:21:46.883471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2026-02-11T20:21:46.895323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2026-02-11T20:21:46.895719] [INFO ] [FORECASTER] Starting predict_future for FALN
[2026-02-11T20:21:46.896775] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2026-02-11T20:21:46.896829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:46.896863] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:46.896891] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:46.896950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:46.956637] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:46.957564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:46.957672] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:46.957706] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:47.086717] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:47.087085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:47.087126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:47.087157] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:47.091063] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2026-02-11T20:21:47.091344] [INFO ] [FORECASTER] Completed predict_future for FALN
[2026-02-11T20:21:47.091474] [INFO ] [sig       ] FALN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:47.239621] [INFO ] [LOCAL     ] Saved forecast: FALN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FALN.txt
[2026-02-11T20:21:47.239829] [INFO ] [sig       ] [1125/3412] Completed FALN in 0.4s | 2.80 sym/s | Total: 6.7m | ETA: 13.6m
[2026-02-11T20:21:47.239869] [INFO ] [sig       ] [1126/3412] Forecasting FANG...
[2026-02-11T20:21:47.239899] [INFO ] [sig       ] Generating forecast for: FANG
[2026-02-11T20:21:47.239932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2026-02-11T20:21:47.251789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2026-02-11T20:21:47.252366] [INFO ] [FORECASTER] Starting predict_future for FANG
[2026-02-11T20:21:47.253194] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2026-02-11T20:21:47.253248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:47.253281] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:47.253309] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:47.253553] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:47.313366] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:47.314507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:47.314648] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:47.314683] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:47.440882] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:47.441048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:47.441092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:47.441122] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:47.445185] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: UP (p=57.52%)
[2026-02-11T20:21:47.445468] [INFO ] [FORECASTER] Completed predict_future for FANG
[2026-02-11T20:21:47.445619] [INFO ] [sig       ] FANG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:47.591208] [INFO ] [LOCAL     ] Saved forecast: FANG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FANG.txt
[2026-02-11T20:21:47.591373] [INFO ] [sig       ] [1126/3412] Completed FANG in 0.4s | 2.80 sym/s | Total: 6.7m | ETA: 13.6m
[2026-02-11T20:21:47.591413] [INFO ] [sig       ] [1127/3412] Forecasting FARM...
[2026-02-11T20:21:47.591444] [INFO ] [sig       ] Generating forecast for: FARM
[2026-02-11T20:21:47.591476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2026-02-11T20:21:47.602995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2026-02-11T20:21:47.603382] [INFO ] [FORECASTER] Starting predict_future for FARM
[2026-02-11T20:21:47.604238] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2026-02-11T20:21:47.604301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:47.604340] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:47.604369] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:47.604430] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:47.664595] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:47.665679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:47.665766] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:47.665800] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:47.790606] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:47.790771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:47.790813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:47.790842] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:47.794250] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2026-02-11T20:21:47.794531] [INFO ] [FORECASTER] Completed predict_future for FARM
[2026-02-11T20:21:47.794690] [INFO ] [sig       ] FARM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:47.937688] [INFO ] [LOCAL     ] Saved forecast: FARM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FARM.txt
[2026-02-11T20:21:47.937845] [INFO ] [sig       ] [1127/3412] Completed FARM in 0.3s | 2.80 sym/s | Total: 6.7m | ETA: 13.6m
[2026-02-11T20:21:47.937885] [INFO ] [sig       ] [1128/3412] Forecasting FBIN...
[2026-02-11T20:21:47.937914] [INFO ] [sig       ] Generating forecast for: FBIN
[2026-02-11T20:21:47.937945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2026-02-11T20:21:47.949427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2026-02-11T20:21:47.949827] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2026-02-11T20:21:47.950643] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2026-02-11T20:21:47.950700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:47.950742] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:47.950771] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:47.950828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:48.009551] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:48.010257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:48.010364] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:48.010398] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:48.135096] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:48.135264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:48.135304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:48.135333] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:48.138830] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2026-02-11T20:21:48.139121] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2026-02-11T20:21:48.139259] [INFO ] [sig       ] FBIN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:48.282837] [INFO ] [LOCAL     ] Saved forecast: FBIN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FBIN.txt
[2026-02-11T20:21:48.283196] [INFO ] [sig       ] [1128/3412] Completed FBIN in 0.3s | 2.80 sym/s | Total: 6.7m | ETA: 13.6m
[2026-02-11T20:21:48.283236] [INFO ] [sig       ] [1129/3412] Forecasting FBIO...
[2026-02-11T20:21:48.283265] [INFO ] [sig       ] Generating forecast for: FBIO
[2026-02-11T20:21:48.283297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2026-02-11T20:21:48.298426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2026-02-11T20:21:48.298869] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2026-02-11T20:21:48.299760] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2026-02-11T20:21:48.299814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:48.299848] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:48.299877] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:48.299936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:48.367050] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:48.368254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:48.368358] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:48.368402] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:48.492991] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:48.493152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:48.493193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:48.493221] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:48.496707] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=25.34%)
[2026-02-11T20:21:48.497021] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2026-02-11T20:21:48.497160] [INFO ] [sig       ] FBIO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:48.652535] [INFO ] [LOCAL     ] Saved forecast: FBIO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FBIO.txt
[2026-02-11T20:21:48.652740] [INFO ] [sig       ] [1129/3412] Completed FBIO in 0.4s | 2.80 sym/s | Total: 6.7m | ETA: 13.6m
[2026-02-11T20:21:48.652790] [INFO ] [sig       ] [1130/3412] Forecasting FBIZ...
[2026-02-11T20:21:48.652824] [INFO ] [sig       ] Generating forecast for: FBIZ
[2026-02-11T20:21:48.652855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2026-02-11T20:21:48.664450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2026-02-11T20:21:48.664875] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2026-02-11T20:21:48.665716] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2026-02-11T20:21:48.665768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:48.665799] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:48.665825] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:48.665882] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:48.728367] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:48.729259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:48.729348] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:48.729383] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:48.853709] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:48.853866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:48.853907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:48.853937] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:48.857353] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2026-02-11T20:21:48.857690] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2026-02-11T20:21:48.857826] [INFO ] [sig       ] FBIZ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:49.005088] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FBIZ.txt
[2026-02-11T20:21:49.005250] [INFO ] [sig       ] [1130/3412] Completed FBIZ in 0.4s | 2.80 sym/s | Total: 6.7m | ETA: 13.6m
[2026-02-11T20:21:49.005290] [INFO ] [sig       ] [1131/3412] Forecasting FBK...
[2026-02-11T20:21:49.005319] [INFO ] [sig       ] Generating forecast for: FBK
[2026-02-11T20:21:49.005352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2026-02-11T20:21:49.018019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2026-02-11T20:21:49.018434] [INFO ] [FORECASTER] Starting predict_future for FBK
[2026-02-11T20:21:49.019306] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2026-02-11T20:21:49.019358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:49.019390] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:49.019416] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:49.019473] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:49.082978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:49.083865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:49.083951] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:49.083984] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:49.206927] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:49.207091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:49.207133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:49.207163] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:49.210647] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=30.94%)
[2026-02-11T20:21:49.210938] [INFO ] [FORECASTER] Completed predict_future for FBK
[2026-02-11T20:21:49.211071] [INFO ] [sig       ] FBK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:49.358917] [INFO ] [LOCAL     ] Saved forecast: FBK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FBK.txt
[2026-02-11T20:21:49.359295] [INFO ] [sig       ] [1131/3412] Completed FBK in 0.4s | 2.80 sym/s | Total: 6.7m | ETA: 13.6m
[2026-02-11T20:21:49.359337] [INFO ] [sig       ] [1132/3412] Forecasting FBL...
[2026-02-11T20:21:49.359373] [INFO ] [sig       ] Generating forecast for: FBL
[2026-02-11T20:21:49.359405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2026-02-11T20:21:49.371171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2026-02-11T20:21:49.371516] [INFO ] [FORECASTER] Starting predict_future for FBL
[2026-02-11T20:21:49.372505] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2026-02-11T20:21:49.372558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:49.372610] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:49.372639] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:49.372697] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:49.432237] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:49.433170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:49.433259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:49.433292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:49.562342] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:49.562499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:49.562539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:49.562568] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:49.566085] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=32.05%)
[2026-02-11T20:21:49.566380] [INFO ] [FORECASTER] Completed predict_future for FBL
[2026-02-11T20:21:49.566516] [INFO ] [sig       ] FBL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:49.715981] [INFO ] [LOCAL     ] Saved forecast: FBL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FBL.txt
[2026-02-11T20:21:49.716149] [INFO ] [sig       ] [1132/3412] Completed FBL in 0.4s | 2.80 sym/s | Total: 6.7m | ETA: 13.6m
[2026-02-11T20:21:49.716191] [INFO ] [sig       ] [1133/3412] Forecasting FBNC...
[2026-02-11T20:21:49.716222] [INFO ] [sig       ] Generating forecast for: FBNC
[2026-02-11T20:21:49.716253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2026-02-11T20:21:49.728131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2026-02-11T20:21:49.728478] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2026-02-11T20:21:49.729356] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2026-02-11T20:21:49.729409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:49.729440] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:49.729467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:49.729523] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:49.789660] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:49.790829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:49.790925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:49.790958] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:49.915793] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:49.915951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:49.915993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:49.916023] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:49.919689] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2026-02-11T20:21:49.920014] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2026-02-11T20:21:49.920148] [INFO ] [sig       ] FBNC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:50.076381] [INFO ] [LOCAL     ] Saved forecast: FBNC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FBNC.txt
[2026-02-11T20:21:50.076539] [INFO ] [sig       ] [1133/3412] Completed FBNC in 0.4s | 2.80 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-11T20:21:50.076606] [INFO ] [sig       ] [1134/3412] Forecasting FBP...
[2026-02-11T20:21:50.076640] [INFO ] [sig       ] Generating forecast for: FBP
[2026-02-11T20:21:50.076671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2026-02-11T20:21:50.089922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2026-02-11T20:21:50.090461] [INFO ] [FORECASTER] Starting predict_future for FBP
[2026-02-11T20:21:50.091467] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2026-02-11T20:21:50.091519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:50.091551] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:50.091604] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:50.091665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:50.153937] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:50.154847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:50.154930] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:50.154963] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:50.281127] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:50.281286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:50.281327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:50.281356] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:50.284828] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=17.23%)
[2026-02-11T20:21:50.285131] [INFO ] [FORECASTER] Completed predict_future for FBP
[2026-02-11T20:21:50.285264] [INFO ] [sig       ] FBP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:50.435615] [INFO ] [LOCAL     ] Saved forecast: FBP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FBP.txt
[2026-02-11T20:21:50.435797] [INFO ] [sig       ] [1134/3412] Completed FBP in 0.4s | 2.80 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-11T20:21:50.435845] [INFO ] [sig       ] [1135/3412] Forecasting FC...
[2026-02-11T20:21:50.435876] [INFO ] [sig       ] Generating forecast for: FC
[2026-02-11T20:21:50.435906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2026-02-11T20:21:50.450911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2026-02-11T20:21:50.451387] [INFO ] [FORECASTER] Starting predict_future for FC
[2026-02-11T20:21:50.452542] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2026-02-11T20:21:50.452636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:50.452712] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:50.452752] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:50.452837] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:50.534873] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:50.535840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:50.535934] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:50.535967] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:50.665203] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:50.665359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:50.665400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:50.665445] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:50.668951] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2026-02-11T20:21:50.669240] [INFO ] [FORECASTER] Completed predict_future for FC
[2026-02-11T20:21:50.669374] [INFO ] [sig       ] FC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:50.811925] [INFO ] [LOCAL     ] Saved forecast: FC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FC.txt
[2026-02-11T20:21:50.812060] [INFO ] [sig       ] [1135/3412] Completed FC in 0.4s | 2.80 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-11T20:21:50.812100] [INFO ] [sig       ] [1136/3412] Forecasting FCAL...
[2026-02-11T20:21:50.812130] [INFO ] [sig       ] Generating forecast for: FCAL
[2026-02-11T20:21:50.812160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2026-02-11T20:21:50.823351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2026-02-11T20:21:50.823646] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2026-02-11T20:21:50.824432] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2026-02-11T20:21:50.824483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:50.824516] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:50.824542] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:50.824622] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:50.882868] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:50.883754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:50.883839] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:50.883873] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:50.993780] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:50.994140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:50.994181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:50.994211] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:50.998246] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=90.16%)
[2026-02-11T20:21:50.998531] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2026-02-11T20:21:50.998679] [INFO ] [sig       ] FCAL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:51.142114] [INFO ] [LOCAL     ] Saved forecast: FCAL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FCAL.txt
[2026-02-11T20:21:51.142246] [INFO ] [sig       ] [1136/3412] Completed FCAL in 0.3s | 2.80 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-11T20:21:51.142295] [INFO ] [sig       ] [1137/3412] Forecasting FCBC...
[2026-02-11T20:21:51.142326] [INFO ] [sig       ] Generating forecast for: FCBC
[2026-02-11T20:21:51.142356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2026-02-11T20:21:51.153346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2026-02-11T20:21:51.153661] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2026-02-11T20:21:51.154539] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2026-02-11T20:21:51.154613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:51.154648] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:51.154676] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:51.154735] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:51.213796] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:51.214591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:51.214676] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:51.214716] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:51.337481] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:51.337658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:51.337700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:51.337729] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:51.341768] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2026-02-11T20:21:51.342045] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2026-02-11T20:21:51.342173] [INFO ] [sig       ] FCBC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:51.485128] [INFO ] [LOCAL     ] Saved forecast: FCBC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FCBC.txt
[2026-02-11T20:21:51.485254] [INFO ] [sig       ] [1137/3412] Completed FCBC in 0.3s | 2.80 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-11T20:21:51.485291] [INFO ] [sig       ] [1138/3412] Forecasting FCCO...
[2026-02-11T20:21:51.485321] [INFO ] [sig       ] Generating forecast for: FCCO
[2026-02-11T20:21:51.485352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2026-02-11T20:21:51.496827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2026-02-11T20:21:51.497109] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2026-02-11T20:21:51.497967] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2026-02-11T20:21:51.498021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:51.498053] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:51.498079] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:51.498136] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:51.557811] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:51.558437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:51.558520] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:51.558552] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:51.682718] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:51.682894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:51.682939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:51.683001] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:51.688004] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2026-02-11T20:21:51.688433] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2026-02-11T20:21:51.688610] [INFO ] [sig       ] FCCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:51.857705] [INFO ] [LOCAL     ] Saved forecast: FCCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FCCO.txt
[2026-02-11T20:21:51.857870] [INFO ] [sig       ] [1138/3412] Completed FCCO in 0.4s | 2.80 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-11T20:21:51.857911] [INFO ] [sig       ] [1139/3412] Forecasting FCEL...
[2026-02-11T20:21:51.857943] [INFO ] [sig       ] Generating forecast for: FCEL
[2026-02-11T20:21:51.857973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2026-02-11T20:21:51.869615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2026-02-11T20:21:51.869937] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2026-02-11T20:21:51.870796] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2026-02-11T20:21:51.870850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:51.870884] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:51.870913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:51.870983] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:51.928485] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:51.929170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:51.929252] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:51.929285] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:52.045748] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:52.045911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:52.045952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:52.045980] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:52.049623] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: UP (p=82.03%)
[2026-02-11T20:21:52.049910] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2026-02-11T20:21:52.050044] [INFO ] [sig       ] FCEL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:52.191366] [INFO ] [LOCAL     ] Saved forecast: FCEL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FCEL.txt
[2026-02-11T20:21:52.191498] [INFO ] [sig       ] [1139/3412] Completed FCEL in 0.3s | 2.80 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-11T20:21:52.191536] [INFO ] [sig       ] [1140/3412] Forecasting FCF...
[2026-02-11T20:21:52.191566] [INFO ] [sig       ] Generating forecast for: FCF
[2026-02-11T20:21:52.191616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2026-02-11T20:21:52.204211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2026-02-11T20:21:52.204499] [INFO ] [FORECASTER] Starting predict_future for FCF
[2026-02-11T20:21:52.205318] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2026-02-11T20:21:52.205373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:52.205406] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:52.205434] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:52.205493] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:52.269806] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:52.270862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:52.270955] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:52.270990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:52.396171] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:52.396334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:52.396376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:52.396407] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:52.400095] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2026-02-11T20:21:52.400380] [INFO ] [FORECASTER] Completed predict_future for FCF
[2026-02-11T20:21:52.400511] [INFO ] [sig       ] FCF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:52.544620] [INFO ] [LOCAL     ] Saved forecast: FCF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FCF.txt
[2026-02-11T20:21:52.544785] [INFO ] [sig       ] [1140/3412] Completed FCF in 0.4s | 2.80 sym/s | Total: 6.8m | ETA: 13.5m
[2026-02-11T20:21:52.544834] [INFO ] [sig       ] [1141/3412] Forecasting FCFS...
[2026-02-11T20:21:52.544870] [INFO ] [sig       ] Generating forecast for: FCFS
[2026-02-11T20:21:52.544906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2026-02-11T20:21:52.557808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2026-02-11T20:21:52.558304] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2026-02-11T20:21:52.559182] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2026-02-11T20:21:52.559245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:52.559278] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:52.559305] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:52.559361] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:52.618388] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:52.619138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:52.619220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:52.619253] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:52.739965] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:52.740131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:52.740172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:52.740201] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:52.743661] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2026-02-11T20:21:52.743946] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2026-02-11T20:21:52.744078] [INFO ] [sig       ] FCFS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:52.889873] [INFO ] [LOCAL     ] Saved forecast: FCFS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FCFS.txt
[2026-02-11T20:21:52.890040] [INFO ] [sig       ] [1141/3412] Completed FCFS in 0.3s | 2.80 sym/s | Total: 6.8m | ETA: 13.5m
[2026-02-11T20:21:52.890082] [INFO ] [sig       ] [1142/3412] Forecasting FCN...
[2026-02-11T20:21:52.890113] [INFO ] [sig       ] Generating forecast for: FCN
[2026-02-11T20:21:52.890147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2026-02-11T20:21:52.903728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2026-02-11T20:21:52.904307] [INFO ] [FORECASTER] Starting predict_future for FCN
[2026-02-11T20:21:52.905179] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2026-02-11T20:21:52.905235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:52.905270] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:52.905300] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:52.905359] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:52.970363] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:52.971286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:52.971375] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:52.971408] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:53.095856] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:53.096220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:53.096266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:53.096297] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:53.100451] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=88.08%)
[2026-02-11T20:21:53.100782] [INFO ] [FORECASTER] Completed predict_future for FCN
[2026-02-11T20:21:53.101113] [INFO ] [sig       ] FCN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:53.246858] [INFO ] [LOCAL     ] Saved forecast: FCN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FCN.txt
[2026-02-11T20:21:53.246997] [INFO ] [sig       ] [1142/3412] Completed FCN in 0.4s | 2.80 sym/s | Total: 6.8m | ETA: 13.5m
[2026-02-11T20:21:53.247037] [INFO ] [sig       ] [1143/3412] Forecasting FCNCA...
[2026-02-11T20:21:53.247066] [INFO ] [sig       ] Generating forecast for: FCNCA
[2026-02-11T20:21:53.247097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2026-02-11T20:21:53.258436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2026-02-11T20:21:53.258717] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2026-02-11T20:21:53.259507] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2026-02-11T20:21:53.259560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:53.259615] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:53.259642] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:53.259699] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:53.316715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:53.317380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:53.317475] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:53.317510] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:53.433859] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:53.434018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:53.434058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:53.434085] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:53.437512] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=89.94%)
[2026-02-11T20:21:53.437812] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2026-02-11T20:21:53.437942] [INFO ] [sig       ] FCNCA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:53.585168] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FCNCA.txt
[2026-02-11T20:21:53.585351] [INFO ] [sig       ] [1143/3412] Completed FCNCA in 0.3s | 2.80 sym/s | Total: 6.8m | ETA: 13.5m
[2026-02-11T20:21:53.585393] [INFO ] [sig       ] [1144/3412] Forecasting FCNCO...
[2026-02-11T20:21:53.585422] [INFO ] [sig       ] Generating forecast for: FCNCO
[2026-02-11T20:21:53.585454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2026-02-11T20:21:53.597594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2026-02-11T20:21:53.597919] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2026-02-11T20:21:53.598758] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2026-02-11T20:21:53.598821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:53.598860] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:53.598893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:53.598952] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:53.658546] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:53.659480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:53.659610] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:53.659646] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:53.764037] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:53.764202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:53.764243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:53.764270] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:53.768860] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2026-02-11T20:21:53.769260] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2026-02-11T20:21:53.769417] [INFO ] [sig       ] FCNCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:53.913478] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FCNCO.txt
[2026-02-11T20:21:53.913657] [INFO ] [sig       ] [1144/3412] Completed FCNCO in 0.3s | 2.80 sym/s | Total: 6.8m | ETA: 13.5m
[2026-02-11T20:21:53.913701] [INFO ] [sig       ] [1145/3412] Forecasting FCNCP...
[2026-02-11T20:21:53.913730] [INFO ] [sig       ] Generating forecast for: FCNCP
[2026-02-11T20:21:53.913764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2026-02-11T20:21:53.924828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2026-02-11T20:21:53.925108] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2026-02-11T20:21:53.925917] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2026-02-11T20:21:53.925970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:53.926002] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:53.926031] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:53.926089] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:53.985190] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:53.986045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:53.986158] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:53.986192] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:54.093314] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:54.093463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:54.093503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:54.093532] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:54.097174] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2026-02-11T20:21:54.097448] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2026-02-11T20:21:54.097609] [INFO ] [sig       ] FCNCP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:54.246640] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FCNCP.txt
[2026-02-11T20:21:54.246774] [INFO ] [sig       ] [1145/3412] Completed FCNCP in 0.3s | 2.80 sym/s | Total: 6.8m | ETA: 13.5m
[2026-02-11T20:21:54.246815] [INFO ] [sig       ] [1146/3412] Forecasting FCTE...
[2026-02-11T20:21:54.246846] [INFO ] [sig       ] Generating forecast for: FCTE
[2026-02-11T20:21:54.246877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2026-02-11T20:21:54.258140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2026-02-11T20:21:54.258424] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2026-02-11T20:21:54.259394] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2026-02-11T20:21:54.259446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:54.259477] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:54.259503] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:54.259559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:54.322274] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:54.323116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:54.323202] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:54.323234] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:54.445342] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:54.445508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:54.445550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:54.445602] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:54.449190] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: DOWN (p=4.37%)
[2026-02-11T20:21:54.449474] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2026-02-11T20:21:54.449628] [INFO ] [sig       ] FCTE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:54.593214] [INFO ] [LOCAL     ] Saved forecast: FCTE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FCTE.txt
[2026-02-11T20:21:54.593371] [INFO ] [sig       ] [1146/3412] Completed FCTE in 0.3s | 2.80 sym/s | Total: 6.8m | ETA: 13.5m
[2026-02-11T20:21:54.593411] [INFO ] [sig       ] [1147/3412] Forecasting FCX...
[2026-02-11T20:21:54.593441] [INFO ] [sig       ] Generating forecast for: FCX
[2026-02-11T20:21:54.593472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2026-02-11T20:21:54.605751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2026-02-11T20:21:54.606317] [INFO ] [FORECASTER] Starting predict_future for FCX
[2026-02-11T20:21:54.607140] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2026-02-11T20:21:54.607192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:54.607224] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:54.607251] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:54.607307] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:54.665765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:54.666686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:54.666778] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:54.666820] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:54.795493] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:54.795677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:54.795721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:54.795750] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:54.799381] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2026-02-11T20:21:54.799695] [INFO ] [FORECASTER] Completed predict_future for FCX
[2026-02-11T20:21:54.799870] [INFO ] [sig       ] FCX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:54.966794] [INFO ] [LOCAL     ] Saved forecast: FCX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FCX.txt
[2026-02-11T20:21:54.966968] [INFO ] [sig       ] [1147/3412] Completed FCX in 0.4s | 2.80 sym/s | Total: 6.8m | ETA: 13.5m
[2026-02-11T20:21:54.967010] [INFO ] [sig       ] [1148/3412] Forecasting FDBC...
[2026-02-11T20:21:54.967039] [INFO ] [sig       ] Generating forecast for: FDBC
[2026-02-11T20:21:54.967069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2026-02-11T20:21:54.979408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2026-02-11T20:21:54.979837] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2026-02-11T20:21:54.980919] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2026-02-11T20:21:54.980974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:54.981011] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:54.981047] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:54.981126] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:55.049887] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:55.050815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:55.050918] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:55.050955] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:55.146719] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:55.146893] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-11T20:21:55.146944] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:55.146980] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:55.150960] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2026-02-11T20:21:55.151262] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2026-02-11T20:21:55.151401] [INFO ] [sig       ] FDBC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:55.300849] [INFO ] [LOCAL     ] Saved forecast: FDBC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FDBC.txt
[2026-02-11T20:21:55.301048] [INFO ] [sig       ] [1148/3412] Completed FDBC in 0.3s | 2.80 sym/s | Total: 6.8m | ETA: 13.5m
[2026-02-11T20:21:55.301097] [INFO ] [sig       ] [1149/3412] Forecasting FDIF...
[2026-02-11T20:21:55.301132] [INFO ] [sig       ] Generating forecast for: FDIF
[2026-02-11T20:21:55.301179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2026-02-11T20:21:55.312658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2026-02-11T20:21:55.312991] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2026-02-11T20:21:55.313913] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2026-02-11T20:21:55.313980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:55.314029] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:55.314064] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:55.314123] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:55.375757] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:55.376605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:55.376704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:55.376739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:55.491638] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:55.491832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:55.491907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:55.491946] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:55.495615] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=51.04%)
[2026-02-11T20:21:55.495963] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2026-02-11T20:21:55.496109] [INFO ] [sig       ] FDIF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:55.646906] [INFO ] [LOCAL     ] Saved forecast: FDIF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FDIF.txt
[2026-02-11T20:21:55.647071] [INFO ] [sig       ] [1149/3412] Completed FDIF in 0.3s | 2.80 sym/s | Total: 6.8m | ETA: 13.5m
[2026-02-11T20:21:55.647121] [INFO ] [sig       ] [1150/3412] Forecasting FDIG...
[2026-02-11T20:21:55.647152] [INFO ] [sig       ] Generating forecast for: FDIG
[2026-02-11T20:21:55.647184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2026-02-11T20:21:55.659602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2026-02-11T20:21:55.660003] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2026-02-11T20:21:55.660887] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2026-02-11T20:21:55.660951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:55.660987] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:55.661015] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:55.661072] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:55.725764] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:55.726639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:55.726728] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:55.726763] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:55.862541] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:55.862732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:55.862786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:55.862819] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:55.866649] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=73.19%)
[2026-02-11T20:21:55.866946] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2026-02-11T20:21:55.867081] [INFO ] [sig       ] FDIG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:56.021125] [INFO ] [LOCAL     ] Saved forecast: FDIG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FDIG.txt
[2026-02-11T20:21:56.021278] [INFO ] [sig       ] [1150/3412] Completed FDIG in 0.4s | 2.80 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-11T20:21:56.021318] [INFO ] [sig       ] [1151/3412] Forecasting FDP...
[2026-02-11T20:21:56.021347] [INFO ] [sig       ] Generating forecast for: FDP
[2026-02-11T20:21:56.021377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2026-02-11T20:21:56.033027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2026-02-11T20:21:56.033349] [INFO ] [FORECASTER] Starting predict_future for FDP
[2026-02-11T20:21:56.034176] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2026-02-11T20:21:56.034228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:56.034260] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:56.034287] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:56.034343] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:56.090899] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:56.091751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:56.091840] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:56.091874] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:56.217018] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:56.217195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:56.217248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:56.217280] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:56.221383] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2026-02-11T20:21:56.221686] [INFO ] [FORECASTER] Completed predict_future for FDP
[2026-02-11T20:21:56.221818] [INFO ] [sig       ] FDP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:56.367048] [INFO ] [LOCAL     ] Saved forecast: FDP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FDP.txt
[2026-02-11T20:21:56.367204] [INFO ] [sig       ] [1151/3412] Completed FDP in 0.3s | 2.80 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-11T20:21:56.367248] [INFO ] [sig       ] [1152/3412] Forecasting FDS...
[2026-02-11T20:21:56.367278] [INFO ] [sig       ] Generating forecast for: FDS
[2026-02-11T20:21:56.367309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2026-02-11T20:21:56.380294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2026-02-11T20:21:56.380653] [INFO ] [FORECASTER] Starting predict_future for FDS
[2026-02-11T20:21:56.381499] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2026-02-11T20:21:56.381589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:56.381664] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:56.381693] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:56.381751] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:56.444367] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:56.445274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:56.445363] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:56.445396] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:56.570723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:56.570886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:56.570929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:56.570959] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:56.574641] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=51.35%)
[2026-02-11T20:21:56.574936] [INFO ] [FORECASTER] Completed predict_future for FDS
[2026-02-11T20:21:56.575075] [INFO ] [sig       ] FDS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:56.725035] [INFO ] [LOCAL     ] Saved forecast: FDS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FDS.txt
[2026-02-11T20:21:56.725190] [INFO ] [sig       ] [1152/3412] Completed FDS in 0.4s | 2.80 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-11T20:21:56.725229] [INFO ] [sig       ] [1153/3412] Forecasting FDTX...
[2026-02-11T20:21:56.725258] [INFO ] [sig       ] Generating forecast for: FDTX
[2026-02-11T20:21:56.725287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2026-02-11T20:21:56.736194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2026-02-11T20:21:56.736524] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2026-02-11T20:21:56.737345] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2026-02-11T20:21:56.737397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:56.737429] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:56.737480] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:56.737540] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:56.796165] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:56.797000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:56.797096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:56.797131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:56.929888] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:56.930050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:56.930093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:56.930124] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:56.933745] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=96.70%)
[2026-02-11T20:21:56.934119] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2026-02-11T20:21:56.934267] [INFO ] [sig       ] FDTX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:57.088401] [INFO ] [LOCAL     ] Saved forecast: FDTX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FDTX.txt
[2026-02-11T20:21:57.088562] [INFO ] [sig       ] [1153/3412] Completed FDTX in 0.4s | 2.80 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-11T20:21:57.088620] [INFO ] [sig       ] [1154/3412] Forecasting FDUS...
[2026-02-11T20:21:57.088650] [INFO ] [sig       ] Generating forecast for: FDUS
[2026-02-11T20:21:57.088679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2026-02-11T20:21:57.101461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2026-02-11T20:21:57.101875] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2026-02-11T20:21:57.102737] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2026-02-11T20:21:57.102790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:57.102824] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:57.102851] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:57.102912] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:57.165514] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:57.166462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:57.166556] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:57.166610] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:57.297672] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:57.297860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:57.297939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:57.297997] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:57.301753] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=67.98%)
[2026-02-11T20:21:57.302068] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2026-02-11T20:21:57.302211] [INFO ] [sig       ] FDUS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:57.454703] [INFO ] [LOCAL     ] Saved forecast: FDUS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FDUS.txt
[2026-02-11T20:21:57.454840] [INFO ] [sig       ] [1154/3412] Completed FDUS in 0.4s | 2.80 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-11T20:21:57.454879] [INFO ] [sig       ] [1155/3412] Forecasting FDX...
[2026-02-11T20:21:57.454908] [INFO ] [sig       ] Generating forecast for: FDX
[2026-02-11T20:21:57.454940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2026-02-11T20:21:57.467344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2026-02-11T20:21:57.467792] [INFO ] [FORECASTER] Starting predict_future for FDX
[2026-02-11T20:21:57.468818] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2026-02-11T20:21:57.468886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:57.468926] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:57.468958] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:57.469027] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:57.539896] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:57.541065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:57.541157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:57.541192] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:57.679629] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:57.679815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:57.679865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:57.679930] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:57.683644] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: UP (p=62.10%)
[2026-02-11T20:21:57.683948] [INFO ] [FORECASTER] Completed predict_future for FDX
[2026-02-11T20:21:57.684100] [INFO ] [sig       ] FDX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:57.831614] [INFO ] [LOCAL     ] Saved forecast: FDX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FDX.txt
[2026-02-11T20:21:57.831777] [INFO ] [sig       ] [1155/3412] Completed FDX in 0.4s | 2.80 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-11T20:21:57.831823] [INFO ] [sig       ] [1156/3412] Forecasting FE...
[2026-02-11T20:21:57.831858] [INFO ] [sig       ] Generating forecast for: FE
[2026-02-11T20:21:57.831896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2026-02-11T20:21:57.844799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2026-02-11T20:21:57.845253] [INFO ] [FORECASTER] Starting predict_future for FE
[2026-02-11T20:21:57.846164] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2026-02-11T20:21:57.846220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:57.846252] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:57.846278] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:57.846334] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:57.923054] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:57.924045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:57.924336] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:57.924369] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:58.048536] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:58.048726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:58.048769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:58.048798] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:58.052864] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=21.62%)
[2026-02-11T20:21:58.053328] [INFO ] [FORECASTER] Completed predict_future for FE
[2026-02-11T20:21:58.053461] [INFO ] [sig       ] FE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:58.196491] [INFO ] [LOCAL     ] Saved forecast: FE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FE.txt
[2026-02-11T20:21:58.196651] [INFO ] [sig       ] [1156/3412] Completed FE in 0.4s | 2.80 sym/s | Total: 6.9m | ETA: 13.4m
[2026-02-11T20:21:58.196692] [INFO ] [sig       ] [1157/3412] Forecasting FEIM...
[2026-02-11T20:21:58.196720] [INFO ] [sig       ] Generating forecast for: FEIM
[2026-02-11T20:21:58.196751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2026-02-11T20:21:58.208629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2026-02-11T20:21:58.208913] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2026-02-11T20:21:58.209732] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2026-02-11T20:21:58.209784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:58.209816] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:58.209841] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:58.209899] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:58.267408] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:58.268346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:58.268435] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:58.268468] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:58.387870] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:58.388046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:58.388088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:58.388117] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:58.391827] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: DOWN (p=45.08%)
[2026-02-11T20:21:58.392131] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2026-02-11T20:21:58.392275] [INFO ] [sig       ] FEIM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:58.535762] [INFO ] [LOCAL     ] Saved forecast: FEIM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FEIM.txt
[2026-02-11T20:21:58.535935] [INFO ] [sig       ] [1157/3412] Completed FEIM in 0.3s | 2.80 sym/s | Total: 6.9m | ETA: 13.4m
[2026-02-11T20:21:58.535986] [INFO ] [sig       ] [1158/3412] Forecasting FELE...
[2026-02-11T20:21:58.536022] [INFO ] [sig       ] Generating forecast for: FELE
[2026-02-11T20:21:58.536060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2026-02-11T20:21:58.547797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2026-02-11T20:21:58.548148] [INFO ] [FORECASTER] Starting predict_future for FELE
[2026-02-11T20:21:58.548967] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2026-02-11T20:21:58.549020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:58.549051] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:58.549077] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:58.549134] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:58.605846] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:58.606953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:58.607044] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:58.607076] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:58.733155] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:58.733315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:58.733358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:58.733388] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:58.736923] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=5.21%)
[2026-02-11T20:21:58.737203] [INFO ] [FORECASTER] Completed predict_future for FELE
[2026-02-11T20:21:58.737333] [INFO ] [sig       ] FELE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:21:58.877790] [INFO ] [LOCAL     ] Saved forecast: FELE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FELE.txt
[2026-02-11T20:21:58.877952] [INFO ] [sig       ] [1158/3412] Completed FELE in 0.3s | 2.80 sym/s | Total: 6.9m | ETA: 13.4m
[2026-02-11T20:21:58.877992] [INFO ] [sig       ] [1159/3412] Forecasting FEM...
[2026-02-11T20:21:58.878021] [INFO ] [sig       ] Generating forecast for: FEM
[2026-02-11T20:21:58.878052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2026-02-11T20:21:58.890371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2026-02-11T20:21:58.890824] [INFO ] [FORECASTER] Starting predict_future for FEM
[2026-02-11T20:21:58.891837] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2026-02-11T20:21:58.891942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:58.891985] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:58.892020] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:58.892082] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:58.958225] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:58.959215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:58.959330] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:58.959364] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:59.090054] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:59.090254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:59.090321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:59.090354] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:59.094270] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=93.64%)
[2026-02-11T20:21:59.094605] [INFO ] [FORECASTER] Completed predict_future for FEM
[2026-02-11T20:21:59.094758] [INFO ] [sig       ] FEM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:59.246019] [INFO ] [LOCAL     ] Saved forecast: FEM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FEM.txt
[2026-02-11T20:21:59.246185] [INFO ] [sig       ] [1159/3412] Completed FEM in 0.4s | 2.80 sym/s | Total: 6.9m | ETA: 13.4m
[2026-02-11T20:21:59.246225] [INFO ] [sig       ] [1160/3412] Forecasting FEMB...
[2026-02-11T20:21:59.246255] [INFO ] [sig       ] Generating forecast for: FEMB
[2026-02-11T20:21:59.246286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2026-02-11T20:21:59.258202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2026-02-11T20:21:59.258550] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2026-02-11T20:21:59.259390] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2026-02-11T20:21:59.259443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:59.259474] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:59.259500] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:59.259557] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:59.319956] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:59.320940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:59.321036] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:59.321070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:59.450349] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:59.450523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:59.450567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:59.450621] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:59.454221] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=70.57%)
[2026-02-11T20:21:59.454514] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2026-02-11T20:21:59.454668] [INFO ] [sig       ] FEMB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:59.604932] [INFO ] [LOCAL     ] Saved forecast: FEMB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FEMB.txt
[2026-02-11T20:21:59.605070] [INFO ] [sig       ] [1160/3412] Completed FEMB in 0.4s | 2.80 sym/s | Total: 6.9m | ETA: 13.4m
[2026-02-11T20:21:59.605110] [INFO ] [sig       ] [1161/3412] Forecasting FEMS...
[2026-02-11T20:21:59.605139] [INFO ] [sig       ] Generating forecast for: FEMS
[2026-02-11T20:21:59.605170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2026-02-11T20:21:59.616459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2026-02-11T20:21:59.616788] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2026-02-11T20:21:59.617637] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2026-02-11T20:21:59.617689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:59.617721] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:59.617748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:59.617805] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:21:59.674778] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:21:59.675598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:21:59.675684] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:21:59.675719] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:21:59.792863] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:21:59.793013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:21:59.793052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:21:59.793080] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:21:59.796513] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2026-02-11T20:21:59.796812] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2026-02-11T20:21:59.796945] [INFO ] [sig       ] FEMS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:21:59.943164] [INFO ] [LOCAL     ] Saved forecast: FEMS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FEMS.txt
[2026-02-11T20:21:59.943307] [INFO ] [sig       ] [1161/3412] Completed FEMS in 0.3s | 2.80 sym/s | Total: 6.9m | ETA: 13.4m
[2026-02-11T20:21:59.943347] [INFO ] [sig       ] [1162/3412] Forecasting FEP...
[2026-02-11T20:21:59.943376] [INFO ] [sig       ] Generating forecast for: FEP
[2026-02-11T20:21:59.943407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2026-02-11T20:21:59.956772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2026-02-11T20:21:59.957284] [INFO ] [FORECASTER] Starting predict_future for FEP
[2026-02-11T20:21:59.958269] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2026-02-11T20:21:59.958520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:21:59.958552] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:21:59.958599] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:21:59.958659] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:00.016162] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:00.016967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:00.017091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:00.017126] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:00.137226] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:00.137388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:00.137430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:00.137484] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:00.141385] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2026-02-11T20:22:00.141687] [INFO ] [FORECASTER] Completed predict_future for FEP
[2026-02-11T20:22:00.141819] [INFO ] [sig       ] FEP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:00.282011] [INFO ] [LOCAL     ] Saved forecast: FEP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FEP.txt
[2026-02-11T20:22:00.282151] [INFO ] [sig       ] [1162/3412] Completed FEP in 0.3s | 2.80 sym/s | Total: 6.9m | ETA: 13.4m
[2026-02-11T20:22:00.282190] [INFO ] [sig       ] [1163/3412] Forecasting FEPI...
[2026-02-11T20:22:00.282220] [INFO ] [sig       ] Generating forecast for: FEPI
[2026-02-11T20:22:00.282251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2026-02-11T20:22:00.293815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2026-02-11T20:22:00.294137] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2026-02-11T20:22:00.294970] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2026-02-11T20:22:00.295022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:00.295064] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:00.295092] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:00.295149] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:00.351984] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:00.352736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:00.352820] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:00.352853] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:00.471386] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:00.471554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:00.471616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:00.471647] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:00.475215] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: UP (p=78.63%)
[2026-02-11T20:22:00.475497] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2026-02-11T20:22:00.475651] [INFO ] [sig       ] FEPI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:00.626877] [INFO ] [LOCAL     ] Saved forecast: FEPI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FEPI.txt
[2026-02-11T20:22:00.627020] [INFO ] [sig       ] [1163/3412] Completed FEPI in 0.3s | 2.80 sym/s | Total: 6.9m | ETA: 13.4m
[2026-02-11T20:22:00.627061] [INFO ] [sig       ] [1164/3412] Forecasting FERG...
[2026-02-11T20:22:00.627090] [INFO ] [sig       ] Generating forecast for: FERG
[2026-02-11T20:22:00.627120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2026-02-11T20:22:00.640593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2026-02-11T20:22:00.640929] [INFO ] [FORECASTER] Starting predict_future for FERG
[2026-02-11T20:22:00.641840] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2026-02-11T20:22:00.641899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:00.641933] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:00.641960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:00.642018] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:00.702372] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:00.703135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:00.703222] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:00.703257] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:00.831786] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:00.831973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:00.832050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:00.832097] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:00.836005] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2026-02-11T20:22:00.836357] [INFO ] [FORECASTER] Completed predict_future for FERG
[2026-02-11T20:22:00.836523] [INFO ] [sig       ] FERG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:01.000104] [INFO ] [LOCAL     ] Saved forecast: FERG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FERG.txt
[2026-02-11T20:22:01.000304] [INFO ] [sig       ] [1164/3412] Completed FERG in 0.4s | 2.80 sym/s | Total: 6.9m | ETA: 13.4m
[2026-02-11T20:22:01.000347] [INFO ] [sig       ] [1165/3412] Forecasting FEX...
[2026-02-11T20:22:01.000377] [INFO ] [sig       ] Generating forecast for: FEX
[2026-02-11T20:22:01.000410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2026-02-11T20:22:01.018806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2026-02-11T20:22:01.019354] [INFO ] [FORECASTER] Starting predict_future for FEX
[2026-02-11T20:22:01.020672] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2026-02-11T20:22:01.020748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:01.020802] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:01.020846] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:01.020932] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:01.104860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:01.106160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:01.106286] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:01.106332] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:01.291014] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:01.291336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:01.291418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:01.291471] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:01.299445] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=25.63%)
[2026-02-11T20:22:01.300449] [INFO ] [FORECASTER] Completed predict_future for FEX
[2026-02-11T20:22:01.300923] [INFO ] [sig       ] FEX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:01.592949] [INFO ] [LOCAL     ] Saved forecast: FEX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FEX.txt
[2026-02-11T20:22:01.593820] [INFO ] [sig       ] [1165/3412] Completed FEX in 0.6s | 2.79 sym/s | Total: 6.9m | ETA: 13.4m
[2026-02-11T20:22:01.593888] [INFO ] [sig       ] [1166/3412] Forecasting FF...
[2026-02-11T20:22:01.593921] [INFO ] [sig       ] Generating forecast for: FF
[2026-02-11T20:22:01.593963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2026-02-11T20:22:01.612507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2026-02-11T20:22:01.613053] [INFO ] [FORECASTER] Starting predict_future for FF
[2026-02-11T20:22:01.614181] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2026-02-11T20:22:01.614242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:01.614277] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:01.614305] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:01.614363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:01.694794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:01.696139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:01.696308] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:01.696367] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:01.870799] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:01.870987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:01.871040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:01.871077] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:01.876930] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=11.33%)
[2026-02-11T20:22:01.877519] [INFO ] [FORECASTER] Completed predict_future for FF
[2026-02-11T20:22:01.877768] [INFO ] [sig       ] FF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:02.103035] [INFO ] [LOCAL     ] Saved forecast: FF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FF.txt
[2026-02-11T20:22:02.103278] [INFO ] [sig       ] [1166/3412] Completed FF in 0.5s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-11T20:22:02.103349] [INFO ] [sig       ] [1167/3412] Forecasting FFA...
[2026-02-11T20:22:02.103411] [INFO ] [sig       ] Generating forecast for: FFA
[2026-02-11T20:22:02.103467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2026-02-11T20:22:02.125064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2026-02-11T20:22:02.126937] [INFO ] [FORECASTER] Starting predict_future for FFA
[2026-02-11T20:22:02.129032] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2026-02-11T20:22:02.129121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:02.129171] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:02.129216] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:02.129309] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:02.220622] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:02.221872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:02.222007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:02.222059] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:02.394315] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:02.394523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:02.394618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:02.394674] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:02.400893] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=65.77%)
[2026-02-11T20:22:02.401487] [INFO ] [FORECASTER] Completed predict_future for FFA
[2026-02-11T20:22:02.401756] [INFO ] [sig       ] FFA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:02.597833] [INFO ] [LOCAL     ] Saved forecast: FFA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FFA.txt
[2026-02-11T20:22:02.598006] [INFO ] [sig       ] [1167/3412] Completed FFA in 0.5s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-11T20:22:02.598055] [INFO ] [sig       ] [1168/3412] Forecasting FFBC...
[2026-02-11T20:22:02.598085] [INFO ] [sig       ] Generating forecast for: FFBC
[2026-02-11T20:22:02.598131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2026-02-11T20:22:02.610867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2026-02-11T20:22:02.611279] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2026-02-11T20:22:02.612162] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2026-02-11T20:22:02.612216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:02.612250] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:02.612277] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:02.612341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:02.670845] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:02.671917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:02.672020] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:02.672063] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:02.795451] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:02.795642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:02.795686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:02.795716] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:02.799814] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: DOWN (p=14.54%)
[2026-02-11T20:22:02.800206] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2026-02-11T20:22:02.800370] [INFO ] [sig       ] FFBC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:02.950805] [INFO ] [LOCAL     ] Saved forecast: FFBC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FFBC.txt
[2026-02-11T20:22:02.950963] [INFO ] [sig       ] [1168/3412] Completed FFBC in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-11T20:22:02.951004] [INFO ] [sig       ] [1169/3412] Forecasting FFC...
[2026-02-11T20:22:02.951034] [INFO ] [sig       ] Generating forecast for: FFC
[2026-02-11T20:22:02.951064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2026-02-11T20:22:02.963298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2026-02-11T20:22:02.963742] [INFO ] [FORECASTER] Starting predict_future for FFC
[2026-02-11T20:22:02.964802] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2026-02-11T20:22:02.964857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:02.964940] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:02.964970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:02.965028] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:03.028877] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:03.029778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:03.029866] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:03.029900] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:03.167831] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:03.168021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:03.168071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:03.168106] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:03.172059] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=42.96%)
[2026-02-11T20:22:03.172349] [INFO ] [FORECASTER] Completed predict_future for FFC
[2026-02-11T20:22:03.172478] [INFO ] [sig       ] FFC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:03.319600] [INFO ] [LOCAL     ] Saved forecast: FFC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FFC.txt
[2026-02-11T20:22:03.319770] [INFO ] [sig       ] [1169/3412] Completed FFC in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-11T20:22:03.319812] [INFO ] [sig       ] [1170/3412] Forecasting FFIC...
[2026-02-11T20:22:03.319841] [INFO ] [sig       ] Generating forecast for: FFIC
[2026-02-11T20:22:03.319871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2026-02-11T20:22:03.332072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2026-02-11T20:22:03.332487] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2026-02-11T20:22:03.333558] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2026-02-11T20:22:03.333636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:03.333668] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:03.333695] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:03.333752] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:03.393234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:03.394030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:03.394129] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:03.394169] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:03.514801] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:03.514964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:03.515007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:03.515055] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:03.518497] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=24.87%)
[2026-02-11T20:22:03.518792] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2026-02-11T20:22:03.518923] [INFO ] [sig       ] FFIC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:03.662729] [INFO ] [LOCAL     ] Saved forecast: FFIC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FFIC.txt
[2026-02-11T20:22:03.662899] [INFO ] [sig       ] [1170/3412] Completed FFIC in 0.3s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-11T20:22:03.662940] [INFO ] [sig       ] [1171/3412] Forecasting FFIN...
[2026-02-11T20:22:03.662971] [INFO ] [sig       ] Generating forecast for: FFIN
[2026-02-11T20:22:03.663002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2026-02-11T20:22:03.675116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2026-02-11T20:22:03.675522] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2026-02-11T20:22:03.676429] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2026-02-11T20:22:03.676482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:03.676515] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:03.676542] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:03.676623] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:03.737910] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:03.738825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:03.738914] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:03.738947] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:03.860950] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:03.861127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:03.861173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:03.861203] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:03.866749] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=63.87%)
[2026-02-11T20:22:03.867254] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2026-02-11T20:22:03.867478] [INFO ] [sig       ] FFIN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:04.019523] [INFO ] [LOCAL     ] Saved forecast: FFIN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FFIN.txt
[2026-02-11T20:22:04.019690] [INFO ] [sig       ] [1171/3412] Completed FFIN in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-11T20:22:04.019732] [INFO ] [sig       ] [1172/3412] Forecasting FFWM...
[2026-02-11T20:22:04.019762] [INFO ] [sig       ] Generating forecast for: FFWM
[2026-02-11T20:22:04.019794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2026-02-11T20:22:04.031887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2026-02-11T20:22:04.032194] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2026-02-11T20:22:04.033010] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2026-02-11T20:22:04.033067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:04.033098] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:04.033124] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:04.033180] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:04.092057] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:04.093015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:04.093131] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:04.093180] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:04.213279] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:04.213434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:04.213476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:04.213536] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:04.217527] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2026-02-11T20:22:04.217834] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2026-02-11T20:22:04.217969] [INFO ] [sig       ] FFWM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:04.362919] [INFO ] [LOCAL     ] Saved forecast: FFWM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FFWM.txt
[2026-02-11T20:22:04.363063] [INFO ] [sig       ] [1172/3412] Completed FFWM in 0.3s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-11T20:22:04.363104] [INFO ] [sig       ] [1173/3412] Forecasting FG...
[2026-02-11T20:22:04.363135] [INFO ] [sig       ] Generating forecast for: FG
[2026-02-11T20:22:04.363167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2026-02-11T20:22:04.375299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2026-02-11T20:22:04.375668] [INFO ] [FORECASTER] Starting predict_future for FG
[2026-02-11T20:22:04.376465] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2026-02-11T20:22:04.376518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:04.376551] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:04.376605] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:04.376665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:04.435722] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:04.436438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:04.436521] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:04.436554] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:04.562842] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:04.563004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:04.563045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:04.563074] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:04.566937] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=8.63%)
[2026-02-11T20:22:04.567214] [INFO ] [FORECASTER] Completed predict_future for FG
[2026-02-11T20:22:04.567343] [INFO ] [sig       ] FG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:04.713908] [INFO ] [LOCAL     ] Saved forecast: FG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FG.txt
[2026-02-11T20:22:04.714061] [INFO ] [sig       ] [1173/3412] Completed FG in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-11T20:22:04.714105] [INFO ] [sig       ] [1174/3412] Forecasting FHB...
[2026-02-11T20:22:04.714135] [INFO ] [sig       ] Generating forecast for: FHB
[2026-02-11T20:22:04.714166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2026-02-11T20:22:04.727093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2026-02-11T20:22:04.727408] [INFO ] [FORECASTER] Starting predict_future for FHB
[2026-02-11T20:22:04.728323] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2026-02-11T20:22:04.728376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:04.728407] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:04.728433] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:04.728501] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:04.788777] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:04.789681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:04.789768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:04.789803] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:04.914303] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:04.914474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:04.914516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:04.914547] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:04.918253] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2026-02-11T20:22:04.918567] [INFO ] [FORECASTER] Completed predict_future for FHB
[2026-02-11T20:22:04.918729] [INFO ] [sig       ] FHB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:05.068880] [INFO ] [LOCAL     ] Saved forecast: FHB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FHB.txt
[2026-02-11T20:22:05.069040] [INFO ] [sig       ] [1174/3412] Completed FHB in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-11T20:22:05.069081] [INFO ] [sig       ] [1175/3412] Forecasting FHI...
[2026-02-11T20:22:05.069111] [INFO ] [sig       ] Generating forecast for: FHI
[2026-02-11T20:22:05.069141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2026-02-11T20:22:05.080683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2026-02-11T20:22:05.081089] [INFO ] [FORECASTER] Starting predict_future for FHI
[2026-02-11T20:22:05.081925] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2026-02-11T20:22:05.081977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:05.082009] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:05.082036] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:05.082095] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:05.142765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:05.143894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:05.143983] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:05.144016] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:05.270197] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:05.270365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:05.270408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:05.270437] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:05.274044] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=90.12%)
[2026-02-11T20:22:05.274387] [INFO ] [FORECASTER] Completed predict_future for FHI
[2026-02-11T20:22:05.274542] [INFO ] [sig       ] FHI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:05.431788] [INFO ] [LOCAL     ] Saved forecast: FHI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FHI.txt
[2026-02-11T20:22:05.431968] [INFO ] [sig       ] [1175/3412] Completed FHI in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.3m
[2026-02-11T20:22:05.432011] [INFO ] [sig       ] [1176/3412] Forecasting FHN...
[2026-02-11T20:22:05.432042] [INFO ] [sig       ] Generating forecast for: FHN
[2026-02-11T20:22:05.432083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2026-02-11T20:22:05.445157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2026-02-11T20:22:05.445784] [INFO ] [FORECASTER] Starting predict_future for FHN
[2026-02-11T20:22:05.446938] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2026-02-11T20:22:05.447006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:05.447062] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:05.447100] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:05.447194] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:05.509635] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:05.510644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:05.510754] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:05.510791] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:05.638541] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:05.638737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:05.638780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:05.638810] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:05.642551] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2026-02-11T20:22:05.642899] [INFO ] [FORECASTER] Completed predict_future for FHN
[2026-02-11T20:22:05.643047] [INFO ] [sig       ] FHN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:05.798482] [INFO ] [LOCAL     ] Saved forecast: FHN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FHN.txt
[2026-02-11T20:22:05.798692] [INFO ] [sig       ] [1176/3412] Completed FHN in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.3m
[2026-02-11T20:22:05.798744] [INFO ] [sig       ] [1177/3412] Forecasting FHTX...
[2026-02-11T20:22:05.798777] [INFO ] [sig       ] Generating forecast for: FHTX
[2026-02-11T20:22:05.798808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2026-02-11T20:22:05.812403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2026-02-11T20:22:05.812836] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2026-02-11T20:22:05.813711] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2026-02-11T20:22:05.813766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:05.813800] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:05.813828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:05.813889] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:05.871560] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:05.872474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:05.872560] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:05.872614] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:05.994509] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:05.994685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:05.994727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:05.994754] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:05.998537] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=16.35%)
[2026-02-11T20:22:05.998845] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2026-02-11T20:22:05.998983] [INFO ] [sig       ] FHTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:06.146232] [INFO ] [LOCAL     ] Saved forecast: FHTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FHTX.txt
[2026-02-11T20:22:06.146375] [INFO ] [sig       ] [1177/3412] Completed FHTX in 0.3s | 2.79 sym/s | Total: 7.0m | ETA: 13.3m
[2026-02-11T20:22:06.146414] [INFO ] [sig       ] [1178/3412] Forecasting FIBK...
[2026-02-11T20:22:06.146443] [INFO ] [sig       ] Generating forecast for: FIBK
[2026-02-11T20:22:06.146474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2026-02-11T20:22:06.161483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2026-02-11T20:22:06.162030] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2026-02-11T20:22:06.162960] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2026-02-11T20:22:06.163012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:06.163044] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:06.163071] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:06.163132] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:06.221366] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:06.222184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:06.222293] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:06.222328] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:06.343763] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:06.343924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:06.343968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:06.343996] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:06.347744] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=47.67%)
[2026-02-11T20:22:06.348036] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2026-02-11T20:22:06.348171] [INFO ] [sig       ] FIBK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:06.563425] [INFO ] [LOCAL     ] Saved forecast: FIBK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FIBK.txt
[2026-02-11T20:22:06.563599] [INFO ] [sig       ] [1178/3412] Completed FIBK in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.3m
[2026-02-11T20:22:06.563642] [INFO ] [sig       ] [1179/3412] Forecasting FICO...
[2026-02-11T20:22:06.563671] [INFO ] [sig       ] Generating forecast for: FICO
[2026-02-11T20:22:06.563702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2026-02-11T20:22:06.576067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2026-02-11T20:22:06.576425] [INFO ] [FORECASTER] Starting predict_future for FICO
[2026-02-11T20:22:06.577272] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2026-02-11T20:22:06.577326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:06.577359] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:06.577388] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:06.577447] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:06.639555] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:06.640765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:06.640910] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:06.640946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:06.767125] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:06.767293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:06.767334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:06.767364] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:06.771384] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=58.52%)
[2026-02-11T20:22:06.771789] [INFO ] [FORECASTER] Completed predict_future for FICO
[2026-02-11T20:22:06.771948] [INFO ] [sig       ] FICO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:06.935364] [INFO ] [LOCAL     ] Saved forecast: FICO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FICO.txt
[2026-02-11T20:22:06.935566] [INFO ] [sig       ] [1179/3412] Completed FICO in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.3m
[2026-02-11T20:22:06.935637] [INFO ] [sig       ] [1180/3412] Forecasting FICS...
[2026-02-11T20:22:06.935670] [INFO ] [sig       ] Generating forecast for: FICS
[2026-02-11T20:22:06.935703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2026-02-11T20:22:06.951263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2026-02-11T20:22:06.951641] [INFO ] [FORECASTER] Starting predict_future for FICS
[2026-02-11T20:22:06.952588] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2026-02-11T20:22:06.952649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:06.952698] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:06.952737] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:06.952799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:07.018008] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:07.019094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:07.019187] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:07.019222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:07.148479] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:07.148659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:07.148704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:07.148735] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:07.152477] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: UP (p=62.21%)
[2026-02-11T20:22:07.152811] [INFO ] [FORECASTER] Completed predict_future for FICS
[2026-02-11T20:22:07.152966] [INFO ] [sig       ] FICS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:07.308794] [INFO ] [LOCAL     ] Saved forecast: FICS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FICS.txt
[2026-02-11T20:22:07.308955] [INFO ] [sig       ] [1180/3412] Completed FICS in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.3m
[2026-02-11T20:22:07.308998] [INFO ] [sig       ] [1181/3412] Forecasting FID...
[2026-02-11T20:22:07.309029] [INFO ] [sig       ] Generating forecast for: FID
[2026-02-11T20:22:07.309061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2026-02-11T20:22:07.321428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2026-02-11T20:22:07.321823] [INFO ] [FORECASTER] Starting predict_future for FID
[2026-02-11T20:22:07.322722] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2026-02-11T20:22:07.322777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:07.322811] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:07.322840] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:07.322900] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:07.386112] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:07.387220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:07.387525] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:07.387564] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:07.514919] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:07.515085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:07.515129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:07.515160] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:07.519162] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2026-02-11T20:22:07.519471] [INFO ] [FORECASTER] Completed predict_future for FID
[2026-02-11T20:22:07.519653] [INFO ] [sig       ] FID: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:07.676833] [INFO ] [LOCAL     ] Saved forecast: FID	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FID.txt
[2026-02-11T20:22:07.677002] [INFO ] [sig       ] [1181/3412] Completed FID in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.3m
[2026-02-11T20:22:07.677047] [INFO ] [sig       ] [1182/3412] Forecasting FIGS...
[2026-02-11T20:22:07.677077] [INFO ] [sig       ] Generating forecast for: FIGS
[2026-02-11T20:22:07.677111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2026-02-11T20:22:07.690144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2026-02-11T20:22:07.690554] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2026-02-11T20:22:07.691500] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2026-02-11T20:22:07.691554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:07.691607] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:07.691636] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:07.691694] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:07.761926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:07.763033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:07.763139] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:07.763182] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:07.899865] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:07.900050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:07.900095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:07.900126] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:07.904082] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2026-02-11T20:22:07.904471] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2026-02-11T20:22:07.904638] [INFO ] [sig       ] FIGS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:08.066030] [INFO ] [LOCAL     ] Saved forecast: FIGS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FIGS.txt
[2026-02-11T20:22:08.066259] [INFO ] [sig       ] [1182/3412] Completed FIGS in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-11T20:22:08.066502] [INFO ] [sig       ] [1183/3412] Forecasting FIHL...
[2026-02-11T20:22:08.066534] [INFO ] [sig       ] Generating forecast for: FIHL
[2026-02-11T20:22:08.066565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2026-02-11T20:22:08.080992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2026-02-11T20:22:08.081381] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2026-02-11T20:22:08.082796] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2026-02-11T20:22:08.082852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:08.082885] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:08.082912] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:08.082982] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:08.149611] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:08.150527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:08.150639] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:08.150677] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:08.285564] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:08.285775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:08.285821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:08.285852] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:08.290484] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=39.36%)
[2026-02-11T20:22:08.290836] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2026-02-11T20:22:08.290994] [INFO ] [sig       ] FIHL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:08.453694] [INFO ] [LOCAL     ] Saved forecast: FIHL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FIHL.txt
[2026-02-11T20:22:08.453843] [INFO ] [sig       ] [1183/3412] Completed FIHL in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-11T20:22:08.453903] [INFO ] [sig       ] [1184/3412] Forecasting FINS...
[2026-02-11T20:22:08.453946] [INFO ] [sig       ] Generating forecast for: FINS
[2026-02-11T20:22:08.453982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2026-02-11T20:22:08.467159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2026-02-11T20:22:08.467535] [INFO ] [FORECASTER] Starting predict_future for FINS
[2026-02-11T20:22:08.468566] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2026-02-11T20:22:08.468639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:08.468672] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:08.468700] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:08.468759] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:08.537066] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:08.538073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:08.538163] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:08.538198] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:08.671373] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:08.671537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:08.671597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:08.671632] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:08.676564] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2026-02-11T20:22:08.676968] [INFO ] [FORECASTER] Completed predict_future for FINS
[2026-02-11T20:22:08.677128] [INFO ] [sig       ] FINS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:08.841764] [INFO ] [LOCAL     ] Saved forecast: FINS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FINS.txt
[2026-02-11T20:22:08.841915] [INFO ] [sig       ] [1184/3412] Completed FINS in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-11T20:22:08.841956] [INFO ] [sig       ] [1185/3412] Forecasting FINX...
[2026-02-11T20:22:08.841987] [INFO ] [sig       ] Generating forecast for: FINX
[2026-02-11T20:22:08.842020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2026-02-11T20:22:08.854325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2026-02-11T20:22:08.854771] [INFO ] [FORECASTER] Starting predict_future for FINX
[2026-02-11T20:22:08.855831] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2026-02-11T20:22:08.855896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:08.855939] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:08.855980] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:08.856065] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:08.918400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:08.919299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:08.919391] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:08.919425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:09.045050] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:09.045214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:09.045258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:09.045289] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:09.048954] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=71.45%)
[2026-02-11T20:22:09.049269] [INFO ] [FORECASTER] Completed predict_future for FINX
[2026-02-11T20:22:09.049414] [INFO ] [sig       ] FINX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:09.204388] [INFO ] [LOCAL     ] Saved forecast: FINX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FINX.txt
[2026-02-11T20:22:09.204552] [INFO ] [sig       ] [1185/3412] Completed FINX in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-11T20:22:09.204616] [INFO ] [sig       ] [1186/3412] Forecasting FIP...
[2026-02-11T20:22:09.204649] [INFO ] [sig       ] Generating forecast for: FIP
[2026-02-11T20:22:09.204681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2026-02-11T20:22:09.217497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2026-02-11T20:22:09.217924] [INFO ] [FORECASTER] Starting predict_future for FIP
[2026-02-11T20:22:09.219126] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2026-02-11T20:22:09.219199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:09.219288] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:09.219321] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:09.219380] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:09.287557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:09.288784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:09.288886] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:09.288921] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:09.420894] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:09.421053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:09.421098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:09.421134] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:09.425041] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2026-02-11T20:22:09.425440] [INFO ] [FORECASTER] Completed predict_future for FIP
[2026-02-11T20:22:09.425647] [INFO ] [sig       ] FIP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:09.579607] [INFO ] [LOCAL     ] Saved forecast: FIP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FIP.txt
[2026-02-11T20:22:09.579762] [INFO ] [sig       ] [1186/3412] Completed FIP in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-11T20:22:09.579803] [INFO ] [sig       ] [1187/3412] Forecasting FIS...
[2026-02-11T20:22:09.579841] [INFO ] [sig       ] Generating forecast for: FIS
[2026-02-11T20:22:09.579880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2026-02-11T20:22:09.592187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2026-02-11T20:22:09.592569] [INFO ] [FORECASTER] Starting predict_future for FIS
[2026-02-11T20:22:09.593448] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2026-02-11T20:22:09.593503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:09.593545] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:09.593593] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:09.593655] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:09.658068] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:09.659031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:09.659126] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:09.659168] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:09.797090] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:09.797277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:09.797331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:09.797363] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:09.802124] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2026-02-11T20:22:09.802507] [INFO ] [FORECASTER] Completed predict_future for FIS
[2026-02-11T20:22:09.802698] [INFO ] [sig       ] FIS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:09.958948] [INFO ] [LOCAL     ] Saved forecast: FIS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FIS.txt
[2026-02-11T20:22:09.959095] [INFO ] [sig       ] [1187/3412] Completed FIS in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-11T20:22:09.959138] [INFO ] [sig       ] [1188/3412] Forecasting FISI...
[2026-02-11T20:22:09.959168] [INFO ] [sig       ] Generating forecast for: FISI
[2026-02-11T20:22:09.959199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2026-02-11T20:22:09.971700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2026-02-11T20:22:09.972062] [INFO ] [FORECASTER] Starting predict_future for FISI
[2026-02-11T20:22:09.973009] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2026-02-11T20:22:09.973065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:09.973103] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:09.973145] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:09.973227] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:10.044479] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:10.045741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:10.045832] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:10.045866] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:10.178407] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:10.178771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:10.178814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:10.178843] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:10.182845] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: UP (p=93.54%)
[2026-02-11T20:22:10.183124] [INFO ] [FORECASTER] Completed predict_future for FISI
[2026-02-11T20:22:10.183254] [INFO ] [sig       ] FISI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:10.327114] [INFO ] [LOCAL     ] Saved forecast: FISI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FISI.txt
[2026-02-11T20:22:10.327249] [INFO ] [sig       ] [1188/3412] Completed FISI in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-11T20:22:10.327288] [INFO ] [sig       ] [1189/3412] Forecasting FITB...
[2026-02-11T20:22:10.327317] [INFO ] [sig       ] Generating forecast for: FITB
[2026-02-11T20:22:10.327346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2026-02-11T20:22:10.339225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2026-02-11T20:22:10.339523] [INFO ] [FORECASTER] Starting predict_future for FITB
[2026-02-11T20:22:10.340343] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2026-02-11T20:22:10.340395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:10.340426] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:10.340453] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:10.340510] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:10.397929] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:10.398530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:10.398630] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:10.398664] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:10.527889] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:10.528052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:10.528094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:10.528161] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:10.532398] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2026-02-11T20:22:10.532889] [INFO ] [FORECASTER] Completed predict_future for FITB
[2026-02-11T20:22:10.533021] [INFO ] [sig       ] FITB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:10.674615] [INFO ] [LOCAL     ] Saved forecast: FITB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FITB.txt
[2026-02-11T20:22:10.674730] [INFO ] [sig       ] [1189/3412] Completed FITB in 0.3s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-11T20:22:10.674768] [INFO ] [sig       ] [1190/3412] Forecasting FITBI...
[2026-02-11T20:22:10.674796] [INFO ] [sig       ] Generating forecast for: FITBI
[2026-02-11T20:22:10.674825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2026-02-11T20:22:10.686400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2026-02-11T20:22:10.686679] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2026-02-11T20:22:10.687484] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2026-02-11T20:22:10.687538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:10.687593] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:10.687624] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:10.687682] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:10.745467] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:10.746285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:10.746368] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:10.746400] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:10.871495] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:10.871696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:10.871738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:10.871767] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:10.875316] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2026-02-11T20:22:10.875618] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2026-02-11T20:22:10.875747] [INFO ] [sig       ] FITBI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:11.017390] [INFO ] [LOCAL     ] Saved forecast: FITBI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FITBI.txt
[2026-02-11T20:22:11.017553] [INFO ] [sig       ] [1190/3412] Completed FITBI in 0.3s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-11T20:22:11.017623] [INFO ] [sig       ] [1191/3412] Forecasting FITBO...
[2026-02-11T20:22:11.017656] [INFO ] [sig       ] Generating forecast for: FITBO
[2026-02-11T20:22:11.017687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2026-02-11T20:22:11.030625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2026-02-11T20:22:11.031071] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2026-02-11T20:22:11.032051] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2026-02-11T20:22:11.032108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:11.032143] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:11.032172] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:11.032233] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:11.096941] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:11.097991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:11.098103] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:11.098137] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:11.224602] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:11.224777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:11.224822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:11.224853] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:11.229097] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=51.40%)
[2026-02-11T20:22:11.229593] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2026-02-11T20:22:11.229766] [INFO ] [sig       ] FITBO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:11.378532] [INFO ] [LOCAL     ] Saved forecast: FITBO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FITBO.txt
[2026-02-11T20:22:11.378721] [INFO ] [sig       ] [1191/3412] Completed FITBO in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-11T20:22:11.378762] [INFO ] [sig       ] [1192/3412] Forecasting FIVE...
[2026-02-11T20:22:11.378791] [INFO ] [sig       ] Generating forecast for: FIVE
[2026-02-11T20:22:11.378824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2026-02-11T20:22:11.391911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2026-02-11T20:22:11.392374] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2026-02-11T20:22:11.393396] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2026-02-11T20:22:11.393462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:11.393495] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:11.393522] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:11.393607] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:11.454438] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:11.455341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:11.455436] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:11.455471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:11.586819] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:11.586984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:11.587027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:11.587057] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:11.591404] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: UP (p=63.76%)
[2026-02-11T20:22:11.591853] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2026-02-11T20:22:11.592032] [INFO ] [sig       ] FIVE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:11.746763] [INFO ] [LOCAL     ] Saved forecast: FIVE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FIVE.txt
[2026-02-11T20:22:11.746941] [INFO ] [sig       ] [1192/3412] Completed FIVE in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-11T20:22:11.746983] [INFO ] [sig       ] [1193/3412] Forecasting FIVN...
[2026-02-11T20:22:11.747013] [INFO ] [sig       ] Generating forecast for: FIVN
[2026-02-11T20:22:11.747045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2026-02-11T20:22:11.762611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2026-02-11T20:22:11.763133] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2026-02-11T20:22:11.764501] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2026-02-11T20:22:11.764641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:11.764684] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:11.764719] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:11.764800] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:11.831932] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:11.832903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:11.833006] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:11.833038] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:11.964227] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:11.964620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:11.964667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:11.964697] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:11.969291] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2026-02-11T20:22:11.969695] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2026-02-11T20:22:11.969852] [INFO ] [sig       ] FIVN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:12.121093] [INFO ] [LOCAL     ] Saved forecast: FIVN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FIVN.txt
[2026-02-11T20:22:12.121255] [INFO ] [sig       ] [1193/3412] Completed FIVN in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.2m
[2026-02-11T20:22:12.121295] [INFO ] [sig       ] [1194/3412] Forecasting FIX...
[2026-02-11T20:22:12.121325] [INFO ] [sig       ] Generating forecast for: FIX
[2026-02-11T20:22:12.121357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2026-02-11T20:22:12.133456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2026-02-11T20:22:12.133878] [INFO ] [FORECASTER] Starting predict_future for FIX
[2026-02-11T20:22:12.134867] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2026-02-11T20:22:12.134923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:12.134955] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:12.134983] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:12.135041] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:12.195701] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:12.196645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:12.196741] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:12.196776] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:12.324688] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:12.324846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:12.324905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:12.324937] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:12.328526] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=72.21%)
[2026-02-11T20:22:12.328832] [INFO ] [FORECASTER] Completed predict_future for FIX
[2026-02-11T20:22:12.328970] [INFO ] [sig       ] FIX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:12.472007] [INFO ] [LOCAL     ] Saved forecast: FIX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FIX.txt
[2026-02-11T20:22:12.472134] [INFO ] [sig       ] [1194/3412] Completed FIX in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.2m
[2026-02-11T20:22:12.472172] [INFO ] [sig       ] [1195/3412] Forecasting FIXD...
[2026-02-11T20:22:12.472205] [INFO ] [sig       ] Generating forecast for: FIXD
[2026-02-11T20:22:12.472242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2026-02-11T20:22:12.484235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2026-02-11T20:22:12.484757] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2026-02-11T20:22:12.485816] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2026-02-11T20:22:12.485871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:12.485904] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:12.485930] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:12.485986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:12.549618] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:12.550291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:12.550388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:12.550422] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:12.675323] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:12.675485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:12.675528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:12.675556] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:12.679215] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: DOWN (p=9.73%)
[2026-02-11T20:22:12.679496] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2026-02-11T20:22:12.679650] [INFO ] [sig       ] FIXD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:12.824128] [INFO ] [LOCAL     ] Saved forecast: FIXD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FIXD.txt
[2026-02-11T20:22:12.824316] [INFO ] [sig       ] [1195/3412] Completed FIXD in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.2m
[2026-02-11T20:22:12.824366] [INFO ] [sig       ] [1196/3412] Forecasting FIZZ...
[2026-02-11T20:22:12.824399] [INFO ] [sig       ] Generating forecast for: FIZZ
[2026-02-11T20:22:12.824429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2026-02-11T20:22:12.837174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2026-02-11T20:22:12.837647] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2026-02-11T20:22:12.838498] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2026-02-11T20:22:12.838553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:12.838608] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:12.838640] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:12.838701] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:12.899309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:12.900264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:12.900388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:12.900424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:13.029500] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:13.029684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:13.029729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:13.029761] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:13.033342] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: DOWN (p=0.43%)
[2026-02-11T20:22:13.033646] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2026-02-11T20:22:13.033780] [INFO ] [sig       ] FIZZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:13.181895] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FIZZ.txt
[2026-02-11T20:22:13.182049] [INFO ] [sig       ] [1196/3412] Completed FIZZ in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.2m
[2026-02-11T20:22:13.182088] [INFO ] [sig       ] [1197/3412] Forecasting FJP...
[2026-02-11T20:22:13.182118] [INFO ] [sig       ] Generating forecast for: FJP
[2026-02-11T20:22:13.182148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2026-02-11T20:22:13.194767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2026-02-11T20:22:13.195135] [INFO ] [FORECASTER] Starting predict_future for FJP
[2026-02-11T20:22:13.195989] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2026-02-11T20:22:13.196042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:13.196074] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:13.196101] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:13.196158] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:13.260694] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:13.261734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:13.261839] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:13.261887] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:13.376959] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:13.377131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:13.377185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:13.377225] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:13.380888] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2026-02-11T20:22:13.381208] [INFO ] [FORECASTER] Completed predict_future for FJP
[2026-02-11T20:22:13.381356] [INFO ] [sig       ] FJP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:13.533277] [INFO ] [LOCAL     ] Saved forecast: FJP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FJP.txt
[2026-02-11T20:22:13.533462] [INFO ] [sig       ] [1197/3412] Completed FJP in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.2m
[2026-02-11T20:22:13.533503] [INFO ] [sig       ] [1198/3412] Forecasting FLEX...
[2026-02-11T20:22:13.533533] [INFO ] [sig       ] Generating forecast for: FLEX
[2026-02-11T20:22:13.533563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2026-02-11T20:22:13.545429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2026-02-11T20:22:13.545734] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2026-02-11T20:22:13.546535] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2026-02-11T20:22:13.546606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:13.546648] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:13.546676] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:13.546732] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:13.609200] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:13.610062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:13.610150] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:13.610183] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:13.736922] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:13.737081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:13.737123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:13.737152] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:13.741062] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2026-02-11T20:22:13.741376] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2026-02-11T20:22:13.741704] [INFO ] [sig       ] FLEX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:13.888074] [INFO ] [LOCAL     ] Saved forecast: FLEX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FLEX.txt
[2026-02-11T20:22:13.888235] [INFO ] [sig       ] [1198/3412] Completed FLEX in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-11T20:22:13.888275] [INFO ] [sig       ] [1199/3412] Forecasting FLL...
[2026-02-11T20:22:13.888304] [INFO ] [sig       ] Generating forecast for: FLL
[2026-02-11T20:22:13.888336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2026-02-11T20:22:13.901598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2026-02-11T20:22:13.901926] [INFO ] [FORECASTER] Starting predict_future for FLL
[2026-02-11T20:22:13.902800] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2026-02-11T20:22:13.902854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:13.902887] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:13.902917] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:13.902977] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:13.966095] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:13.966959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:13.967045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:13.967080] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:14.090853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:14.091016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:14.091059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:14.091090] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:14.094762] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2026-02-11T20:22:14.095065] [INFO ] [FORECASTER] Completed predict_future for FLL
[2026-02-11T20:22:14.095204] [INFO ] [sig       ] FLL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:14.242913] [INFO ] [LOCAL     ] Saved forecast: FLL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FLL.txt
[2026-02-11T20:22:14.243119] [INFO ] [sig       ] [1199/3412] Completed FLL in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-11T20:22:14.243160] [INFO ] [sig       ] [1200/3412] Forecasting FLNC...
[2026-02-11T20:22:14.243191] [INFO ] [sig       ] Generating forecast for: FLNC
[2026-02-11T20:22:14.243222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2026-02-11T20:22:14.255318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2026-02-11T20:22:14.255792] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2026-02-11T20:22:14.256748] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2026-02-11T20:22:14.256816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:14.256849] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:14.256876] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:14.256934] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:14.315476] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:14.316392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:14.316479] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:14.316514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:14.446250] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:14.446413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:14.446454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:14.446483] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:14.450039] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: DOWN (p=32.36%)
[2026-02-11T20:22:14.450322] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2026-02-11T20:22:14.450452] [INFO ] [sig       ] FLNC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:14.629130] [INFO ] [LOCAL     ] Saved forecast: FLNC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FLNC.txt
[2026-02-11T20:22:14.629298] [INFO ] [sig       ] [1200/3412] Completed FLNC in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-11T20:22:14.629354] [INFO ] [sig       ] [1201/3412] Forecasting FLNG...
[2026-02-11T20:22:14.629389] [INFO ] [sig       ] Generating forecast for: FLNG
[2026-02-11T20:22:14.629422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2026-02-11T20:22:14.641411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2026-02-11T20:22:14.641838] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2026-02-11T20:22:14.642713] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2026-02-11T20:22:14.642767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:14.642799] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:14.642827] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:14.642884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:14.701354] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:14.702408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:14.702507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:14.702542] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:14.821901] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:14.822068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:14.822110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:14.822138] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:14.825688] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2026-02-11T20:22:14.825979] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2026-02-11T20:22:14.826114] [INFO ] [sig       ] FLNG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:14.974804] [INFO ] [LOCAL     ] Saved forecast: FLNG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FLNG.txt
[2026-02-11T20:22:14.974963] [INFO ] [sig       ] [1201/3412] Completed FLNG in 0.3s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-11T20:22:14.975003] [INFO ] [sig       ] [1202/3412] Forecasting FLO...
[2026-02-11T20:22:14.975039] [INFO ] [sig       ] Generating forecast for: FLO
[2026-02-11T20:22:14.975071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2026-02-11T20:22:14.989299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2026-02-11T20:22:14.989930] [INFO ] [FORECASTER] Starting predict_future for FLO
[2026-02-11T20:22:14.991049] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2026-02-11T20:22:14.991107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:14.991140] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:14.991167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:14.991224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:15.065669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:15.066829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:15.066969] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:15.067021] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:15.194708] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:15.194874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:15.194915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:15.194946] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:15.198430] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=37.94%)
[2026-02-11T20:22:15.198760] [INFO ] [FORECASTER] Completed predict_future for FLO
[2026-02-11T20:22:15.198900] [INFO ] [sig       ] FLO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:15.355447] [INFO ] [LOCAL     ] Saved forecast: FLO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FLO.txt
[2026-02-11T20:22:15.355646] [INFO ] [sig       ] [1202/3412] Completed FLO in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-11T20:22:15.355691] [INFO ] [sig       ] [1203/3412] Forecasting FLS...
[2026-02-11T20:22:15.355721] [INFO ] [sig       ] Generating forecast for: FLS
[2026-02-11T20:22:15.355753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2026-02-11T20:22:15.372015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2026-02-11T20:22:15.372398] [INFO ] [FORECASTER] Starting predict_future for FLS
[2026-02-11T20:22:15.373257] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2026-02-11T20:22:15.373314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:15.373372] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:15.373399] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:15.373643] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:15.435840] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:15.437016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:15.437117] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:15.437150] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:15.570916] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:15.571085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:15.571128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:15.571158] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:15.575228] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=31.14%)
[2026-02-11T20:22:15.575552] [INFO ] [FORECASTER] Completed predict_future for FLS
[2026-02-11T20:22:15.575718] [INFO ] [sig       ] FLS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:15.740012] [INFO ] [LOCAL     ] Saved forecast: FLS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FLS.txt
[2026-02-11T20:22:15.740224] [INFO ] [sig       ] [1203/3412] Completed FLS in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-11T20:22:15.740286] [INFO ] [sig       ] [1204/3412] Forecasting FLUX...
[2026-02-11T20:22:15.740324] [INFO ] [sig       ] Generating forecast for: FLUX
[2026-02-11T20:22:15.740367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2026-02-11T20:22:15.752980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2026-02-11T20:22:15.753376] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2026-02-11T20:22:15.754271] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2026-02-11T20:22:15.754337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:15.754377] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:15.754418] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:15.754510] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:15.816295] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:15.817440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:15.817560] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:15.817616] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:15.944729] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:15.944893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:15.944936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:15.944965] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:15.948569] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=41.55%)
[2026-02-11T20:22:15.948881] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2026-02-11T20:22:15.949021] [INFO ] [sig       ] FLUX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:16.101866] [INFO ] [LOCAL     ] Saved forecast: FLUX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FLUX.txt
[2026-02-11T20:22:16.102035] [INFO ] [sig       ] [1204/3412] Completed FLUX in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-11T20:22:16.102074] [INFO ] [sig       ] [1205/3412] Forecasting FLWS...
[2026-02-11T20:22:16.102104] [INFO ] [sig       ] Generating forecast for: FLWS
[2026-02-11T20:22:16.102135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2026-02-11T20:22:16.114874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2026-02-11T20:22:16.115257] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2026-02-11T20:22:16.116165] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2026-02-11T20:22:16.116219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:16.116253] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:16.116280] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:16.116350] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:16.176204] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:16.177133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:16.177221] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:16.177256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:16.305267] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:16.305435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:16.305476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:16.305520] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:16.309046] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=58.22%)
[2026-02-11T20:22:16.309334] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2026-02-11T20:22:16.309472] [INFO ] [sig       ] FLWS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:16.471516] [INFO ] [LOCAL     ] Saved forecast: FLWS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FLWS.txt
[2026-02-11T20:22:16.471710] [INFO ] [sig       ] [1205/3412] Completed FLWS in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-11T20:22:16.471752] [INFO ] [sig       ] [1206/3412] Forecasting FLXS...
[2026-02-11T20:22:16.471783] [INFO ] [sig       ] Generating forecast for: FLXS
[2026-02-11T20:22:16.471817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2026-02-11T20:22:16.483758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2026-02-11T20:22:16.484092] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2026-02-11T20:22:16.484948] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2026-02-11T20:22:16.485001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:16.485033] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:16.485059] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:16.485116] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:16.550619] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:16.551547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:16.551659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:16.551693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:16.679761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:16.679921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:16.679964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:16.680024] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:16.683584] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=17.14%)
[2026-02-11T20:22:16.683878] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2026-02-11T20:22:16.684016] [INFO ] [sig       ] FLXS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:16.829414] [INFO ] [LOCAL     ] Saved forecast: FLXS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FLXS.txt
[2026-02-11T20:22:16.829597] [INFO ] [sig       ] [1206/3412] Completed FLXS in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-11T20:22:16.829642] [INFO ] [sig       ] [1207/3412] Forecasting FLYE...
[2026-02-11T20:22:16.829673] [INFO ] [sig       ] Generating forecast for: FLYE
[2026-02-11T20:22:16.829706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2026-02-11T20:22:16.841691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2026-02-11T20:22:16.842060] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2026-02-11T20:22:16.842914] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2026-02-11T20:22:16.842969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:16.843003] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:16.843033] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:16.843092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:16.903831] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:16.904766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:16.904854] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:16.904905] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:17.027375] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:17.027566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:17.027627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:17.027656] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:17.031138] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2026-02-11T20:22:17.031425] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2026-02-11T20:22:17.031558] [INFO ] [sig       ] FLYE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:17.183323] [INFO ] [LOCAL     ] Saved forecast: FLYE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FLYE.txt
[2026-02-11T20:22:17.183490] [INFO ] [sig       ] [1207/3412] Completed FLYE in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-11T20:22:17.183549] [INFO ] [sig       ] [1208/3412] Forecasting FMAO...
[2026-02-11T20:22:17.183602] [INFO ] [sig       ] Generating forecast for: FMAO
[2026-02-11T20:22:17.183637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2026-02-11T20:22:17.194843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2026-02-11T20:22:17.195178] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2026-02-11T20:22:17.196037] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2026-02-11T20:22:17.196091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:17.196123] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:17.196151] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:17.196211] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:17.255303] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:17.256184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:17.256269] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:17.256302] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:17.367432] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:17.367654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:17.367698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:17.367729] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:17.371176] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2026-02-11T20:22:17.371459] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2026-02-11T20:22:17.371607] [INFO ] [sig       ] FMAO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:17.515407] [INFO ] [LOCAL     ] Saved forecast: FMAO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FMAO.txt
[2026-02-11T20:22:17.515589] [INFO ] [sig       ] [1208/3412] Completed FMAO in 0.3s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-11T20:22:17.515632] [INFO ] [sig       ] [1209/3412] Forecasting FMB...
[2026-02-11T20:22:17.515661] [INFO ] [sig       ] Generating forecast for: FMB
[2026-02-11T20:22:17.515694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2026-02-11T20:22:17.528504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2026-02-11T20:22:17.528890] [INFO ] [FORECASTER] Starting predict_future for FMB
[2026-02-11T20:22:17.529928] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2026-02-11T20:22:17.529982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:17.530015] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:17.530053] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:17.530111] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:17.594487] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:17.595423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:17.595727] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:17.595767] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:17.721520] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:17.721716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:17.721761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:17.721791] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:17.725711] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2026-02-11T20:22:17.726127] [INFO ] [FORECASTER] Completed predict_future for FMB
[2026-02-11T20:22:17.726289] [INFO ] [sig       ] FMB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:17.874743] [INFO ] [LOCAL     ] Saved forecast: FMB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FMB.txt
[2026-02-11T20:22:17.874916] [INFO ] [sig       ] [1209/3412] Completed FMB in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-11T20:22:17.874959] [INFO ] [sig       ] [1210/3412] Forecasting FMBH...
[2026-02-11T20:22:17.874989] [INFO ] [sig       ] Generating forecast for: FMBH
[2026-02-11T20:22:17.875023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2026-02-11T20:22:17.886524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2026-02-11T20:22:17.886936] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2026-02-11T20:22:17.887923] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2026-02-11T20:22:17.887981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:17.888014] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:17.888041] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:17.888099] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:17.953226] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:17.954438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:17.954538] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:17.954593] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:18.083745] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:18.083907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:18.083949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:18.083978] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:18.087562] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=20.90%)
[2026-02-11T20:22:18.087863] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2026-02-11T20:22:18.087995] [INFO ] [sig       ] FMBH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:18.230970] [INFO ] [LOCAL     ] Saved forecast: FMBH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FMBH.txt
[2026-02-11T20:22:18.231100] [INFO ] [sig       ] [1210/3412] Completed FMBH in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.1m
[2026-02-11T20:22:18.231139] [INFO ] [sig       ] [1211/3412] Forecasting FMC...
[2026-02-11T20:22:18.231169] [INFO ] [sig       ] Generating forecast for: FMC
[2026-02-11T20:22:18.231199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2026-02-11T20:22:18.243696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2026-02-11T20:22:18.244022] [INFO ] [FORECASTER] Starting predict_future for FMC
[2026-02-11T20:22:18.244859] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2026-02-11T20:22:18.244913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:18.244945] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:18.244972] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:18.245029] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:18.304612] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:18.305271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:18.305351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:18.305383] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:18.428878] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:18.429045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:18.429090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:18.429120] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:18.433203] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=89.32%)
[2026-02-11T20:22:18.433499] [INFO ] [FORECASTER] Completed predict_future for FMC
[2026-02-11T20:22:18.433656] [INFO ] [sig       ] FMC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:18.592049] [INFO ] [LOCAL     ] Saved forecast: FMC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FMC.txt
[2026-02-11T20:22:18.592201] [INFO ] [sig       ] [1211/3412] Completed FMC in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.1m
[2026-02-11T20:22:18.592242] [INFO ] [sig       ] [1212/3412] Forecasting FMHI...
[2026-02-11T20:22:18.592273] [INFO ] [sig       ] Generating forecast for: FMHI
[2026-02-11T20:22:18.592303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2026-02-11T20:22:18.604928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2026-02-11T20:22:18.605292] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2026-02-11T20:22:18.606211] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2026-02-11T20:22:18.606264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:18.606296] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:18.606324] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:18.606380] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:18.678804] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:18.679804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:18.679904] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:18.679938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:18.813599] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:18.813787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:18.813853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:18.813883] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:18.818336] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: DOWN (p=37.10%)
[2026-02-11T20:22:18.818734] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2026-02-11T20:22:18.818902] [INFO ] [sig       ] FMHI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:18.969002] [INFO ] [LOCAL     ] Saved forecast: FMHI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FMHI.txt
[2026-02-11T20:22:18.969174] [INFO ] [sig       ] [1212/3412] Completed FMHI in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.1m
[2026-02-11T20:22:18.969223] [INFO ] [sig       ] [1213/3412] Forecasting FMN...
[2026-02-11T20:22:18.969255] [INFO ] [sig       ] Generating forecast for: FMN
[2026-02-11T20:22:18.969303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2026-02-11T20:22:18.985363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2026-02-11T20:22:18.985812] [INFO ] [FORECASTER] Starting predict_future for FMN
[2026-02-11T20:22:18.986868] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2026-02-11T20:22:18.986922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:18.986955] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:18.986983] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:18.987048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:19.050716] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:19.051815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:19.051969] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:19.052013] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:19.177240] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:19.177409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:19.177490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:19.177528] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:19.181019] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2026-02-11T20:22:19.181310] [INFO ] [FORECASTER] Completed predict_future for FMN
[2026-02-11T20:22:19.181447] [INFO ] [sig       ] FMN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:19.320416] [INFO ] [LOCAL     ] Saved forecast: FMN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FMN.txt
[2026-02-11T20:22:19.320560] [INFO ] [sig       ] [1213/3412] Completed FMN in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.1m
[2026-02-11T20:22:19.320808] [INFO ] [sig       ] [1214/3412] Forecasting FMNB...
[2026-02-11T20:22:19.320839] [INFO ] [sig       ] Generating forecast for: FMNB
[2026-02-11T20:22:19.320869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2026-02-11T20:22:19.332631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2026-02-11T20:22:19.332951] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2026-02-11T20:22:19.333800] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2026-02-11T20:22:19.333852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:19.333883] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:19.333910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:19.333967] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:19.393178] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:19.393912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:19.393995] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:19.394028] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:19.509232] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:19.509390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:19.509434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:19.509462] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:19.512919] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: UP (p=82.02%)
[2026-02-11T20:22:19.513201] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2026-02-11T20:22:19.513349] [INFO ] [sig       ] FMNB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:19.654639] [INFO ] [LOCAL     ] Saved forecast: FMNB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FMNB.txt
[2026-02-11T20:22:19.654805] [INFO ] [sig       ] [1214/3412] Completed FMNB in 0.3s | 2.79 sym/s | Total: 7.2m | ETA: 13.1m
[2026-02-11T20:22:19.654846] [INFO ] [sig       ] [1215/3412] Forecasting FMS...
[2026-02-11T20:22:19.654876] [INFO ] [sig       ] Generating forecast for: FMS
[2026-02-11T20:22:19.654906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2026-02-11T20:22:19.667755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2026-02-11T20:22:19.668108] [INFO ] [FORECASTER] Starting predict_future for FMS
[2026-02-11T20:22:19.669081] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2026-02-11T20:22:19.669136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:19.669180] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:19.669223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:19.669290] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:19.734286] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:19.735199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:19.735287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:19.735322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:19.870761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:19.870930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:19.870975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:19.871005] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:19.874873] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2026-02-11T20:22:19.875196] [INFO ] [FORECASTER] Completed predict_future for FMS
[2026-02-11T20:22:19.875344] [INFO ] [sig       ] FMS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:20.028041] [INFO ] [LOCAL     ] Saved forecast: FMS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FMS.txt
[2026-02-11T20:22:20.028203] [INFO ] [sig       ] [1215/3412] Completed FMS in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-11T20:22:20.028246] [INFO ] [sig       ] [1216/3412] Forecasting FMX...
[2026-02-11T20:22:20.028275] [INFO ] [sig       ] Generating forecast for: FMX
[2026-02-11T20:22:20.028307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2026-02-11T20:22:20.041497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2026-02-11T20:22:20.041860] [INFO ] [FORECASTER] Starting predict_future for FMX
[2026-02-11T20:22:20.042719] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2026-02-11T20:22:20.042773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:20.042805] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:20.042833] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:20.042890] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:20.108483] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:20.109387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:20.109509] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:20.109567] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:20.238124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:20.238289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:20.238333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:20.238365] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:20.242203] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=40.46%)
[2026-02-11T20:22:20.242521] [INFO ] [FORECASTER] Completed predict_future for FMX
[2026-02-11T20:22:20.242697] [INFO ] [sig       ] FMX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:20.396003] [INFO ] [LOCAL     ] Saved forecast: FMX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FMX.txt
[2026-02-11T20:22:20.396228] [INFO ] [sig       ] [1216/3412] Completed FMX in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-11T20:22:20.396276] [INFO ] [sig       ] [1217/3412] Forecasting FN...
[2026-02-11T20:22:20.396309] [INFO ] [sig       ] Generating forecast for: FN
[2026-02-11T20:22:20.396353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2026-02-11T20:22:20.409854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2026-02-11T20:22:20.410225] [INFO ] [FORECASTER] Starting predict_future for FN
[2026-02-11T20:22:20.411107] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2026-02-11T20:22:20.411161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:20.411194] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:20.411221] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:20.411279] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:20.475675] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:20.476614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:20.476738] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:20.476784] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:20.603307] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:20.603477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:20.603517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:20.603547] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:20.606989] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=59.42%)
[2026-02-11T20:22:20.607271] [INFO ] [FORECASTER] Completed predict_future for FN
[2026-02-11T20:22:20.607404] [INFO ] [sig       ] FN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:20.757831] [INFO ] [LOCAL     ] Saved forecast: FN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FN.txt
[2026-02-11T20:22:20.757967] [INFO ] [sig       ] [1217/3412] Completed FN in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-11T20:22:20.758006] [INFO ] [sig       ] [1218/3412] Forecasting FNB...
[2026-02-11T20:22:20.758034] [INFO ] [sig       ] Generating forecast for: FNB
[2026-02-11T20:22:20.758067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2026-02-11T20:22:20.770176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2026-02-11T20:22:20.770510] [INFO ] [FORECASTER] Starting predict_future for FNB
[2026-02-11T20:22:20.771326] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2026-02-11T20:22:20.771379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:20.771410] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:20.771438] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:20.771494] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:20.829624] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:20.830385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:20.830469] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:20.830502] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:20.950610] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:20.950792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:20.950835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:20.950863] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:20.954328] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=56.24%)
[2026-02-11T20:22:20.954622] [INFO ] [FORECASTER] Completed predict_future for FNB
[2026-02-11T20:22:20.954754] [INFO ] [sig       ] FNB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:21.096932] [INFO ] [LOCAL     ] Saved forecast: FNB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FNB.txt
[2026-02-11T20:22:21.097074] [INFO ] [sig       ] [1218/3412] Completed FNB in 0.3s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-11T20:22:21.097112] [INFO ] [sig       ] [1219/3412] Forecasting FND...
[2026-02-11T20:22:21.097142] [INFO ] [sig       ] Generating forecast for: FND
[2026-02-11T20:22:21.097173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2026-02-11T20:22:21.109207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2026-02-11T20:22:21.109556] [INFO ] [FORECASTER] Starting predict_future for FND
[2026-02-11T20:22:21.110390] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2026-02-11T20:22:21.110443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:21.110476] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:21.110502] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:21.110559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:21.169146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:21.170014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:21.170100] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:21.170136] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:21.300864] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:21.301031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:21.301073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:21.301105] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:21.304759] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2026-02-11T20:22:21.305051] [INFO ] [FORECASTER] Completed predict_future for FND
[2026-02-11T20:22:21.305185] [INFO ] [sig       ] FND: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:21.458785] [INFO ] [LOCAL     ] Saved forecast: FND	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FND.txt
[2026-02-11T20:22:21.458954] [INFO ] [sig       ] [1219/3412] Completed FND in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-11T20:22:21.459001] [INFO ] [sig       ] [1220/3412] Forecasting FNF...
[2026-02-11T20:22:21.459032] [INFO ] [sig       ] Generating forecast for: FNF
[2026-02-11T20:22:21.459063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2026-02-11T20:22:21.474319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2026-02-11T20:22:21.474746] [INFO ] [FORECASTER] Starting predict_future for FNF
[2026-02-11T20:22:21.475605] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2026-02-11T20:22:21.475660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:21.475719] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:21.475757] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:21.475829] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:21.541498] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:21.542783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:21.542874] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:21.542907] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:21.668496] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:21.668674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:21.668718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:21.668747] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:21.672732] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2026-02-11T20:22:21.673067] [INFO ] [FORECASTER] Completed predict_future for FNF
[2026-02-11T20:22:21.673221] [INFO ] [sig       ] FNF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:21.830249] [INFO ] [LOCAL     ] Saved forecast: FNF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FNF.txt
[2026-02-11T20:22:21.830420] [INFO ] [sig       ] [1220/3412] Completed FNF in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-11T20:22:21.830475] [INFO ] [sig       ] [1221/3412] Forecasting FNKO...
[2026-02-11T20:22:21.830513] [INFO ] [sig       ] Generating forecast for: FNKO
[2026-02-11T20:22:21.830549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2026-02-11T20:22:21.842667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2026-02-11T20:22:21.843025] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2026-02-11T20:22:21.843938] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2026-02-11T20:22:21.843994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:21.844027] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:21.844055] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:21.844113] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:21.912787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:21.913750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:21.913860] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:21.913897] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:22.041257] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:22.041422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:22.041466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:22.041497] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:22.045079] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: DOWN (p=48.06%)
[2026-02-11T20:22:22.045366] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2026-02-11T20:22:22.045504] [INFO ] [sig       ] FNKO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:22.196649] [INFO ] [LOCAL     ] Saved forecast: FNKO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FNKO.txt
[2026-02-11T20:22:22.196793] [INFO ] [sig       ] [1221/3412] Completed FNKO in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-11T20:22:22.196834] [INFO ] [sig       ] [1222/3412] Forecasting FNLC...
[2026-02-11T20:22:22.196864] [INFO ] [sig       ] Generating forecast for: FNLC
[2026-02-11T20:22:22.196895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2026-02-11T20:22:22.208422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2026-02-11T20:22:22.208760] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2026-02-11T20:22:22.209602] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2026-02-11T20:22:22.209658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:22.209702] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:22.209732] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:22.209792] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:22.269837] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:22.270741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:22.270832] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:22.270869] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:22.385135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:22.385298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:22.385340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:22.385370] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:22.389270] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=5.77%)
[2026-02-11T20:22:22.389602] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2026-02-11T20:22:22.389742] [INFO ] [sig       ] FNLC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:22.537431] [INFO ] [LOCAL     ] Saved forecast: FNLC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FNLC.txt
[2026-02-11T20:22:22.537671] [INFO ] [sig       ] [1222/3412] Completed FNLC in 0.3s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-11T20:22:22.537725] [INFO ] [sig       ] [1223/3412] Forecasting FNX...
[2026-02-11T20:22:22.537755] [INFO ] [sig       ] Generating forecast for: FNX
[2026-02-11T20:22:22.537786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2026-02-11T20:22:22.549998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2026-02-11T20:22:22.550309] [INFO ] [FORECASTER] Starting predict_future for FNX
[2026-02-11T20:22:22.551146] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2026-02-11T20:22:22.551198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:22.551230] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:22.551256] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:22.551313] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:22.609547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:22.610259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:22.610344] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:22.610378] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:22.738002] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:22.738159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:22.738201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:22.738262] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:22.742190] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: UP (p=77.57%)
[2026-02-11T20:22:22.742482] [INFO ] [FORECASTER] Completed predict_future for FNX
[2026-02-11T20:22:22.742635] [INFO ] [sig       ] FNX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:22.894608] [INFO ] [LOCAL     ] Saved forecast: FNX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FNX.txt
[2026-02-11T20:22:22.894745] [INFO ] [sig       ] [1223/3412] Completed FNX in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-11T20:22:22.894784] [INFO ] [sig       ] [1224/3412] Forecasting FNY...
[2026-02-11T20:22:22.894814] [INFO ] [sig       ] Generating forecast for: FNY
[2026-02-11T20:22:22.894845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2026-02-11T20:22:22.906360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2026-02-11T20:22:22.906705] [INFO ] [FORECASTER] Starting predict_future for FNY
[2026-02-11T20:22:22.907555] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2026-02-11T20:22:22.907628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:22.907842] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:22.907870] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:22.907930] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:22.971049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:22.971960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:22.972047] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:22.972081] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:23.090134] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:23.090298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:23.090339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:23.090368] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:23.093859] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: UP (p=85.45%)
[2026-02-11T20:22:23.094140] [INFO ] [FORECASTER] Completed predict_future for FNY
[2026-02-11T20:22:23.094272] [INFO ] [sig       ] FNY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:23.240171] [INFO ] [LOCAL     ] Saved forecast: FNY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FNY.txt
[2026-02-11T20:22:23.240310] [INFO ] [sig       ] [1224/3412] Completed FNY in 0.3s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-11T20:22:23.240349] [INFO ] [sig       ] [1225/3412] Forecasting FOA...
[2026-02-11T20:22:23.240379] [INFO ] [sig       ] Generating forecast for: FOA
[2026-02-11T20:22:23.240410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2026-02-11T20:22:23.251757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2026-02-11T20:22:23.252052] [INFO ] [FORECASTER] Starting predict_future for FOA
[2026-02-11T20:22:23.252871] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2026-02-11T20:22:23.252923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:23.252954] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:23.252980] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:23.253041] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:23.312275] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:23.313154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:23.313249] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:23.313283] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:23.449451] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:23.449646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:23.449691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:23.449724] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:23.454419] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2026-02-11T20:22:23.454913] [INFO ] [FORECASTER] Completed predict_future for FOA
[2026-02-11T20:22:23.455099] [INFO ] [sig       ] FOA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:23.610253] [INFO ] [LOCAL     ] Saved forecast: FOA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FOA.txt
[2026-02-11T20:22:23.610386] [INFO ] [sig       ] [1225/3412] Completed FOA in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-11T20:22:23.610429] [INFO ] [sig       ] [1226/3412] Forecasting FOF...
[2026-02-11T20:22:23.610459] [INFO ] [sig       ] Generating forecast for: FOF
[2026-02-11T20:22:23.610497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2026-02-11T20:22:23.622754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2026-02-11T20:22:23.623036] [INFO ] [FORECASTER] Starting predict_future for FOF
[2026-02-11T20:22:23.623840] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2026-02-11T20:22:23.623891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:23.623923] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:23.623949] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:23.624012] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:23.684163] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:23.684859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:23.684942] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:23.684976] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:23.812849] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:23.813007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:23.813049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:23.813079] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:23.816943] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=92.35%)
[2026-02-11T20:22:23.817217] [INFO ] [FORECASTER] Completed predict_future for FOF
[2026-02-11T20:22:23.817346] [INFO ] [sig       ] FOF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:23.970531] [INFO ] [LOCAL     ] Saved forecast: FOF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FOF.txt
[2026-02-11T20:22:23.970685] [INFO ] [sig       ] [1226/3412] Completed FOF in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-11T20:22:23.970725] [INFO ] [sig       ] [1227/3412] Forecasting FOLD...
[2026-02-11T20:22:23.970754] [INFO ] [sig       ] Generating forecast for: FOLD
[2026-02-11T20:22:23.970784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2026-02-11T20:22:23.983119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2026-02-11T20:22:23.983401] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2026-02-11T20:22:23.984251] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2026-02-11T20:22:23.984303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:23.984335] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:23.984362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:23.984420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:24.045405] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:24.046271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:24.046357] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:24.046392] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:24.172183] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:24.172343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:24.172385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:24.172415] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:24.175875] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2026-02-11T20:22:24.176155] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2026-02-11T20:22:24.176283] [INFO ] [sig       ] FOLD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:24.318425] [INFO ] [LOCAL     ] Saved forecast: FOLD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FOLD.txt
[2026-02-11T20:22:24.318612] [INFO ] [sig       ] [1227/3412] Completed FOLD in 0.3s | 2.79 sym/s | Total: 7.3m | ETA: 13.0m
[2026-02-11T20:22:24.318655] [INFO ] [sig       ] [1228/3412] Forecasting FORM...
[2026-02-11T20:22:24.318686] [INFO ] [sig       ] Generating forecast for: FORM
[2026-02-11T20:22:24.318717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2026-02-11T20:22:24.330220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2026-02-11T20:22:24.330514] [INFO ] [FORECASTER] Starting predict_future for FORM
[2026-02-11T20:22:24.331359] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2026-02-11T20:22:24.331413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:24.331445] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:24.331473] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:24.331541] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:24.390115] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:24.391100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:24.391183] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:24.391216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:24.515149] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:24.515322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:24.515365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:24.515394] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:24.518911] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=27.16%)
[2026-02-11T20:22:24.519186] [INFO ] [FORECASTER] Completed predict_future for FORM
[2026-02-11T20:22:24.519315] [INFO ] [sig       ] FORM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:24.666749] [INFO ] [LOCAL     ] Saved forecast: FORM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FORM.txt
[2026-02-11T20:22:24.666921] [INFO ] [sig       ] [1228/3412] Completed FORM in 0.3s | 2.79 sym/s | Total: 7.3m | ETA: 13.0m
[2026-02-11T20:22:24.666963] [INFO ] [sig       ] [1229/3412] Forecasting FOSL...
[2026-02-11T20:22:24.666996] [INFO ] [sig       ] Generating forecast for: FOSL
[2026-02-11T20:22:24.667027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2026-02-11T20:22:24.679313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2026-02-11T20:22:24.679791] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2026-02-11T20:22:24.680882] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2026-02-11T20:22:24.680958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:24.680992] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:24.681019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:24.681081] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:24.741114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:24.742025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:24.742115] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:24.742151] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:24.866093] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:24.866266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:24.866309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:24.866356] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:24.870011] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: UP (p=56.06%)
[2026-02-11T20:22:24.870308] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2026-02-11T20:22:24.870446] [INFO ] [sig       ] FOSL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:25.017658] [INFO ] [LOCAL     ] Saved forecast: FOSL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FOSL.txt
[2026-02-11T20:22:25.018008] [INFO ] [sig       ] [1229/3412] Completed FOSL in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.0m
[2026-02-11T20:22:25.018050] [INFO ] [sig       ] [1230/3412] Forecasting FOX...
[2026-02-11T20:22:25.018080] [INFO ] [sig       ] Generating forecast for: FOX
[2026-02-11T20:22:25.018110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2026-02-11T20:22:25.029735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2026-02-11T20:22:25.030064] [INFO ] [FORECASTER] Starting predict_future for FOX
[2026-02-11T20:22:25.031076] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2026-02-11T20:22:25.031129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:25.031161] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:25.031189] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:25.031246] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:25.095227] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:25.096156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:25.096349] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:25.096400] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:25.225646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:25.225808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:25.225851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:25.225881] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:25.229383] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: DOWN (p=13.96%)
[2026-02-11T20:22:25.229721] [INFO ] [FORECASTER] Completed predict_future for FOX
[2026-02-11T20:22:25.229854] [INFO ] [sig       ] FOX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:25.369197] [INFO ] [LOCAL     ] Saved forecast: FOX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FOX.txt
[2026-02-11T20:22:25.369363] [INFO ] [sig       ] [1230/3412] Completed FOX in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.0m
[2026-02-11T20:22:25.369402] [INFO ] [sig       ] [1231/3412] Forecasting FOXA...
[2026-02-11T20:22:25.369432] [INFO ] [sig       ] Generating forecast for: FOXA
[2026-02-11T20:22:25.369463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2026-02-11T20:22:25.381246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2026-02-11T20:22:25.381620] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2026-02-11T20:22:25.382424] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2026-02-11T20:22:25.382477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:25.382509] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:25.382536] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:25.382614] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:25.440043] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:25.441003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:25.441114] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:25.441148] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:25.563776] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:25.563945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:25.563987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:25.564017] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:25.567716] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=89.71%)
[2026-02-11T20:22:25.568013] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2026-02-11T20:22:25.568149] [INFO ] [sig       ] FOXA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:25.722658] [INFO ] [LOCAL     ] Saved forecast: FOXA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FOXA.txt
[2026-02-11T20:22:25.722849] [INFO ] [sig       ] [1231/3412] Completed FOXA in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.0m
[2026-02-11T20:22:25.722893] [INFO ] [sig       ] [1232/3412] Forecasting FOXF...
[2026-02-11T20:22:25.722925] [INFO ] [sig       ] Generating forecast for: FOXF
[2026-02-11T20:22:25.722955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2026-02-11T20:22:25.737150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2026-02-11T20:22:25.737739] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2026-02-11T20:22:25.738762] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2026-02-11T20:22:25.738817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:25.738849] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:25.738876] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:25.739109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:25.805546] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:25.806490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:25.806609] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:25.806646] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:25.935215] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:25.935390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:25.935434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:25.935463] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:25.939560] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2026-02-11T20:22:25.939936] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2026-02-11T20:22:25.940093] [INFO ] [sig       ] FOXF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:26.097676] [INFO ] [LOCAL     ] Saved forecast: FOXF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FOXF.txt
[2026-02-11T20:22:26.097892] [INFO ] [sig       ] [1232/3412] Completed FOXF in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-11T20:22:26.097962] [INFO ] [sig       ] [1233/3412] Forecasting FPF...
[2026-02-11T20:22:26.098002] [INFO ] [sig       ] Generating forecast for: FPF
[2026-02-11T20:22:26.098034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2026-02-11T20:22:26.110682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2026-02-11T20:22:26.111059] [INFO ] [FORECASTER] Starting predict_future for FPF
[2026-02-11T20:22:26.111921] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2026-02-11T20:22:26.111975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:26.112008] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:26.112047] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:26.112110] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:26.174052] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:26.174925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:26.175015] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:26.175050] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:26.309673] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:26.309845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:26.309898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:26.309931] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:26.313462] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2026-02-11T20:22:26.313768] [INFO ] [FORECASTER] Completed predict_future for FPF
[2026-02-11T20:22:26.313907] [INFO ] [sig       ] FPF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:26.470457] [INFO ] [LOCAL     ] Saved forecast: FPF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FPF.txt
[2026-02-11T20:22:26.470677] [INFO ] [sig       ] [1233/3412] Completed FPF in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-11T20:22:26.470741] [INFO ] [sig       ] [1234/3412] Forecasting FPH...
[2026-02-11T20:22:26.470776] [INFO ] [sig       ] Generating forecast for: FPH
[2026-02-11T20:22:26.470809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2026-02-11T20:22:26.482566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2026-02-11T20:22:26.482946] [INFO ] [FORECASTER] Starting predict_future for FPH
[2026-02-11T20:22:26.483860] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2026-02-11T20:22:26.483921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:26.483956] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:26.483985] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:26.484059] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:26.550934] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:26.551948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:26.552076] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:26.552112] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:26.678035] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:26.678214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:26.678262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:26.678302] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:26.682748] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=81.05%)
[2026-02-11T20:22:26.683234] [INFO ] [FORECASTER] Completed predict_future for FPH
[2026-02-11T20:22:26.683373] [INFO ] [sig       ] FPH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:26.841983] [INFO ] [LOCAL     ] Saved forecast: FPH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FPH.txt
[2026-02-11T20:22:26.842152] [INFO ] [sig       ] [1234/3412] Completed FPH in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-11T20:22:26.842193] [INFO ] [sig       ] [1235/3412] Forecasting FPI...
[2026-02-11T20:22:26.842224] [INFO ] [sig       ] Generating forecast for: FPI
[2026-02-11T20:22:26.842257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2026-02-11T20:22:26.854566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2026-02-11T20:22:26.854935] [INFO ] [FORECASTER] Starting predict_future for FPI
[2026-02-11T20:22:26.856001] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2026-02-11T20:22:26.856068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:26.856110] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:26.856152] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:26.856239] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:26.921559] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:26.922452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:26.922543] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:26.922604] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:27.052503] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:27.052702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:27.052766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:27.052806] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:27.056899] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: DOWN (p=27.57%)
[2026-02-11T20:22:27.057207] [INFO ] [FORECASTER] Completed predict_future for FPI
[2026-02-11T20:22:27.057374] [INFO ] [sig       ] FPI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:27.214454] [INFO ] [LOCAL     ] Saved forecast: FPI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FPI.txt
[2026-02-11T20:22:27.214629] [INFO ] [sig       ] [1235/3412] Completed FPI in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-11T20:22:27.214681] [INFO ] [sig       ] [1236/3412] Forecasting FPXI...
[2026-02-11T20:22:27.214712] [INFO ] [sig       ] Generating forecast for: FPXI
[2026-02-11T20:22:27.214745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2026-02-11T20:22:27.231105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2026-02-11T20:22:27.231525] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2026-02-11T20:22:27.232438] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2026-02-11T20:22:27.232492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:27.232525] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:27.232566] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:27.232675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:27.291275] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:27.292245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:27.292371] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:27.292408] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:27.400464] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:27.400662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:27.400718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:27.400749] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:27.404910] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=60.98%)
[2026-02-11T20:22:27.405231] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2026-02-11T20:22:27.405383] [INFO ] [sig       ] FPXI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:27.552238] [INFO ] [LOCAL     ] Saved forecast: FPXI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FPXI.txt
[2026-02-11T20:22:27.552377] [INFO ] [sig       ] [1236/3412] Completed FPXI in 0.3s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-11T20:22:27.552416] [INFO ] [sig       ] [1237/3412] Forecasting FRA...
[2026-02-11T20:22:27.552445] [INFO ] [sig       ] Generating forecast for: FRA
[2026-02-11T20:22:27.552481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2026-02-11T20:22:27.564820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2026-02-11T20:22:27.565081] [INFO ] [FORECASTER] Starting predict_future for FRA
[2026-02-11T20:22:27.565914] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2026-02-11T20:22:27.565966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:27.566036] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:27.566065] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:27.566122] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:27.625502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:27.626718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:27.626811] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:27.626843] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:27.754969] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:27.755144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:27.755188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:27.755216] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:27.759154] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2026-02-11T20:22:27.759483] [INFO ] [FORECASTER] Completed predict_future for FRA
[2026-02-11T20:22:27.759677] [INFO ] [sig       ] FRA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:27.906551] [INFO ] [LOCAL     ] Saved forecast: FRA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FRA.txt
[2026-02-11T20:22:27.906709] [INFO ] [sig       ] [1237/3412] Completed FRA in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-11T20:22:27.906748] [INFO ] [sig       ] [1238/3412] Forecasting FRBA...
[2026-02-11T20:22:27.906777] [INFO ] [sig       ] Generating forecast for: FRBA
[2026-02-11T20:22:27.906808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2026-02-11T20:22:27.919059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2026-02-11T20:22:27.919347] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2026-02-11T20:22:27.920174] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2026-02-11T20:22:27.920226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:27.920259] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:27.920286] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:27.920343] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:27.981440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:27.982258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:27.982342] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:27.982375] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:28.103832] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:28.103993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:28.104034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:28.104062] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:28.107985] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=31.89%)
[2026-02-11T20:22:28.108261] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2026-02-11T20:22:28.108392] [INFO ] [sig       ] FRBA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:28.250407] [INFO ] [LOCAL     ] Saved forecast: FRBA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FRBA.txt
[2026-02-11T20:22:28.250552] [INFO ] [sig       ] [1238/3412] Completed FRBA in 0.3s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-11T20:22:28.250612] [INFO ] [sig       ] [1239/3412] Forecasting FRGE...
[2026-02-11T20:22:28.250644] [INFO ] [sig       ] Generating forecast for: FRGE
[2026-02-11T20:22:28.250675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2026-02-11T20:22:28.263362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2026-02-11T20:22:28.263770] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2026-02-11T20:22:28.264729] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2026-02-11T20:22:28.264787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:28.264828] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:28.264868] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:28.264933] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:28.328171] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:28.329119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:28.329212] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:28.329247] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:28.455392] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:28.455564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:28.455642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:28.455676] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:28.460149] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=6.10%)
[2026-02-11T20:22:28.460463] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2026-02-11T20:22:28.460626] [INFO ] [sig       ] FRGE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:28.608245] [INFO ] [LOCAL     ] Saved forecast: FRGE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FRGE.txt
[2026-02-11T20:22:28.608400] [INFO ] [sig       ] [1239/3412] Completed FRGE in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-11T20:22:28.608441] [INFO ] [sig       ] [1240/3412] Forecasting FRHC...
[2026-02-11T20:22:28.608471] [INFO ] [sig       ] Generating forecast for: FRHC
[2026-02-11T20:22:28.608502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2026-02-11T20:22:28.621736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2026-02-11T20:22:28.622094] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2026-02-11T20:22:28.623033] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2026-02-11T20:22:28.623089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:28.623122] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:28.623149] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:28.623207] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:28.684008] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:28.684911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:28.685002] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:28.685036] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:28.803971] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:28.804135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:28.804176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:28.804255] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:28.808094] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: DOWN (p=34.41%)
[2026-02-11T20:22:28.808494] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2026-02-11T20:22:28.808706] [INFO ] [sig       ] FRHC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:28.977180] [INFO ] [LOCAL     ] Saved forecast: FRHC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FRHC.txt
[2026-02-11T20:22:28.977336] [INFO ] [sig       ] [1240/3412] Completed FRHC in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-11T20:22:28.977378] [INFO ] [sig       ] [1241/3412] Forecasting FRME...
[2026-02-11T20:22:28.977408] [INFO ] [sig       ] Generating forecast for: FRME
[2026-02-11T20:22:28.977440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2026-02-11T20:22:28.990648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2026-02-11T20:22:28.990995] [INFO ] [FORECASTER] Starting predict_future for FRME
[2026-02-11T20:22:28.991876] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2026-02-11T20:22:28.991937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:28.991981] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:28.992021] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:28.992098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:29.065860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:29.066856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:29.066950] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:29.066985] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:29.207598] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:29.207767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:29.207810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:29.207838] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:29.211998] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=9.83%)
[2026-02-11T20:22:29.212370] [INFO ] [FORECASTER] Completed predict_future for FRME
[2026-02-11T20:22:29.212543] [INFO ] [sig       ] FRME: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:29.379756] [INFO ] [LOCAL     ] Saved forecast: FRME	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FRME.txt
[2026-02-11T20:22:29.379919] [INFO ] [sig       ] [1241/3412] Completed FRME in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-11T20:22:29.379972] [INFO ] [sig       ] [1242/3412] Forecasting FRO...
[2026-02-11T20:22:29.380003] [INFO ] [sig       ] Generating forecast for: FRO
[2026-02-11T20:22:29.380035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2026-02-11T20:22:29.394173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2026-02-11T20:22:29.394567] [INFO ] [FORECASTER] Starting predict_future for FRO
[2026-02-11T20:22:29.395485] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2026-02-11T20:22:29.395542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:29.395604] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:29.395656] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:29.395732] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:29.461426] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:29.462528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:29.462635] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:29.462671] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:29.587910] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:29.588075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:29.588141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:29.588175] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:29.591858] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2026-02-11T20:22:29.592354] [INFO ] [FORECASTER] Completed predict_future for FRO
[2026-02-11T20:22:29.592494] [INFO ] [sig       ] FRO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:29.742002] [INFO ] [LOCAL     ] Saved forecast: FRO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FRO.txt
[2026-02-11T20:22:29.742160] [INFO ] [sig       ] [1242/3412] Completed FRO in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-11T20:22:29.742201] [INFO ] [sig       ] [1243/3412] Forecasting FROG...
[2026-02-11T20:22:29.742231] [INFO ] [sig       ] Generating forecast for: FROG
[2026-02-11T20:22:29.742263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2026-02-11T20:22:29.754386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2026-02-11T20:22:29.754719] [INFO ] [FORECASTER] Starting predict_future for FROG
[2026-02-11T20:22:29.755535] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2026-02-11T20:22:29.755613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:29.755660] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:29.755690] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:29.755749] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:29.813942] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:29.814808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:29.814897] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:29.814929] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:29.938616] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:29.938798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:29.938839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:29.938866] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:29.942901] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=74.35%)
[2026-02-11T20:22:29.943320] [INFO ] [FORECASTER] Completed predict_future for FROG
[2026-02-11T20:22:29.943482] [INFO ] [sig       ] FROG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:30.096676] [INFO ] [LOCAL     ] Saved forecast: FROG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FROG.txt
[2026-02-11T20:22:30.096852] [INFO ] [sig       ] [1243/3412] Completed FROG in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-11T20:22:30.096895] [INFO ] [sig       ] [1244/3412] Forecasting FRPH...
[2026-02-11T20:22:30.096923] [INFO ] [sig       ] Generating forecast for: FRPH
[2026-02-11T20:22:30.096953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2026-02-11T20:22:30.111348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2026-02-11T20:22:30.111774] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2026-02-11T20:22:30.112663] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2026-02-11T20:22:30.112731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:30.112773] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:30.112802] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:30.112874] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:30.173198] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:30.174295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:30.174384] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:30.174418] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:30.301317] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:30.301481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:30.301523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:30.301553] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:30.305092] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: UP (p=56.64%)
[2026-02-11T20:22:30.305431] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2026-02-11T20:22:30.305590] [INFO ] [sig       ] FRPH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:30.450391] [INFO ] [LOCAL     ] Saved forecast: FRPH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FRPH.txt
[2026-02-11T20:22:30.450566] [INFO ] [sig       ] [1244/3412] Completed FRPH in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 12.9m
[2026-02-11T20:22:30.450632] [INFO ] [sig       ] [1245/3412] Forecasting FRSH...
[2026-02-11T20:22:30.450660] [INFO ] [sig       ] Generating forecast for: FRSH
[2026-02-11T20:22:30.450691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2026-02-11T20:22:30.462660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2026-02-11T20:22:30.463101] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2026-02-11T20:22:30.463983] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2026-02-11T20:22:30.464036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:30.464068] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:30.464095] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:30.464153] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:30.521723] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:30.522592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:30.522683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:30.522716] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:30.657090] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:30.657308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:30.657365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:30.657406] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:30.662488] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: DOWN (p=16.92%)
[2026-02-11T20:22:30.662985] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2026-02-11T20:22:30.663177] [INFO ] [sig       ] FRSH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:30.821462] [INFO ] [LOCAL     ] Saved forecast: FRSH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FRSH.txt
[2026-02-11T20:22:30.821644] [INFO ] [sig       ] [1245/3412] Completed FRSH in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 12.9m
[2026-02-11T20:22:30.821696] [INFO ] [sig       ] [1246/3412] Forecasting FSBC...
[2026-02-11T20:22:30.821725] [INFO ] [sig       ] Generating forecast for: FSBC
[2026-02-11T20:22:30.821754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2026-02-11T20:22:30.833309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2026-02-11T20:22:30.833671] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2026-02-11T20:22:30.834558] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2026-02-11T20:22:30.834653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:30.834690] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:30.834719] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:30.834778] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:30.896727] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:30.897901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:30.897991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:30.898025] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:31.027409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:31.027614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:31.027659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:31.027692] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:31.031421] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=58.64%)
[2026-02-11T20:22:31.031743] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2026-02-11T20:22:31.031919] [INFO ] [sig       ] FSBC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:31.181427] [INFO ] [LOCAL     ] Saved forecast: FSBC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FSBC.txt
[2026-02-11T20:22:31.181603] [INFO ] [sig       ] [1246/3412] Completed FSBC in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 12.9m
[2026-02-11T20:22:31.181648] [INFO ] [sig       ] [1247/3412] Forecasting FSCO...
[2026-02-11T20:22:31.181677] [INFO ] [sig       ] Generating forecast for: FSCO
[2026-02-11T20:22:31.181708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2026-02-11T20:22:31.194027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2026-02-11T20:22:31.194439] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2026-02-11T20:22:31.195281] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2026-02-11T20:22:31.195335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:31.195366] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:31.195394] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:31.195451] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:31.259609] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:31.260730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:31.260865] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:31.260902] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:31.385097] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:31.385275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:31.385318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:31.385347] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:31.389112] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2026-02-11T20:22:31.389397] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2026-02-11T20:22:31.389539] [INFO ] [sig       ] FSCO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:31.538906] [INFO ] [LOCAL     ] Saved forecast: FSCO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FSCO.txt
[2026-02-11T20:22:31.539047] [INFO ] [sig       ] [1247/3412] Completed FSCO in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 12.9m
[2026-02-11T20:22:31.539090] [INFO ] [sig       ] [1248/3412] Forecasting FSK...
[2026-02-11T20:22:31.539129] [INFO ] [sig       ] Generating forecast for: FSK
[2026-02-11T20:22:31.539171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2026-02-11T20:22:31.551315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2026-02-11T20:22:31.551698] [INFO ] [FORECASTER] Starting predict_future for FSK
[2026-02-11T20:22:31.552526] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2026-02-11T20:22:31.552597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:31.552631] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:31.552658] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:31.552714] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:31.610315] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:31.611216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:31.611301] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:31.611334] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:31.733899] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:31.734058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:31.734099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:31.734129] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:31.737703] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=78.26%)
[2026-02-11T20:22:31.737982] [INFO ] [FORECASTER] Completed predict_future for FSK
[2026-02-11T20:22:31.738110] [INFO ] [sig       ] FSK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:31.885783] [INFO ] [LOCAL     ] Saved forecast: FSK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FSK.txt
[2026-02-11T20:22:31.885984] [INFO ] [sig       ] [1248/3412] Completed FSK in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-11T20:22:31.886034] [INFO ] [sig       ] [1249/3412] Forecasting FSLY...
[2026-02-11T20:22:31.886072] [INFO ] [sig       ] Generating forecast for: FSLY
[2026-02-11T20:22:31.886111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2026-02-11T20:22:31.902292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2026-02-11T20:22:31.902809] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2026-02-11T20:22:31.903967] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2026-02-11T20:22:31.904035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:31.904083] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:31.904123] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:31.904212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:31.973961] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:31.974904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:31.974992] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:31.975025] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:32.117742] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:32.117911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:32.117954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:32.117983] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:32.121539] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2026-02-11T20:22:32.121837] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2026-02-11T20:22:32.121982] [INFO ] [sig       ] FSLY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:32.264333] [INFO ] [LOCAL     ] Saved forecast: FSLY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FSLY.txt
[2026-02-11T20:22:32.264501] [INFO ] [sig       ] [1249/3412] Completed FSLY in 0.4s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-11T20:22:32.264542] [INFO ] [sig       ] [1250/3412] Forecasting FSM...
[2026-02-11T20:22:32.264597] [INFO ] [sig       ] Generating forecast for: FSM
[2026-02-11T20:22:32.264632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2026-02-11T20:22:32.276659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2026-02-11T20:22:32.276976] [INFO ] [FORECASTER] Starting predict_future for FSM
[2026-02-11T20:22:32.277819] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2026-02-11T20:22:32.277872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:32.277903] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:32.277929] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:32.277986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:32.336353] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:32.337296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:32.337381] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:32.337413] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:32.458609] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:32.458777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:32.458819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:32.458848] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:32.462295] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=54.26%)
[2026-02-11T20:22:32.462569] [INFO ] [FORECASTER] Completed predict_future for FSM
[2026-02-11T20:22:32.462720] [INFO ] [sig       ] FSM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:32.603726] [INFO ] [LOCAL     ] Saved forecast: FSM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FSM.txt
[2026-02-11T20:22:32.603908] [INFO ] [sig       ] [1250/3412] Completed FSM in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-11T20:22:32.603949] [INFO ] [sig       ] [1251/3412] Forecasting FSS...
[2026-02-11T20:22:32.603979] [INFO ] [sig       ] Generating forecast for: FSS
[2026-02-11T20:22:32.604012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2026-02-11T20:22:32.616211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2026-02-11T20:22:32.616526] [INFO ] [FORECASTER] Starting predict_future for FSS
[2026-02-11T20:22:32.617334] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2026-02-11T20:22:32.617386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:32.617417] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:32.617444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:32.617520] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:32.674741] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:32.675636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:32.675729] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:32.675770] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:32.802993] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:32.803152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:32.803193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:32.803223] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:32.806684] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=32.42%)
[2026-02-11T20:22:32.806979] [INFO ] [FORECASTER] Completed predict_future for FSS
[2026-02-11T20:22:32.807107] [INFO ] [sig       ] FSS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:32.952450] [INFO ] [LOCAL     ] Saved forecast: FSS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FSS.txt
[2026-02-11T20:22:32.952626] [INFO ] [sig       ] [1251/3412] Completed FSS in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-11T20:22:32.952668] [INFO ] [sig       ] [1252/3412] Forecasting FTA...
[2026-02-11T20:22:32.952699] [INFO ] [sig       ] Generating forecast for: FTA
[2026-02-11T20:22:32.952735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2026-02-11T20:22:32.965279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2026-02-11T20:22:32.965633] [INFO ] [FORECASTER] Starting predict_future for FTA
[2026-02-11T20:22:32.966426] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2026-02-11T20:22:32.966478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:32.966511] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:32.966539] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:32.966616] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:33.027003] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:33.027940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:33.028026] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:33.028059] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:33.149836] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:33.150003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:33.150044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:33.150073] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:33.153885] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: UP (p=90.48%)
[2026-02-11T20:22:33.154164] [INFO ] [FORECASTER] Completed predict_future for FTA
[2026-02-11T20:22:33.154292] [INFO ] [sig       ] FTA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:33.295241] [INFO ] [LOCAL     ] Saved forecast: FTA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FTA.txt
[2026-02-11T20:22:33.295412] [INFO ] [sig       ] [1252/3412] Completed FTA in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-11T20:22:33.295452] [INFO ] [sig       ] [1253/3412] Forecasting FTAI...
[2026-02-11T20:22:33.295482] [INFO ] [sig       ] Generating forecast for: FTAI
[2026-02-11T20:22:33.295512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2026-02-11T20:22:33.307139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2026-02-11T20:22:33.307454] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2026-02-11T20:22:33.308288] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2026-02-11T20:22:33.308340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:33.308372] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:33.308398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:33.308455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:33.367256] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:33.368399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:33.368491] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:33.368523] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:33.489750] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:33.489919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:33.489978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:33.490009] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:33.493436] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=19.06%)
[2026-02-11T20:22:33.493748] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2026-02-11T20:22:33.493896] [INFO ] [sig       ] FTAI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:33.640440] [INFO ] [LOCAL     ] Saved forecast: FTAI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FTAI.txt
[2026-02-11T20:22:33.640603] [INFO ] [sig       ] [1253/3412] Completed FTAI in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-11T20:22:33.640645] [INFO ] [sig       ] [1254/3412] Forecasting FTC...
[2026-02-11T20:22:33.640674] [INFO ] [sig       ] Generating forecast for: FTC
[2026-02-11T20:22:33.640704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2026-02-11T20:22:33.654286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2026-02-11T20:22:33.654550] [INFO ] [FORECASTER] Starting predict_future for FTC
[2026-02-11T20:22:33.655542] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2026-02-11T20:22:33.655618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:33.655674] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:33.655708] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:33.655778] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:33.714955] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:33.715590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:33.715696] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:33.715730] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:33.836089] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:33.836255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:33.836297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:33.836327] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:33.840188] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: UP (p=88.22%)
[2026-02-11T20:22:33.840462] [INFO ] [FORECASTER] Completed predict_future for FTC
[2026-02-11T20:22:33.840608] [INFO ] [sig       ] FTC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:33.986750] [INFO ] [LOCAL     ] Saved forecast: FTC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FTC.txt
[2026-02-11T20:22:33.986875] [INFO ] [sig       ] [1254/3412] Completed FTC in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-11T20:22:33.986914] [INFO ] [sig       ] [1255/3412] Forecasting FTCI...
[2026-02-11T20:22:33.987122] [INFO ] [sig       ] Generating forecast for: FTCI
[2026-02-11T20:22:33.987151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2026-02-11T20:22:33.998547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2026-02-11T20:22:33.998835] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2026-02-11T20:22:33.999630] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2026-02-11T20:22:33.999682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:33.999718] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:33.999750] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:33.999820] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:34.057733] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:34.058343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:34.058423] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:34.058455] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:34.181247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:34.181380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:34.181420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:34.181448] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:34.184807] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=26.29%)
[2026-02-11T20:22:34.185080] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2026-02-11T20:22:34.185206] [INFO ] [sig       ] FTCI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:34.329815] [INFO ] [LOCAL     ] Saved forecast: FTCI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FTCI.txt
[2026-02-11T20:22:34.329945] [INFO ] [sig       ] [1255/3412] Completed FTCI in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-11T20:22:34.329984] [INFO ] [sig       ] [1256/3412] Forecasting FTCS...
[2026-02-11T20:22:34.330198] [INFO ] [sig       ] Generating forecast for: FTCS
[2026-02-11T20:22:34.330228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2026-02-11T20:22:34.343445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2026-02-11T20:22:34.343720] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2026-02-11T20:22:34.344672] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2026-02-11T20:22:34.344731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:34.344769] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:34.344801] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:34.344870] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:34.403307] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:34.403983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:34.404064] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:34.404095] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:34.522447] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:34.522594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:34.522635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:34.522663] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:34.526352] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: UP (p=63.56%)
[2026-02-11T20:22:34.526644] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2026-02-11T20:22:34.526784] [INFO ] [sig       ] FTCS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:34.667238] [INFO ] [LOCAL     ] Saved forecast: FTCS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FTCS.txt
[2026-02-11T20:22:34.667383] [INFO ] [sig       ] [1256/3412] Completed FTCS in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-11T20:22:34.667422] [INFO ] [sig       ] [1257/3412] Forecasting FTEK...
[2026-02-11T20:22:34.667452] [INFO ] [sig       ] Generating forecast for: FTEK
[2026-02-11T20:22:34.667501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2026-02-11T20:22:34.678833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2026-02-11T20:22:34.679168] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2026-02-11T20:22:34.679994] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2026-02-11T20:22:34.680047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:34.680089] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:34.680117] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:34.680174] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:34.736971] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:34.737645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:34.737730] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:34.737769] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:34.852057] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:34.852201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:34.852241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:34.852300] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:34.855719] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2026-02-11T20:22:34.856022] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2026-02-11T20:22:34.856150] [INFO ] [sig       ] FTEK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:34.999648] [INFO ] [LOCAL     ] Saved forecast: FTEK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FTEK.txt
[2026-02-11T20:22:34.999799] [INFO ] [sig       ] [1257/3412] Completed FTEK in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-11T20:22:34.999849] [INFO ] [sig       ] [1258/3412] Forecasting FTGC...
[2026-02-11T20:22:34.999885] [INFO ] [sig       ] Generating forecast for: FTGC
[2026-02-11T20:22:34.999923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2026-02-11T20:22:35.011854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2026-02-11T20:22:35.012132] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2026-02-11T20:22:35.012961] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2026-02-11T20:22:35.013014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:35.013045] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:35.013071] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:35.013127] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:35.070946] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:35.071551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:35.071657] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:35.071691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:35.185410] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:35.185545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:35.185601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:35.185632] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:35.189378] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2026-02-11T20:22:35.189673] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2026-02-11T20:22:35.189805] [INFO ] [sig       ] FTGC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:35.333773] [INFO ] [LOCAL     ] Saved forecast: FTGC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FTGC.txt
[2026-02-11T20:22:35.333893] [INFO ] [sig       ] [1258/3412] Completed FTGC in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-11T20:22:35.333931] [INFO ] [sig       ] [1259/3412] Forecasting FTGS...
[2026-02-11T20:22:35.333960] [INFO ] [sig       ] Generating forecast for: FTGS
[2026-02-11T20:22:35.333989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2026-02-11T20:22:35.350106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2026-02-11T20:22:35.350633] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2026-02-11T20:22:35.351628] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2026-02-11T20:22:35.351687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:35.351720] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:35.351748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:35.351810] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:35.417059] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:35.418201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:35.418308] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:35.418343] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:35.547589] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:35.547779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:35.547833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:35.547872] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:35.552383] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: UP (p=50.23%)
[2026-02-11T20:22:35.552783] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2026-02-11T20:22:35.552940] [INFO ] [sig       ] FTGS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:35.706454] [INFO ] [LOCAL     ] Saved forecast: FTGS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FTGS.txt
[2026-02-11T20:22:35.706647] [INFO ] [sig       ] [1259/3412] Completed FTGS in 0.4s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-11T20:22:35.706693] [INFO ] [sig       ] [1260/3412] Forecasting FTHI...
[2026-02-11T20:22:35.706721] [INFO ] [sig       ] Generating forecast for: FTHI
[2026-02-11T20:22:35.706753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2026-02-11T20:22:35.720410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2026-02-11T20:22:35.720902] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2026-02-11T20:22:35.722064] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2026-02-11T20:22:35.722129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:35.722165] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:35.722192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:35.722252] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:35.786036] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:35.786997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:35.787090] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:35.787124] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:35.911269] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:35.911437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:35.911479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:35.911508] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:35.915138] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2026-02-11T20:22:35.915453] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2026-02-11T20:22:35.915612] [INFO ] [sig       ] FTHI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:36.058605] [INFO ] [LOCAL     ] Saved forecast: FTHI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FTHI.txt
[2026-02-11T20:22:36.058763] [INFO ] [sig       ] [1260/3412] Completed FTHI in 0.4s | 2.79 sym/s | Total: 7.5m | ETA: 12.8m
[2026-02-11T20:22:36.058813] [INFO ] [sig       ] [1261/3412] Forecasting FTHY...
[2026-02-11T20:22:36.058847] [INFO ] [sig       ] Generating forecast for: FTHY
[2026-02-11T20:22:36.058877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2026-02-11T20:22:36.070535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2026-02-11T20:22:36.070885] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2026-02-11T20:22:36.071702] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2026-02-11T20:22:36.071755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:36.071788] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:36.071820] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:36.071878] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:36.128722] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:36.129464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:36.129548] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:36.129601] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:36.242386] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:36.242548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:36.242610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:36.242641] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:36.246150] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=30.84%)
[2026-02-11T20:22:36.246437] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2026-02-11T20:22:36.246587] [INFO ] [sig       ] FTHY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:36.387918] [INFO ] [LOCAL     ] Saved forecast: FTHY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FTHY.txt
[2026-02-11T20:22:36.388051] [INFO ] [sig       ] [1261/3412] Completed FTHY in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.8m
[2026-02-11T20:22:36.388091] [INFO ] [sig       ] [1262/3412] Forecasting FTI...
[2026-02-11T20:22:36.388121] [INFO ] [sig       ] Generating forecast for: FTI
[2026-02-11T20:22:36.388152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2026-02-11T20:22:36.400479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2026-02-11T20:22:36.400797] [INFO ] [FORECASTER] Starting predict_future for FTI
[2026-02-11T20:22:36.401622] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2026-02-11T20:22:36.401675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:36.401707] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:36.401735] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:36.401792] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:36.463302] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:36.464167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:36.464255] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:36.464289] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:36.594444] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:36.594633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:36.594677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:36.594706] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:36.599417] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=41.13%)
[2026-02-11T20:22:36.599901] [INFO ] [FORECASTER] Completed predict_future for FTI
[2026-02-11T20:22:36.600253] [INFO ] [sig       ] FTI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:36.743000] [INFO ] [LOCAL     ] Saved forecast: FTI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FTI.txt
[2026-02-11T20:22:36.743333] [INFO ] [sig       ] [1262/3412] Completed FTI in 0.4s | 2.79 sym/s | Total: 7.5m | ETA: 12.8m
[2026-02-11T20:22:36.743371] [INFO ] [sig       ] [1263/3412] Forecasting FTK...
[2026-02-11T20:22:36.743400] [INFO ] [sig       ] Generating forecast for: FTK
[2026-02-11T20:22:36.743429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2026-02-11T20:22:36.755346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2026-02-11T20:22:36.755622] [INFO ] [FORECASTER] Starting predict_future for FTK
[2026-02-11T20:22:36.756563] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2026-02-11T20:22:36.756639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:36.756670] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:36.756696] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:36.756753] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:36.816383] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:36.817284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:36.817372] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:36.817405] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:36.934642] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:36.934808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:36.934855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:36.934890] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:36.938332] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=7.38%)
[2026-02-11T20:22:36.938627] [INFO ] [FORECASTER] Completed predict_future for FTK
[2026-02-11T20:22:36.938755] [INFO ] [sig       ] FTK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:37.080523] [INFO ] [LOCAL     ] Saved forecast: FTK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FTK.txt
[2026-02-11T20:22:37.080650] [INFO ] [sig       ] [1263/3412] Completed FTK in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.8m
[2026-02-11T20:22:37.080690] [INFO ] [sig       ] [1264/3412] Forecasting FTLF...
[2026-02-11T20:22:37.080719] [INFO ] [sig       ] Generating forecast for: FTLF
[2026-02-11T20:22:37.080747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2026-02-11T20:22:37.091709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2026-02-11T20:22:37.091961] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2026-02-11T20:22:37.092756] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2026-02-11T20:22:37.092808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:37.092843] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:37.092871] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:37.092928] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:37.151316] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:37.151949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:37.152052] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:37.152085] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:37.263761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:37.263909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:37.264154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:37.264211] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:37.268387] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: DOWN (p=31.19%)
[2026-02-11T20:22:37.268689] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2026-02-11T20:22:37.268817] [INFO ] [sig       ] FTLF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:37.409590] [INFO ] [LOCAL     ] Saved forecast: FTLF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FTLF.txt
[2026-02-11T20:22:37.409703] [INFO ] [sig       ] [1264/3412] Completed FTLF in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.8m
[2026-02-11T20:22:37.409741] [INFO ] [sig       ] [1265/3412] Forecasting FTQI...
[2026-02-11T20:22:37.409770] [INFO ] [sig       ] Generating forecast for: FTQI
[2026-02-11T20:22:37.409799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2026-02-11T20:22:37.421394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2026-02-11T20:22:37.421683] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2026-02-11T20:22:37.422476] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2026-02-11T20:22:37.422528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:37.422560] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:37.422607] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:37.422666] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:37.479643] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:37.480245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:37.480327] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:37.480359] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:37.596991] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:37.597096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:37.597133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:37.597161] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:37.600376] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=96.57%)
[2026-02-11T20:22:37.600668] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2026-02-11T20:22:37.600794] [INFO ] [sig       ] FTQI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:37.741104] [INFO ] [LOCAL     ] Saved forecast: FTQI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FTQI.txt
[2026-02-11T20:22:37.741210] [INFO ] [sig       ] [1265/3412] Completed FTQI in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.8m
[2026-02-11T20:22:37.741248] [INFO ] [sig       ] [1266/3412] Forecasting FTRE...
[2026-02-11T20:22:37.741277] [INFO ] [sig       ] Generating forecast for: FTRE
[2026-02-11T20:22:37.741305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2026-02-11T20:22:37.752942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2026-02-11T20:22:37.753209] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2026-02-11T20:22:37.754015] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2026-02-11T20:22:37.754067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:37.754098] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:37.754125] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:37.754182] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:37.812262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:37.813015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:37.813113] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:37.813147] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:37.937590] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:37.937761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:37.937803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:37.937830] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:37.941340] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: UP (p=79.77%)
[2026-02-11T20:22:37.941673] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2026-02-11T20:22:37.941812] [INFO ] [sig       ] FTRE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:38.083333] [INFO ] [LOCAL     ] Saved forecast: FTRE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FTRE.txt
[2026-02-11T20:22:38.083475] [INFO ] [sig       ] [1266/3412] Completed FTRE in 0.3s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-11T20:22:38.083514] [INFO ] [sig       ] [1267/3412] Forecasting FTRI...
[2026-02-11T20:22:38.083543] [INFO ] [sig       ] Generating forecast for: FTRI
[2026-02-11T20:22:38.083592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2026-02-11T20:22:38.095903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2026-02-11T20:22:38.096470] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2026-02-11T20:22:38.097547] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2026-02-11T20:22:38.097623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:38.097658] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:38.097684] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:38.097740] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:38.156491] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:38.157210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:38.157296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:38.157328] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:38.277830] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:38.277994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:38.278219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:38.278248] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:38.281887] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: UP (p=89.76%)
[2026-02-11T20:22:38.282166] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2026-02-11T20:22:38.282297] [INFO ] [sig       ] FTRI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:38.426853] [INFO ] [LOCAL     ] Saved forecast: FTRI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FTRI.txt
[2026-02-11T20:22:38.427021] [INFO ] [sig       ] [1267/3412] Completed FTRI in 0.3s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-11T20:22:38.427063] [INFO ] [sig       ] [1268/3412] Forecasting FTS...
[2026-02-11T20:22:38.427093] [INFO ] [sig       ] Generating forecast for: FTS
[2026-02-11T20:22:38.427124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2026-02-11T20:22:38.442546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2026-02-11T20:22:38.443224] [INFO ] [FORECASTER] Starting predict_future for FTS
[2026-02-11T20:22:38.444380] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2026-02-11T20:22:38.444444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:38.444485] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:38.444533] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:38.444637] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:38.520336] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:38.521382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:38.521490] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:38.521532] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:38.660004] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:38.660193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:38.660245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:38.660282] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:38.664279] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=93.36%)
[2026-02-11T20:22:38.664645] [INFO ] [FORECASTER] Completed predict_future for FTS
[2026-02-11T20:22:38.664811] [INFO ] [sig       ] FTS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:38.834554] [INFO ] [LOCAL     ] Saved forecast: FTS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FTS.txt
[2026-02-11T20:22:38.834752] [INFO ] [sig       ] [1268/3412] Completed FTS in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-11T20:22:38.834793] [INFO ] [sig       ] [1269/3412] Forecasting FTSL...
[2026-02-11T20:22:38.834823] [INFO ] [sig       ] Generating forecast for: FTSL
[2026-02-11T20:22:38.834855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2026-02-11T20:22:38.847981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2026-02-11T20:22:38.848296] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2026-02-11T20:22:38.849177] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2026-02-11T20:22:38.849232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:38.849264] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:38.849293] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:38.849351] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:38.908819] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:38.909686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:38.909770] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:38.909802] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:39.031782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:39.031967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:39.032015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:39.032043] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:39.035714] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2026-02-11T20:22:39.036019] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2026-02-11T20:22:39.036159] [INFO ] [sig       ] FTSL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:39.182896] [INFO ] [LOCAL     ] Saved forecast: FTSL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FTSL.txt
[2026-02-11T20:22:39.183028] [INFO ] [sig       ] [1269/3412] Completed FTSL in 0.3s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-11T20:22:39.183067] [INFO ] [sig       ] [1270/3412] Forecasting FTSM...
[2026-02-11T20:22:39.183096] [INFO ] [sig       ] Generating forecast for: FTSM
[2026-02-11T20:22:39.183126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2026-02-11T20:22:39.195700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2026-02-11T20:22:39.195982] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2026-02-11T20:22:39.196816] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2026-02-11T20:22:39.196867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:39.196899] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:39.196926] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:39.196982] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:39.257722] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:39.258357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:39.258439] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:39.258472] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:39.358628] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:39.358745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:39.358783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:39.358831] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:39.362194] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=69.28%)
[2026-02-11T20:22:39.362472] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2026-02-11T20:22:39.362622] [INFO ] [sig       ] FTSM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:39.506905] [INFO ] [LOCAL     ] Saved forecast: FTSM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FTSM.txt
[2026-02-11T20:22:39.507021] [INFO ] [sig       ] [1270/3412] Completed FTSM in 0.3s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-11T20:22:39.507059] [INFO ] [sig       ] [1271/3412] Forecasting FTXL...
[2026-02-11T20:22:39.507088] [INFO ] [sig       ] Generating forecast for: FTXL
[2026-02-11T20:22:39.507118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2026-02-11T20:22:39.518269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2026-02-11T20:22:39.518559] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2026-02-11T20:22:39.519418] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2026-02-11T20:22:39.519472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:39.519530] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:39.519560] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:39.519644] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:39.580149] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:39.580819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:39.580900] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:39.580934] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:39.713244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:39.713398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:39.713439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:39.713469] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:39.717429] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2026-02-11T20:22:39.717756] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2026-02-11T20:22:39.717887] [INFO ] [sig       ] FTXL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:39.865719] [INFO ] [LOCAL     ] Saved forecast: FTXL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FTXL.txt
[2026-02-11T20:22:39.865855] [INFO ] [sig       ] [1271/3412] Completed FTXL in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-11T20:22:39.865894] [INFO ] [sig       ] [1272/3412] Forecasting FTXN...
[2026-02-11T20:22:39.865924] [INFO ] [sig       ] Generating forecast for: FTXN
[2026-02-11T20:22:39.865962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2026-02-11T20:22:39.877311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2026-02-11T20:22:39.877680] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2026-02-11T20:22:39.878516] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2026-02-11T20:22:39.878595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:39.878632] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:39.878661] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:39.878721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:39.938279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:39.939077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:39.939161] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:39.939196] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:40.057210] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:40.057369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:40.057410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:40.057438] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:40.061014] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2026-02-11T20:22:40.061310] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2026-02-11T20:22:40.061442] [INFO ] [sig       ] FTXN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:40.216707] [INFO ] [LOCAL     ] Saved forecast: FTXN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FTXN.txt
[2026-02-11T20:22:40.216864] [INFO ] [sig       ] [1272/3412] Completed FTXN in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-11T20:22:40.216905] [INFO ] [sig       ] [1273/3412] Forecasting FTXO...
[2026-02-11T20:22:40.216936] [INFO ] [sig       ] Generating forecast for: FTXO
[2026-02-11T20:22:40.216966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2026-02-11T20:22:40.228054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2026-02-11T20:22:40.228375] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2026-02-11T20:22:40.229437] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2026-02-11T20:22:40.229490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:40.229523] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:40.229554] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:40.229646] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:40.289120] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:40.289827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:40.289911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:40.289944] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:40.410725] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:40.410886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:40.410930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:40.410959] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:40.414799] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=85.11%)
[2026-02-11T20:22:40.415083] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2026-02-11T20:22:40.415213] [INFO ] [sig       ] FTXO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:40.573851] [INFO ] [LOCAL     ] Saved forecast: FTXO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FTXO.txt
[2026-02-11T20:22:40.573997] [INFO ] [sig       ] [1273/3412] Completed FTXO in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-11T20:22:40.574036] [INFO ] [sig       ] [1274/3412] Forecasting FUBO...
[2026-02-11T20:22:40.574066] [INFO ] [sig       ] Generating forecast for: FUBO
[2026-02-11T20:22:40.574098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2026-02-11T20:22:40.585497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2026-02-11T20:22:40.585807] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2026-02-11T20:22:40.586663] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2026-02-11T20:22:40.586716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:40.586747] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:40.586773] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:40.586831] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:40.656460] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:40.657938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:40.658076] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:40.658129] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:40.794287] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:40.794459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:40.794504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:40.794585] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:40.798258] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=62.20%)
[2026-02-11T20:22:40.798555] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2026-02-11T20:22:40.798722] [INFO ] [sig       ] FUBO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:40.952455] [INFO ] [LOCAL     ] Saved forecast: FUBO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FUBO.txt
[2026-02-11T20:22:40.952652] [INFO ] [sig       ] [1274/3412] Completed FUBO in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-11T20:22:40.952713] [INFO ] [sig       ] [1275/3412] Forecasting FUL...
[2026-02-11T20:22:40.952755] [INFO ] [sig       ] Generating forecast for: FUL
[2026-02-11T20:22:40.952796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2026-02-11T20:22:40.965214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2026-02-11T20:22:40.965549] [INFO ] [FORECASTER] Starting predict_future for FUL
[2026-02-11T20:22:40.966423] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2026-02-11T20:22:40.966477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:40.966512] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:40.966540] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:40.966632] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:41.026457] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:41.027498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:41.027610] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:41.027647] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:41.153844] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:41.154007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:41.154048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:41.154095] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:41.157902] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=17.40%)
[2026-02-11T20:22:41.158198] [INFO ] [FORECASTER] Completed predict_future for FUL
[2026-02-11T20:22:41.158334] [INFO ] [sig       ] FUL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:41.309789] [INFO ] [LOCAL     ] Saved forecast: FUL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FUL.txt
[2026-02-11T20:22:41.309974] [INFO ] [sig       ] [1275/3412] Completed FUL in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-11T20:22:41.310018] [INFO ] [sig       ] [1276/3412] Forecasting FULC...
[2026-02-11T20:22:41.310050] [INFO ] [sig       ] Generating forecast for: FULC
[2026-02-11T20:22:41.310081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2026-02-11T20:22:41.322445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2026-02-11T20:22:41.322791] [INFO ] [FORECASTER] Starting predict_future for FULC
[2026-02-11T20:22:41.323653] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2026-02-11T20:22:41.323707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:41.323740] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:41.323767] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:41.323825] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:41.384191] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:41.384992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:41.385085] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:41.385120] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:41.512135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:41.512298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:41.512341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:41.512371] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:41.515946] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=29.54%)
[2026-02-11T20:22:41.516241] [INFO ] [FORECASTER] Completed predict_future for FULC
[2026-02-11T20:22:41.516380] [INFO ] [sig       ] FULC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:41.672081] [INFO ] [LOCAL     ] Saved forecast: FULC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FULC.txt
[2026-02-11T20:22:41.672295] [INFO ] [sig       ] [1276/3412] Completed FULC in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.7m
[2026-02-11T20:22:41.672357] [INFO ] [sig       ] [1277/3412] Forecasting FUN...
[2026-02-11T20:22:41.672399] [INFO ] [sig       ] Generating forecast for: FUN
[2026-02-11T20:22:41.672440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2026-02-11T20:22:41.687197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2026-02-11T20:22:41.687668] [INFO ] [FORECASTER] Starting predict_future for FUN
[2026-02-11T20:22:41.688627] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2026-02-11T20:22:41.688684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:41.688724] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:41.688757] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:41.688817] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:41.753587] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:41.754487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:41.754595] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:41.754633] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:41.916614] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:41.916805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:41.916866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:41.916908] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:41.922716] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=96.03%)
[2026-02-11T20:22:41.923098] [INFO ] [FORECASTER] Completed predict_future for FUN
[2026-02-11T20:22:41.923278] [INFO ] [sig       ] FUN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:42.067562] [INFO ] [LOCAL     ] Saved forecast: FUN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FUN.txt
[2026-02-11T20:22:42.067722] [INFO ] [sig       ] [1277/3412] Completed FUN in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.7m
[2026-02-11T20:22:42.067762] [INFO ] [sig       ] [1278/3412] Forecasting FUNC...
[2026-02-11T20:22:42.067790] [INFO ] [sig       ] Generating forecast for: FUNC
[2026-02-11T20:22:42.067822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2026-02-11T20:22:42.080233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2026-02-11T20:22:42.080716] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2026-02-11T20:22:42.081704] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2026-02-11T20:22:42.081771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:42.081805] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:42.081834] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:42.081893] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:42.145918] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:42.146926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:42.147036] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:42.147071] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:42.274991] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:42.275171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:42.275215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:42.275244] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:42.279284] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: UP (p=54.13%)
[2026-02-11T20:22:42.279617] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2026-02-11T20:22:42.279770] [INFO ] [sig       ] FUNC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:42.429817] [INFO ] [LOCAL     ] Saved forecast: FUNC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FUNC.txt
[2026-02-11T20:22:42.429979] [INFO ] [sig       ] [1278/3412] Completed FUNC in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.7m
[2026-02-11T20:22:42.430021] [INFO ] [sig       ] [1279/3412] Forecasting FUND...
[2026-02-11T20:22:42.430052] [INFO ] [sig       ] Generating forecast for: FUND
[2026-02-11T20:22:42.430086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2026-02-11T20:22:42.441731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2026-02-11T20:22:42.442060] [INFO ] [FORECASTER] Starting predict_future for FUND
[2026-02-11T20:22:42.443293] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2026-02-11T20:22:42.443348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:42.443381] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:42.443408] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:42.443476] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:42.502534] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:42.503246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:42.503330] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:42.503364] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:42.620465] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:42.620646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:42.620689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:42.620717] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:42.624213] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2026-02-11T20:22:42.624501] [INFO ] [FORECASTER] Completed predict_future for FUND
[2026-02-11T20:22:42.624660] [INFO ] [sig       ] FUND: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:42.771034] [INFO ] [LOCAL     ] Saved forecast: FUND	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FUND.txt
[2026-02-11T20:22:42.771183] [INFO ] [sig       ] [1279/3412] Completed FUND in 0.3s | 2.79 sym/s | Total: 7.6m | ETA: 12.7m
[2026-02-11T20:22:42.771230] [INFO ] [sig       ] [1280/3412] Forecasting FVCB...
[2026-02-11T20:22:42.771261] [INFO ] [sig       ] Generating forecast for: FVCB
[2026-02-11T20:22:42.771297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2026-02-11T20:22:42.784664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2026-02-11T20:22:42.784965] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2026-02-11T20:22:42.785827] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2026-02-11T20:22:42.785880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:42.785913] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:42.785945] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:42.786015] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:42.845095] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:42.845952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:42.846037] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:42.846070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:42.966008] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:42.966205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:42.966276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:42.966320] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:42.971316] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: UP (p=74.17%)
[2026-02-11T20:22:42.971685] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2026-02-11T20:22:42.971836] [INFO ] [sig       ] FVCB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:43.118148] [INFO ] [LOCAL     ] Saved forecast: FVCB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FVCB.txt
[2026-02-11T20:22:43.118306] [INFO ] [sig       ] [1280/3412] Completed FVCB in 0.3s | 2.79 sym/s | Total: 7.6m | ETA: 12.7m
[2026-02-11T20:22:43.118346] [INFO ] [sig       ] [1281/3412] Forecasting FWONA...
[2026-02-11T20:22:43.118376] [INFO ] [sig       ] Generating forecast for: FWONA
[2026-02-11T20:22:43.118405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2026-02-11T20:22:43.130676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2026-02-11T20:22:43.131006] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2026-02-11T20:22:43.131934] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2026-02-11T20:22:43.132014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:43.132057] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:43.132093] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:43.132173] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:43.193922] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:43.194744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:43.194859] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:43.194894] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:43.319196] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:43.319364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:43.319405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:43.319436] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:43.322985] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: DOWN (p=17.94%)
[2026-02-11T20:22:43.323271] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2026-02-11T20:22:43.323405] [INFO ] [sig       ] FWONA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:43.475003] [INFO ] [LOCAL     ] Saved forecast: FWONA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FWONA.txt
[2026-02-11T20:22:43.475190] [INFO ] [sig       ] [1281/3412] Completed FWONA in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.7m
[2026-02-11T20:22:43.475239] [INFO ] [sig       ] [1282/3412] Forecasting FWONK...
[2026-02-11T20:22:43.475270] [INFO ] [sig       ] Generating forecast for: FWONK
[2026-02-11T20:22:43.475315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2026-02-11T20:22:43.488564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2026-02-11T20:22:43.489041] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2026-02-11T20:22:43.489969] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2026-02-11T20:22:43.490049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:43.490101] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:43.490129] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:43.490196] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:43.556929] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:43.557930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:43.558029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:43.558065] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:43.688671] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:43.688846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:43.688889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:43.688919] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:43.693040] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2026-02-11T20:22:43.693415] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2026-02-11T20:22:43.693568] [INFO ] [sig       ] FWONK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:43.848862] [INFO ] [LOCAL     ] Saved forecast: FWONK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FWONK.txt
[2026-02-11T20:22:43.849070] [INFO ] [sig       ] [1282/3412] Completed FWONK in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-11T20:22:43.849125] [INFO ] [sig       ] [1283/3412] Forecasting FWRD...
[2026-02-11T20:22:43.849156] [INFO ] [sig       ] Generating forecast for: FWRD
[2026-02-11T20:22:43.849195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2026-02-11T20:22:43.862056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2026-02-11T20:22:43.862690] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2026-02-11T20:22:43.863779] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2026-02-11T20:22:43.863834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:43.863867] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:43.863894] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:43.863951] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:43.930216] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:43.931174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:43.931272] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:43.931306] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:44.062138] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:44.062301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:44.062345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:44.062373] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:44.065841] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: UP (p=60.55%)
[2026-02-11T20:22:44.066134] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2026-02-11T20:22:44.066274] [INFO ] [sig       ] FWRD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:44.217878] [INFO ] [LOCAL     ] Saved forecast: FWRD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FWRD.txt
[2026-02-11T20:22:44.218073] [INFO ] [sig       ] [1283/3412] Completed FWRD in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-11T20:22:44.218116] [INFO ] [sig       ] [1284/3412] Forecasting FWRG...
[2026-02-11T20:22:44.218146] [INFO ] [sig       ] Generating forecast for: FWRG
[2026-02-11T20:22:44.218185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2026-02-11T20:22:44.231464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2026-02-11T20:22:44.231932] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2026-02-11T20:22:44.232980] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2026-02-11T20:22:44.233051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:44.233106] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:44.233139] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:44.233219] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:44.295147] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:44.296156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:44.296277] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:44.296312] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:44.425651] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:44.425821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:44.425863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:44.425894] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:44.430262] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: DOWN (p=15.57%)
[2026-02-11T20:22:44.430600] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2026-02-11T20:22:44.430749] [INFO ] [sig       ] FWRG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:44.582741] [INFO ] [LOCAL     ] Saved forecast: FWRG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/FWRG.txt
[2026-02-11T20:22:44.582918] [INFO ] [sig       ] [1284/3412] Completed FWRG in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-11T20:22:44.582967] [INFO ] [sig       ] [1285/3412] Forecasting FYC...
[2026-02-11T20:22:44.583006] [INFO ] [sig       ] Generating forecast for: FYC
[2026-02-11T20:22:44.583042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2026-02-11T20:22:44.595114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2026-02-11T20:22:44.595515] [INFO ] [FORECASTER] Starting predict_future for FYC
[2026-02-11T20:22:44.596354] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2026-02-11T20:22:44.596409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:44.596440] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:44.596466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:44.596523] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:44.656733] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:44.657700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:44.657814] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:44.657858] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:44.783227] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:44.783394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:44.783457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:44.783510] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:44.787350] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: UP (p=50.52%)
[2026-02-11T20:22:44.787729] [INFO ] [FORECASTER] Completed predict_future for FYC
[2026-02-11T20:22:44.787882] [INFO ] [sig       ] FYC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:44.941033] [INFO ] [LOCAL     ] Saved forecast: FYC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FYC.txt
[2026-02-11T20:22:44.941214] [INFO ] [sig       ] [1285/3412] Completed FYC in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-11T20:22:44.941260] [INFO ] [sig       ] [1286/3412] Forecasting FYX...
[2026-02-11T20:22:44.941297] [INFO ] [sig       ] Generating forecast for: FYX
[2026-02-11T20:22:44.941340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2026-02-11T20:22:44.954129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2026-02-11T20:22:44.954557] [INFO ] [FORECASTER] Starting predict_future for FYX
[2026-02-11T20:22:44.955667] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2026-02-11T20:22:44.955740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:44.955782] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:44.955817] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:44.955891] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:45.015686] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:45.016649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:45.016759] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:45.016796] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:45.140424] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:45.140611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:45.140654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:45.140683] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:45.144355] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: UP (p=81.91%)
[2026-02-11T20:22:45.144683] [INFO ] [FORECASTER] Completed predict_future for FYX
[2026-02-11T20:22:45.144823] [INFO ] [sig       ] FYX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:45.299339] [INFO ] [LOCAL     ] Saved forecast: FYX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/FYX.txt
[2026-02-11T20:22:45.299496] [INFO ] [sig       ] [1286/3412] Completed FYX in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-11T20:22:45.299535] [INFO ] [sig       ] [1287/3412] Forecasting G...
[2026-02-11T20:22:45.299566] [INFO ] [sig       ] Generating forecast for: G
[2026-02-11T20:22:45.299619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2026-02-11T20:22:45.312049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2026-02-11T20:22:45.312546] [INFO ] [FORECASTER] Starting predict_future for G
[2026-02-11T20:22:45.313566] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2026-02-11T20:22:45.313637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:45.313669] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:45.313696] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:45.313753] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:45.374097] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:45.374914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:45.375002] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:45.375035] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:45.500264] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:45.500429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:45.500471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:45.500500] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:45.503975] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=80.47%)
[2026-02-11T20:22:45.504252] [INFO ] [FORECASTER] Completed predict_future for G
[2026-02-11T20:22:45.504387] [INFO ] [sig       ] G: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:45.645877] [INFO ] [LOCAL     ] Saved forecast: G	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/G.txt
[2026-02-11T20:22:45.646027] [INFO ] [sig       ] [1287/3412] Completed G in 0.3s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-11T20:22:45.646075] [INFO ] [sig       ] [1288/3412] Forecasting GAB...
[2026-02-11T20:22:45.646111] [INFO ] [sig       ] Generating forecast for: GAB
[2026-02-11T20:22:45.646149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2026-02-11T20:22:45.657946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2026-02-11T20:22:45.658299] [INFO ] [FORECASTER] Starting predict_future for GAB
[2026-02-11T20:22:45.659146] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2026-02-11T20:22:45.659225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:45.659259] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:45.659287] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:45.659346] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:45.721159] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:45.722237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:45.722495] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:45.722528] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:45.846915] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:45.847101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:45.847145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:45.847196] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:45.850913] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2026-02-11T20:22:45.851251] [INFO ] [FORECASTER] Completed predict_future for GAB
[2026-02-11T20:22:45.851396] [INFO ] [sig       ] GAB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:46.001102] [INFO ] [LOCAL     ] Saved forecast: GAB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GAB.txt
[2026-02-11T20:22:46.001309] [INFO ] [sig       ] [1288/3412] Completed GAB in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-11T20:22:46.001365] [INFO ] [sig       ] [1289/3412] Forecasting GABC...
[2026-02-11T20:22:46.001406] [INFO ] [sig       ] Generating forecast for: GABC
[2026-02-11T20:22:46.001448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2026-02-11T20:22:46.015185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2026-02-11T20:22:46.015546] [INFO ] [FORECASTER] Starting predict_future for GABC
[2026-02-11T20:22:46.016379] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2026-02-11T20:22:46.016431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:46.016462] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:46.016488] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:46.016545] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:46.082529] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:46.083634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:46.083741] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:46.083789] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:46.226245] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:46.226407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:46.226451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:46.226480] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:46.230107] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=12.22%)
[2026-02-11T20:22:46.230392] [INFO ] [FORECASTER] Completed predict_future for GABC
[2026-02-11T20:22:46.230523] [INFO ] [sig       ] GABC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:46.379251] [INFO ] [LOCAL     ] Saved forecast: GABC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GABC.txt
[2026-02-11T20:22:46.379615] [INFO ] [sig       ] [1289/3412] Completed GABC in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-11T20:22:46.379657] [INFO ] [sig       ] [1290/3412] Forecasting GAIA...
[2026-02-11T20:22:46.379688] [INFO ] [sig       ] Generating forecast for: GAIA
[2026-02-11T20:22:46.379718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2026-02-11T20:22:46.391952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2026-02-11T20:22:46.392296] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2026-02-11T20:22:46.393127] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2026-02-11T20:22:46.393180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:46.393212] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:46.393239] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:46.393296] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:46.451865] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:46.452730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:46.452817] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:46.452850] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:46.568077] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:46.568236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:46.568278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:46.568306] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:46.571733] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: DOWN (p=38.32%)
[2026-02-11T20:22:46.572008] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2026-02-11T20:22:46.572142] [INFO ] [sig       ] GAIA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:46.714913] [INFO ] [LOCAL     ] Saved forecast: GAIA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GAIA.txt
[2026-02-11T20:22:46.715074] [INFO ] [sig       ] [1290/3412] Completed GAIA in 0.3s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-11T20:22:46.715114] [INFO ] [sig       ] [1291/3412] Forecasting GAIN...
[2026-02-11T20:22:46.715145] [INFO ] [sig       ] Generating forecast for: GAIN
[2026-02-11T20:22:46.715175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2026-02-11T20:22:46.727346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2026-02-11T20:22:46.727769] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2026-02-11T20:22:46.728617] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2026-02-11T20:22:46.728689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:46.728722] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:46.728749] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:46.728808] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:46.789308] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:46.790247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:46.790336] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:46.790370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:46.913714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:46.913887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:46.913966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:46.913996] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:46.917855] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2026-02-11T20:22:46.918222] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2026-02-11T20:22:46.918555] [INFO ] [sig       ] GAIN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:47.069550] [INFO ] [LOCAL     ] Saved forecast: GAIN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GAIN.txt
[2026-02-11T20:22:47.069767] [INFO ] [sig       ] [1291/3412] Completed GAIN in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-11T20:22:47.069823] [INFO ] [sig       ] [1292/3412] Forecasting GAM...
[2026-02-11T20:22:47.069857] [INFO ] [sig       ] Generating forecast for: GAM
[2026-02-11T20:22:47.069888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2026-02-11T20:22:47.082464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2026-02-11T20:22:47.082887] [INFO ] [FORECASTER] Starting predict_future for GAM
[2026-02-11T20:22:47.083786] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2026-02-11T20:22:47.083848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:47.083896] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:47.083927] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:47.083986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:47.148689] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:47.149783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:47.149900] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:47.149950] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:47.280660] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:47.280827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:47.280880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:47.280925] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:47.285055] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2026-02-11T20:22:47.285340] [INFO ] [FORECASTER] Completed predict_future for GAM
[2026-02-11T20:22:47.285478] [INFO ] [sig       ] GAM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:47.439452] [INFO ] [LOCAL     ] Saved forecast: GAM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GAM.txt
[2026-02-11T20:22:47.439630] [INFO ] [sig       ] [1292/3412] Completed GAM in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-11T20:22:47.439672] [INFO ] [sig       ] [1293/3412] Forecasting GAMB...
[2026-02-11T20:22:47.439703] [INFO ] [sig       ] Generating forecast for: GAMB
[2026-02-11T20:22:47.439734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2026-02-11T20:22:47.452052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2026-02-11T20:22:47.452373] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2026-02-11T20:22:47.453194] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2026-02-11T20:22:47.453246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:47.453278] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:47.453305] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:47.453362] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:47.515106] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:47.516193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:47.516292] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:47.516327] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:47.644826] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:47.644984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:47.645025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:47.645053] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:47.648787] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: UP (p=64.42%)
[2026-02-11T20:22:47.649077] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2026-02-11T20:22:47.649229] [INFO ] [sig       ] GAMB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:47.807148] [INFO ] [LOCAL     ] Saved forecast: GAMB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GAMB.txt
[2026-02-11T20:22:47.807326] [INFO ] [sig       ] [1293/3412] Completed GAMB in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.6m
[2026-02-11T20:22:47.807382] [INFO ] [sig       ] [1294/3412] Forecasting GANX...
[2026-02-11T20:22:47.807427] [INFO ] [sig       ] Generating forecast for: GANX
[2026-02-11T20:22:47.807493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2026-02-11T20:22:47.820210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2026-02-11T20:22:47.820609] [INFO ] [FORECASTER] Starting predict_future for GANX
[2026-02-11T20:22:47.821431] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2026-02-11T20:22:47.821484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:47.821517] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:47.821544] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:47.821621] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:47.885654] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:47.886624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:47.886718] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:47.886754] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:48.007055] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:48.007217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:48.007260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:48.007287] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:48.010867] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2026-02-11T20:22:48.011184] [INFO ] [FORECASTER] Completed predict_future for GANX
[2026-02-11T20:22:48.011348] [INFO ] [sig       ] GANX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:48.159859] [INFO ] [LOCAL     ] Saved forecast: GANX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GANX.txt
[2026-02-11T20:22:48.160034] [INFO ] [sig       ] [1294/3412] Completed GANX in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.6m
[2026-02-11T20:22:48.160086] [INFO ] [sig       ] [1295/3412] Forecasting GASS...
[2026-02-11T20:22:48.160156] [INFO ] [sig       ] Generating forecast for: GASS
[2026-02-11T20:22:48.160194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2026-02-11T20:22:48.172383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2026-02-11T20:22:48.172771] [INFO ] [FORECASTER] Starting predict_future for GASS
[2026-02-11T20:22:48.173629] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2026-02-11T20:22:48.173684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:48.173719] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:48.173748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:48.173807] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:48.233994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:48.234807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:48.234893] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:48.234928] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:48.359346] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:48.359523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:48.359586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:48.359622] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:48.363334] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=13.44%)
[2026-02-11T20:22:48.363698] [INFO ] [FORECASTER] Completed predict_future for GASS
[2026-02-11T20:22:48.363844] [INFO ] [sig       ] GASS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:48.520255] [INFO ] [LOCAL     ] Saved forecast: GASS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GASS.txt
[2026-02-11T20:22:48.520426] [INFO ] [sig       ] [1295/3412] Completed GASS in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.6m
[2026-02-11T20:22:48.520476] [INFO ] [sig       ] [1296/3412] Forecasting GATX...
[2026-02-11T20:22:48.520508] [INFO ] [sig       ] Generating forecast for: GATX
[2026-02-11T20:22:48.520539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2026-02-11T20:22:48.533118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2026-02-11T20:22:48.533511] [INFO ] [FORECASTER] Starting predict_future for GATX
[2026-02-11T20:22:48.534386] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2026-02-11T20:22:48.534441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:48.534475] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:48.534505] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:48.534565] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:48.598310] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:48.599303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:48.599393] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:48.599427] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:48.727995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:48.728171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:48.728223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:48.728258] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:48.731931] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=25.26%)
[2026-02-11T20:22:48.732223] [INFO ] [FORECASTER] Completed predict_future for GATX
[2026-02-11T20:22:48.732361] [INFO ] [sig       ] GATX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:48.891130] [INFO ] [LOCAL     ] Saved forecast: GATX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GATX.txt
[2026-02-11T20:22:48.891340] [INFO ] [sig       ] [1296/3412] Completed GATX in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.6m
[2026-02-11T20:22:48.891396] [INFO ] [sig       ] [1297/3412] Forecasting GBAB...
[2026-02-11T20:22:48.891438] [INFO ] [sig       ] Generating forecast for: GBAB
[2026-02-11T20:22:48.891481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2026-02-11T20:22:48.908566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2026-02-11T20:22:48.909083] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2026-02-11T20:22:48.910221] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2026-02-11T20:22:48.910291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:48.910335] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:48.910373] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:48.910455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:48.977002] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:48.977960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:48.978053] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:48.978089] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:49.112709] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:49.112886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:49.112929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:49.112957] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:49.116889] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=74.86%)
[2026-02-11T20:22:49.117223] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2026-02-11T20:22:49.117420] [INFO ] [sig       ] GBAB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:49.269237] [INFO ] [LOCAL     ] Saved forecast: GBAB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GBAB.txt
[2026-02-11T20:22:49.269406] [INFO ] [sig       ] [1297/3412] Completed GBAB in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.6m
[2026-02-11T20:22:49.269448] [INFO ] [sig       ] [1298/3412] Forecasting GBCI...
[2026-02-11T20:22:49.269479] [INFO ] [sig       ] Generating forecast for: GBCI
[2026-02-11T20:22:49.269508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2026-02-11T20:22:49.283646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2026-02-11T20:22:49.284032] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2026-02-11T20:22:49.284909] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2026-02-11T20:22:49.284964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:49.284998] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:49.285026] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:49.285151] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:49.349891] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:49.350972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:49.351061] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:49.351103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:49.473129] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:49.473292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:49.473335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:49.473365] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:49.476899] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2026-02-11T20:22:49.477186] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2026-02-11T20:22:49.477319] [INFO ] [sig       ] GBCI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:49.622307] [INFO ] [LOCAL     ] Saved forecast: GBCI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GBCI.txt
[2026-02-11T20:22:49.622450] [INFO ] [sig       ] [1298/3412] Completed GBCI in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.6m
[2026-02-11T20:22:49.622489] [INFO ] [sig       ] [1299/3412] Forecasting GBDC...
[2026-02-11T20:22:49.622519] [INFO ] [sig       ] Generating forecast for: GBDC
[2026-02-11T20:22:49.622550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2026-02-11T20:22:49.634871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2026-02-11T20:22:49.635218] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2026-02-11T20:22:49.636129] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2026-02-11T20:22:49.636185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:49.636220] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:49.636248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:49.636307] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:49.699533] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:49.700298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:49.700386] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:49.700629] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:49.824948] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:49.825112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:49.825172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:49.825203] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:49.828803] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=77.13%)
[2026-02-11T20:22:49.829090] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2026-02-11T20:22:49.829237] [INFO ] [sig       ] GBDC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:49.972703] [INFO ] [LOCAL     ] Saved forecast: GBDC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GBDC.txt
[2026-02-11T20:22:49.972863] [INFO ] [sig       ] [1299/3412] Completed GBDC in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-11T20:22:49.972904] [INFO ] [sig       ] [1300/3412] Forecasting GBTG...
[2026-02-11T20:22:49.972935] [INFO ] [sig       ] Generating forecast for: GBTG
[2026-02-11T20:22:49.972965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2026-02-11T20:22:49.984981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2026-02-11T20:22:49.985366] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2026-02-11T20:22:49.986198] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2026-02-11T20:22:49.986250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:49.986281] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:49.986307] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:49.986364] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:50.045423] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:50.046327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:50.046415] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:50.046449] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:50.179712] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:50.179911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:50.179964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:50.179996] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:50.183804] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=8.20%)
[2026-02-11T20:22:50.184105] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2026-02-11T20:22:50.184249] [INFO ] [sig       ] GBTG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:50.326796] [INFO ] [LOCAL     ] Saved forecast: GBTG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GBTG.txt
[2026-02-11T20:22:50.326948] [INFO ] [sig       ] [1300/3412] Completed GBTG in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-11T20:22:50.326989] [INFO ] [sig       ] [1301/3412] Forecasting GBX...
[2026-02-11T20:22:50.327020] [INFO ] [sig       ] Generating forecast for: GBX
[2026-02-11T20:22:50.327050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2026-02-11T20:22:50.339615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2026-02-11T20:22:50.339934] [INFO ] [FORECASTER] Starting predict_future for GBX
[2026-02-11T20:22:50.340826] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2026-02-11T20:22:50.340880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:50.340913] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:50.340941] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:50.340998] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:50.399640] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:50.400443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:50.400543] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:50.400601] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:50.524461] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:50.524652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:50.524707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:50.524736] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:50.528270] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2026-02-11T20:22:50.528605] [INFO ] [FORECASTER] Completed predict_future for GBX
[2026-02-11T20:22:50.528740] [INFO ] [sig       ] GBX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:50.676332] [INFO ] [LOCAL     ] Saved forecast: GBX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GBX.txt
[2026-02-11T20:22:50.676478] [INFO ] [sig       ] [1301/3412] Completed GBX in 0.3s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-11T20:22:50.676516] [INFO ] [sig       ] [1302/3412] Forecasting GCBC...
[2026-02-11T20:22:50.676545] [INFO ] [sig       ] Generating forecast for: GCBC
[2026-02-11T20:22:50.676592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2026-02-11T20:22:50.688016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2026-02-11T20:22:50.688290] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2026-02-11T20:22:50.689099] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2026-02-11T20:22:50.689152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:50.689184] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:50.689211] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:50.689268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:50.749558] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:50.750510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:50.750620] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:50.750657] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:50.863744] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:50.863923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:50.863967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:50.863995] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:50.867857] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=16.82%)
[2026-02-11T20:22:50.868167] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2026-02-11T20:22:50.868344] [INFO ] [sig       ] GCBC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:51.021822] [INFO ] [LOCAL     ] Saved forecast: GCBC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GCBC.txt
[2026-02-11T20:22:51.021977] [INFO ] [sig       ] [1302/3412] Completed GCBC in 0.3s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-11T20:22:51.022016] [INFO ] [sig       ] [1303/3412] Forecasting GCMG...
[2026-02-11T20:22:51.022048] [INFO ] [sig       ] Generating forecast for: GCMG
[2026-02-11T20:22:51.022078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2026-02-11T20:22:51.036144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2026-02-11T20:22:51.036445] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2026-02-11T20:22:51.037285] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2026-02-11T20:22:51.037339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:51.037610] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:51.037644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:51.037701] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:51.100969] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:51.101874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:51.101958] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:51.101991] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:51.223349] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:51.223507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:51.223549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:51.223594] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:51.227215] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=50.70%)
[2026-02-11T20:22:51.227525] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2026-02-11T20:22:51.227686] [INFO ] [sig       ] GCMG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:51.373257] [INFO ] [LOCAL     ] Saved forecast: GCMG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GCMG.txt
[2026-02-11T20:22:51.373396] [INFO ] [sig       ] [1303/3412] Completed GCMG in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-11T20:22:51.373445] [INFO ] [sig       ] [1304/3412] Forecasting GCO...
[2026-02-11T20:22:51.373477] [INFO ] [sig       ] Generating forecast for: GCO
[2026-02-11T20:22:51.373507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2026-02-11T20:22:51.385728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2026-02-11T20:22:51.386054] [INFO ] [FORECASTER] Starting predict_future for GCO
[2026-02-11T20:22:51.386875] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2026-02-11T20:22:51.386928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:51.386959] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:51.386985] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:51.387042] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:51.446898] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:51.447798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:51.447889] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:51.447922] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:51.570994] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:51.571184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:51.571232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:51.571263] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:51.574957] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2026-02-11T20:22:51.575252] [INFO ] [FORECASTER] Completed predict_future for GCO
[2026-02-11T20:22:51.575390] [INFO ] [sig       ] GCO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:51.721313] [INFO ] [LOCAL     ] Saved forecast: GCO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GCO.txt
[2026-02-11T20:22:51.721478] [INFO ] [sig       ] [1304/3412] Completed GCO in 0.3s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-11T20:22:51.721518] [INFO ] [sig       ] [1305/3412] Forecasting GD...
[2026-02-11T20:22:51.721549] [INFO ] [sig       ] Generating forecast for: GD
[2026-02-11T20:22:51.721600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2026-02-11T20:22:51.734135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2026-02-11T20:22:51.734598] [INFO ] [FORECASTER] Starting predict_future for GD
[2026-02-11T20:22:51.735414] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2026-02-11T20:22:51.735467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:51.735499] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:51.735526] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:51.735603] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:51.794288] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:51.795238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:51.795344] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:51.795383] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:51.918792] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:51.918954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:51.918997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:51.919026] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:51.922485] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2026-02-11T20:22:51.922782] [INFO ] [FORECASTER] Completed predict_future for GD
[2026-02-11T20:22:51.922913] [INFO ] [sig       ] GD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:52.074324] [INFO ] [LOCAL     ] Saved forecast: GD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GD.txt
[2026-02-11T20:22:52.074471] [INFO ] [sig       ] [1305/3412] Completed GD in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-11T20:22:52.074511] [INFO ] [sig       ] [1306/3412] Forecasting GDC...
[2026-02-11T20:22:52.074540] [INFO ] [sig       ] Generating forecast for: GDC
[2026-02-11T20:22:52.074590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2026-02-11T20:22:52.089247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2026-02-11T20:22:52.089606] [INFO ] [FORECASTER] Starting predict_future for GDC
[2026-02-11T20:22:52.090661] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2026-02-11T20:22:52.090714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:52.090747] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:52.090774] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:52.090832] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:52.153910] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:52.154803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:52.154897] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:52.154930] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:52.278269] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:52.278434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:52.278474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:52.278503] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:52.281992] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=41.44%)
[2026-02-11T20:22:52.282309] [INFO ] [FORECASTER] Completed predict_future for GDC
[2026-02-11T20:22:52.282651] [INFO ] [sig       ] GDC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:52.444336] [INFO ] [LOCAL     ] Saved forecast: GDC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GDC.txt
[2026-02-11T20:22:52.444509] [INFO ] [sig       ] [1306/3412] Completed GDC in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-11T20:22:52.444550] [INFO ] [sig       ] [1307/3412] Forecasting GDDY...
[2026-02-11T20:22:52.444607] [INFO ] [sig       ] Generating forecast for: GDDY
[2026-02-11T20:22:52.444642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2026-02-11T20:22:52.457895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2026-02-11T20:22:52.458288] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2026-02-11T20:22:52.459125] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2026-02-11T20:22:52.459187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:52.459226] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:52.459258] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:52.459328] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:52.522516] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:52.523427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:52.523518] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:52.523552] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:52.657522] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:52.657707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:52.657750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:52.657778] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:52.661255] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=58.01%)
[2026-02-11T20:22:52.661541] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2026-02-11T20:22:52.661694] [INFO ] [sig       ] GDDY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:52.810469] [INFO ] [LOCAL     ] Saved forecast: GDDY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GDDY.txt
[2026-02-11T20:22:52.810675] [INFO ] [sig       ] [1307/3412] Completed GDDY in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-11T20:22:52.810722] [INFO ] [sig       ] [1308/3412] Forecasting GDEN...
[2026-02-11T20:22:52.810753] [INFO ] [sig       ] Generating forecast for: GDEN
[2026-02-11T20:22:52.810784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2026-02-11T20:22:52.823403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2026-02-11T20:22:52.823780] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2026-02-11T20:22:52.824679] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2026-02-11T20:22:52.824734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:52.824767] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:52.824793] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:52.824853] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:52.885407] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:52.886332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:52.886421] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:52.886456] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:53.013282] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:53.013445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:53.013488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:53.013518] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:53.017089] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: UP (p=51.19%)
[2026-02-11T20:22:53.017393] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2026-02-11T20:22:53.017552] [INFO ] [sig       ] GDEN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:53.168945] [INFO ] [LOCAL     ] Saved forecast: GDEN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GDEN.txt
[2026-02-11T20:22:53.169095] [INFO ] [sig       ] [1308/3412] Completed GDEN in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-11T20:22:53.169148] [INFO ] [sig       ] [1309/3412] Forecasting GDRX...
[2026-02-11T20:22:53.169187] [INFO ] [sig       ] Generating forecast for: GDRX
[2026-02-11T20:22:53.169224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2026-02-11T20:22:53.182348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2026-02-11T20:22:53.182654] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2026-02-11T20:22:53.183474] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2026-02-11T20:22:53.183527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:53.183560] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:53.183612] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:53.183673] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:53.243320] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:53.243989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:53.244069] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:53.244102] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:53.366954] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:53.367112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:53.367155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:53.367185] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:53.371165] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: DOWN (p=15.61%)
[2026-02-11T20:22:53.371447] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2026-02-11T20:22:53.371602] [INFO ] [sig       ] GDRX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:53.592807] [INFO ] [LOCAL     ] Saved forecast: GDRX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GDRX.txt
[2026-02-11T20:22:53.592967] [INFO ] [sig       ] [1309/3412] Completed GDRX in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-11T20:22:53.593009] [INFO ] [sig       ] [1310/3412] Forecasting GDS...
[2026-02-11T20:22:53.593040] [INFO ] [sig       ] Generating forecast for: GDS
[2026-02-11T20:22:53.593070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2026-02-11T20:22:53.606064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2026-02-11T20:22:53.606383] [INFO ] [FORECASTER] Starting predict_future for GDS
[2026-02-11T20:22:53.607205] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2026-02-11T20:22:53.607259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:53.607290] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:53.607316] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:53.607373] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:53.664872] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:53.665745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:53.665830] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:53.665863] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:53.790057] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:53.790213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:53.790255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:53.790297] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:53.793932] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: UP (p=86.72%)
[2026-02-11T20:22:53.794212] [INFO ] [FORECASTER] Completed predict_future for GDS
[2026-02-11T20:22:53.794349] [INFO ] [sig       ] GDS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:53.937723] [INFO ] [LOCAL     ] Saved forecast: GDS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GDS.txt
[2026-02-11T20:22:53.937885] [INFO ] [sig       ] [1310/3412] Completed GDS in 0.3s | 2.79 sym/s | Total: 7.8m | ETA: 12.5m
[2026-02-11T20:22:53.937926] [INFO ] [sig       ] [1311/3412] Forecasting GDYN...
[2026-02-11T20:22:53.937964] [INFO ] [sig       ] Generating forecast for: GDYN
[2026-02-11T20:22:53.938004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2026-02-11T20:22:53.950742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2026-02-11T20:22:53.951113] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2026-02-11T20:22:53.952142] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2026-02-11T20:22:53.952194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:53.952224] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:53.952249] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:53.952307] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:54.014394] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:54.015101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:54.015186] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:54.015218] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:54.135311] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:54.135509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:54.135553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:54.135602] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:54.139203] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2026-02-11T20:22:54.139523] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2026-02-11T20:22:54.139683] [INFO ] [sig       ] GDYN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:54.311098] [INFO ] [LOCAL     ] Saved forecast: GDYN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GDYN.txt
[2026-02-11T20:22:54.311333] [INFO ] [sig       ] [1311/3412] Completed GDYN in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.5m
[2026-02-11T20:22:54.311445] [INFO ] [sig       ] [1312/3412] Forecasting GE...
[2026-02-11T20:22:54.311496] [INFO ] [sig       ] Generating forecast for: GE
[2026-02-11T20:22:54.311545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2026-02-11T20:22:54.328199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2026-02-11T20:22:54.328703] [INFO ] [FORECASTER] Starting predict_future for GE
[2026-02-11T20:22:54.329671] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2026-02-11T20:22:54.329730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:54.329764] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:54.329795] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:54.329871] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:54.424234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:54.425555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:54.425711] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:54.425769] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:54.600831] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:54.601031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:54.601083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:54.601120] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:54.605989] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2026-02-11T20:22:54.606519] [INFO ] [FORECASTER] Completed predict_future for GE
[2026-02-11T20:22:54.606774] [INFO ] [sig       ] GE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:54.855680] [INFO ] [LOCAL     ] Saved forecast: GE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GE.txt
[2026-02-11T20:22:54.855921] [INFO ] [sig       ] [1312/3412] Completed GE in 0.5s | 2.79 sym/s | Total: 7.8m | ETA: 12.5m
[2026-02-11T20:22:54.855977] [INFO ] [sig       ] [1313/3412] Forecasting GECC...
[2026-02-11T20:22:54.856017] [INFO ] [sig       ] Generating forecast for: GECC
[2026-02-11T20:22:54.856059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2026-02-11T20:22:54.907547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2026-02-11T20:22:54.908255] [INFO ] [FORECASTER] Starting predict_future for GECC
[2026-02-11T20:22:54.910015] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2026-02-11T20:22:54.910125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:54.910175] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:54.910217] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:54.910316] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:55.034193] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:55.035496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:55.035649] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:55.035711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:55.223645] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:55.223850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:55.223930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:55.224043] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:55.230030] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=49.30%)
[2026-02-11T20:22:55.230497] [INFO ] [FORECASTER] Completed predict_future for GECC
[2026-02-11T20:22:55.230713] [INFO ] [sig       ] GECC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:55.442845] [INFO ] [LOCAL     ] Saved forecast: GECC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GECC.txt
[2026-02-11T20:22:55.443018] [INFO ] [sig       ] [1313/3412] Completed GECC in 0.6s | 2.79 sym/s | Total: 7.8m | ETA: 12.5m
[2026-02-11T20:22:55.443061] [INFO ] [sig       ] [1314/3412] Forecasting GEF...
[2026-02-11T20:22:55.443092] [INFO ] [sig       ] Generating forecast for: GEF
[2026-02-11T20:22:55.443122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2026-02-11T20:22:55.459412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2026-02-11T20:22:55.460743] [INFO ] [FORECASTER] Starting predict_future for GEF
[2026-02-11T20:22:55.462216] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2026-02-11T20:22:55.462310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:55.462354] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:55.462389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:55.462467] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:55.526748] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:55.527858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:55.527975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:55.528011] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:55.669422] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:55.669615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:55.669660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:55.669690] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:55.673323] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=50.87%)
[2026-02-11T20:22:55.673664] [INFO ] [FORECASTER] Completed predict_future for GEF
[2026-02-11T20:22:55.673816] [INFO ] [sig       ] GEF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:55.815518] [INFO ] [LOCAL     ] Saved forecast: GEF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GEF.txt
[2026-02-11T20:22:55.815692] [INFO ] [sig       ] [1314/3412] Completed GEF in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-11T20:22:55.815733] [INFO ] [sig       ] [1315/3412] Forecasting GEHC...
[2026-02-11T20:22:55.815763] [INFO ] [sig       ] Generating forecast for: GEHC
[2026-02-11T20:22:55.815795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2026-02-11T20:22:55.828147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2026-02-11T20:22:55.828460] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2026-02-11T20:22:55.829381] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2026-02-11T20:22:55.829436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:55.829468] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:55.829531] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:55.829634] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:55.889384] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:55.890341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:55.890428] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:55.890461] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:56.019188] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:56.019346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:56.019389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:56.019417] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:56.022914] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: DOWN (p=38.38%)
[2026-02-11T20:22:56.023192] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2026-02-11T20:22:56.023327] [INFO ] [sig       ] GEHC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:56.163102] [INFO ] [LOCAL     ] Saved forecast: GEHC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GEHC.txt
[2026-02-11T20:22:56.163226] [INFO ] [sig       ] [1315/3412] Completed GEHC in 0.3s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-11T20:22:56.163265] [INFO ] [sig       ] [1316/3412] Forecasting GEL...
[2026-02-11T20:22:56.163295] [INFO ] [sig       ] Generating forecast for: GEL
[2026-02-11T20:22:56.163327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2026-02-11T20:22:56.175119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2026-02-11T20:22:56.175411] [INFO ] [FORECASTER] Starting predict_future for GEL
[2026-02-11T20:22:56.176246] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2026-02-11T20:22:56.176311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:56.176345] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:56.176372] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:56.176432] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:56.235661] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:56.236332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:56.236417] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:56.236451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:56.357532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:56.357705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:56.357748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:56.357777] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:56.361291] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=50.53%)
[2026-02-11T20:22:56.361598] [INFO ] [FORECASTER] Completed predict_future for GEL
[2026-02-11T20:22:56.361732] [INFO ] [sig       ] GEL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:56.502542] [INFO ] [LOCAL     ] Saved forecast: GEL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GEL.txt
[2026-02-11T20:22:56.502704] [INFO ] [sig       ] [1316/3412] Completed GEL in 0.3s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-11T20:22:56.502745] [INFO ] [sig       ] [1317/3412] Forecasting GEN...
[2026-02-11T20:22:56.502775] [INFO ] [sig       ] Generating forecast for: GEN
[2026-02-11T20:22:56.502805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2026-02-11T20:22:56.515386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2026-02-11T20:22:56.515789] [INFO ] [FORECASTER] Starting predict_future for GEN
[2026-02-11T20:22:56.516717] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2026-02-11T20:22:56.516772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:56.516805] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:56.516833] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:56.516893] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:56.576954] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:56.577894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:56.577984] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:56.578018] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:56.706189] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:56.706352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:56.706404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:56.706445] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:56.710219] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2026-02-11T20:22:56.710550] [INFO ] [FORECASTER] Completed predict_future for GEN
[2026-02-11T20:22:56.710717] [INFO ] [sig       ] GEN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:56.855227] [INFO ] [LOCAL     ] Saved forecast: GEN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GEN.txt
[2026-02-11T20:22:56.855387] [INFO ] [sig       ] [1317/3412] Completed GEN in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-11T20:22:56.855427] [INFO ] [sig       ] [1318/3412] Forecasting GENI...
[2026-02-11T20:22:56.855458] [INFO ] [sig       ] Generating forecast for: GENI
[2026-02-11T20:22:56.855489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2026-02-11T20:22:56.867609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2026-02-11T20:22:56.867991] [INFO ] [FORECASTER] Starting predict_future for GENI
[2026-02-11T20:22:56.868875] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2026-02-11T20:22:56.868931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:56.868963] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:56.868991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:56.869048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:56.928354] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:56.929224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:56.929312] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:56.929350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:57.058207] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:57.058376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:57.058417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:57.058445] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:57.061979] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=89.11%)
[2026-02-11T20:22:57.062270] [INFO ] [FORECASTER] Completed predict_future for GENI
[2026-02-11T20:22:57.062404] [INFO ] [sig       ] GENI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:57.208523] [INFO ] [LOCAL     ] Saved forecast: GENI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GENI.txt
[2026-02-11T20:22:57.208703] [INFO ] [sig       ] [1318/3412] Completed GENI in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-11T20:22:57.208747] [INFO ] [sig       ] [1319/3412] Forecasting GENK...
[2026-02-11T20:22:57.208778] [INFO ] [sig       ] Generating forecast for: GENK
[2026-02-11T20:22:57.208812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2026-02-11T20:22:57.220919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2026-02-11T20:22:57.221297] [INFO ] [FORECASTER] Starting predict_future for GENK
[2026-02-11T20:22:57.222190] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2026-02-11T20:22:57.222246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:57.222279] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:57.222306] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:57.222363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:57.285873] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:57.286795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:57.286887] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:57.286922] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:57.411593] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:57.411759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:57.411802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:57.411831] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:57.415455] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: DOWN (p=49.27%)
[2026-02-11T20:22:57.415797] [INFO ] [FORECASTER] Completed predict_future for GENK
[2026-02-11T20:22:57.415948] [INFO ] [sig       ] GENK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:57.564179] [INFO ] [LOCAL     ] Saved forecast: GENK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GENK.txt
[2026-02-11T20:22:57.564368] [INFO ] [sig       ] [1319/3412] Completed GENK in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-11T20:22:57.564442] [INFO ] [sig       ] [1320/3412] Forecasting GEOS...
[2026-02-11T20:22:57.564485] [INFO ] [sig       ] Generating forecast for: GEOS
[2026-02-11T20:22:57.564519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2026-02-11T20:22:57.576389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2026-02-11T20:22:57.576728] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2026-02-11T20:22:57.577603] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2026-02-11T20:22:57.577657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:57.577690] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:57.577716] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:57.577774] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:57.641638] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:57.642455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:57.642542] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:57.642596] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:57.769850] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:57.770017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:57.770061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:57.770122] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:57.774058] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: UP (p=70.11%)
[2026-02-11T20:22:57.774369] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2026-02-11T20:22:57.774524] [INFO ] [sig       ] GEOS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:22:57.929299] [INFO ] [LOCAL     ] Saved forecast: GEOS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GEOS.txt
[2026-02-11T20:22:57.929476] [INFO ] [sig       ] [1320/3412] Completed GEOS in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-11T20:22:57.929518] [INFO ] [sig       ] [1321/3412] Forecasting GERN...
[2026-02-11T20:22:57.929550] [INFO ] [sig       ] Generating forecast for: GERN
[2026-02-11T20:22:57.929600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2026-02-11T20:22:57.941500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2026-02-11T20:22:57.941875] [INFO ] [FORECASTER] Starting predict_future for GERN
[2026-02-11T20:22:57.942741] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2026-02-11T20:22:57.942794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:57.942826] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:57.942853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:57.942910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:58.002200] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:58.003040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:58.003129] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:58.003164] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:58.126457] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:58.126634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:58.126680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:58.126709] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:58.130706] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2026-02-11T20:22:58.131040] [INFO ] [FORECASTER] Completed predict_future for GERN
[2026-02-11T20:22:58.131180] [INFO ] [sig       ] GERN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:58.285929] [INFO ] [LOCAL     ] Saved forecast: GERN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GERN.txt
[2026-02-11T20:22:58.286096] [INFO ] [sig       ] [1321/3412] Completed GERN in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-11T20:22:58.286140] [INFO ] [sig       ] [1322/3412] Forecasting GEVO...
[2026-02-11T20:22:58.286169] [INFO ] [sig       ] Generating forecast for: GEVO
[2026-02-11T20:22:58.286200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2026-02-11T20:22:58.298867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2026-02-11T20:22:58.299305] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2026-02-11T20:22:58.300317] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2026-02-11T20:22:58.300386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:58.300427] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:58.300462] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:58.300523] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:58.362955] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:58.363815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:58.363921] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:58.363956] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:58.494467] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:58.494646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:58.494691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:58.494722] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:58.498439] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2026-02-11T20:22:58.498783] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2026-02-11T20:22:58.498927] [INFO ] [sig       ] GEVO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:58.650323] [INFO ] [LOCAL     ] Saved forecast: GEVO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GEVO.txt
[2026-02-11T20:22:58.650512] [INFO ] [sig       ] [1322/3412] Completed GEVO in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-11T20:22:58.650564] [INFO ] [sig       ] [1323/3412] Forecasting GFF...
[2026-02-11T20:22:58.650618] [INFO ] [sig       ] Generating forecast for: GFF
[2026-02-11T20:22:58.650651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2026-02-11T20:22:58.662846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2026-02-11T20:22:58.663224] [INFO ] [FORECASTER] Starting predict_future for GFF
[2026-02-11T20:22:58.664209] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2026-02-11T20:22:58.664264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:58.664297] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:58.664324] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:58.664382] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:58.727923] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:58.728909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:58.729003] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:58.729037] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:58.854832] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:58.855029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:58.855077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:58.855107] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:58.858971] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2026-02-11T20:22:58.859267] [INFO ] [FORECASTER] Completed predict_future for GFF
[2026-02-11T20:22:58.859405] [INFO ] [sig       ] GFF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:59.018705] [INFO ] [LOCAL     ] Saved forecast: GFF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GFF.txt
[2026-02-11T20:22:59.018891] [INFO ] [sig       ] [1323/3412] Completed GFF in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-11T20:22:59.018940] [INFO ] [sig       ] [1324/3412] Forecasting GFI...
[2026-02-11T20:22:59.018970] [INFO ] [sig       ] Generating forecast for: GFI
[2026-02-11T20:22:59.019012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2026-02-11T20:22:59.031855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2026-02-11T20:22:59.032336] [INFO ] [FORECASTER] Starting predict_future for GFI
[2026-02-11T20:22:59.033319] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2026-02-11T20:22:59.033386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:59.033431] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:59.033475] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:59.033556] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:59.097191] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:59.098153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:59.098269] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:59.098322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:59.234944] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:59.235108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:59.235148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:59.235178] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:59.239179] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=9.59%)
[2026-02-11T20:22:59.239484] [INFO ] [FORECASTER] Completed predict_future for GFI
[2026-02-11T20:22:59.239846] [INFO ] [sig       ] GFI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:59.394113] [INFO ] [LOCAL     ] Saved forecast: GFI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GFI.txt
[2026-02-11T20:22:59.394256] [INFO ] [sig       ] [1324/3412] Completed GFI in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-11T20:22:59.394294] [INFO ] [sig       ] [1325/3412] Forecasting GFL...
[2026-02-11T20:22:59.394323] [INFO ] [sig       ] Generating forecast for: GFL
[2026-02-11T20:22:59.394354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2026-02-11T20:22:59.405894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2026-02-11T20:22:59.406242] [INFO ] [FORECASTER] Starting predict_future for GFL
[2026-02-11T20:22:59.407060] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2026-02-11T20:22:59.407113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:59.407145] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:59.407172] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:59.407228] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:59.473603] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:59.474538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:59.474683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:59.474719] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:59.612915] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:59.613082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:59.613126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:59.613158] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:59.617393] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2026-02-11T20:22:59.617780] [INFO ] [FORECASTER] Completed predict_future for GFL
[2026-02-11T20:22:59.617928] [INFO ] [sig       ] GFL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:22:59.771797] [INFO ] [LOCAL     ] Saved forecast: GFL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GFL.txt
[2026-02-11T20:22:59.771983] [INFO ] [sig       ] [1325/3412] Completed GFL in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-11T20:22:59.772027] [INFO ] [sig       ] [1326/3412] Forecasting GFS...
[2026-02-11T20:22:59.772057] [INFO ] [sig       ] Generating forecast for: GFS
[2026-02-11T20:22:59.772088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2026-02-11T20:22:59.784214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2026-02-11T20:22:59.784610] [INFO ] [FORECASTER] Starting predict_future for GFS
[2026-02-11T20:22:59.785453] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2026-02-11T20:22:59.785508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:22:59.785541] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:22:59.785569] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:22:59.785651] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:22:59.851486] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:22:59.852442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:22:59.852543] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:22:59.852598] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:22:59.981097] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:22:59.981260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:22:59.981302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:22:59.981332] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:22:59.984841] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2026-02-11T20:22:59.985137] [INFO ] [FORECASTER] Completed predict_future for GFS
[2026-02-11T20:22:59.985270] [INFO ] [sig       ] GFS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:00.125673] [INFO ] [LOCAL     ] Saved forecast: GFS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GFS.txt
[2026-02-11T20:23:00.125834] [INFO ] [sig       ] [1326/3412] Completed GFS in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-11T20:23:00.125876] [INFO ] [sig       ] [1327/3412] Forecasting GGAL...
[2026-02-11T20:23:00.125908] [INFO ] [sig       ] Generating forecast for: GGAL
[2026-02-11T20:23:00.125940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2026-02-11T20:23:00.138490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2026-02-11T20:23:00.138911] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2026-02-11T20:23:00.139830] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2026-02-11T20:23:00.139890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:00.139936] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:00.139964] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:00.140023] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:00.202642] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:00.203531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:00.203651] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:00.203687] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:00.338230] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:00.338410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:00.338480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:00.338528] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:00.342687] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2026-02-11T20:23:00.342998] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2026-02-11T20:23:00.343163] [INFO ] [sig       ] GGAL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:00.505806] [INFO ] [LOCAL     ] Saved forecast: GGAL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GGAL.txt
[2026-02-11T20:23:00.505972] [INFO ] [sig       ] [1327/3412] Completed GGAL in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-11T20:23:00.506014] [INFO ] [sig       ] [1328/3412] Forecasting GGB...
[2026-02-11T20:23:00.506045] [INFO ] [sig       ] Generating forecast for: GGB
[2026-02-11T20:23:00.506077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2026-02-11T20:23:00.519312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2026-02-11T20:23:00.519896] [INFO ] [FORECASTER] Starting predict_future for GGB
[2026-02-11T20:23:00.520897] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2026-02-11T20:23:00.520958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:00.520999] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:00.521027] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:00.521086] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:00.585802] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:00.586782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:00.586875] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:00.586909] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:00.719864] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:00.720052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:00.720124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:00.720165] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:00.723975] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=49.31%)
[2026-02-11T20:23:00.724309] [INFO ] [FORECASTER] Completed predict_future for GGB
[2026-02-11T20:23:00.724456] [INFO ] [sig       ] GGB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:00.880668] [INFO ] [LOCAL     ] Saved forecast: GGB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GGB.txt
[2026-02-11T20:23:00.880856] [INFO ] [sig       ] [1328/3412] Completed GGB in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-11T20:23:00.880910] [INFO ] [sig       ] [1329/3412] Forecasting GGG...
[2026-02-11T20:23:00.880959] [INFO ] [sig       ] Generating forecast for: GGG
[2026-02-11T20:23:00.881001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2026-02-11T20:23:00.893760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2026-02-11T20:23:00.894212] [INFO ] [FORECASTER] Starting predict_future for GGG
[2026-02-11T20:23:00.895184] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2026-02-11T20:23:00.895240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:00.895275] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:00.895304] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:00.895362] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:00.960194] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:00.961195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:00.961297] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:00.961347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:01.093891] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:01.094062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:01.094111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:01.094143] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:01.098375] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=43.75%)
[2026-02-11T20:23:01.098786] [INFO ] [FORECASTER] Completed predict_future for GGG
[2026-02-11T20:23:01.098957] [INFO ] [sig       ] GGG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:01.252130] [INFO ] [LOCAL     ] Saved forecast: GGG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GGG.txt
[2026-02-11T20:23:01.252293] [INFO ] [sig       ] [1329/3412] Completed GGG in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.4m
[2026-02-11T20:23:01.252338] [INFO ] [sig       ] [1330/3412] Forecasting GGLL...
[2026-02-11T20:23:01.252371] [INFO ] [sig       ] Generating forecast for: GGLL
[2026-02-11T20:23:01.252403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2026-02-11T20:23:01.265739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2026-02-11T20:23:01.266134] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2026-02-11T20:23:01.267077] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2026-02-11T20:23:01.267139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:01.267174] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:01.267202] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:01.267259] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:01.332219] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:01.333199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:01.333329] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:01.333375] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:01.460130] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:01.460322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:01.460594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:01.460642] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:01.465136] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: UP (p=88.07%)
[2026-02-11T20:23:01.465463] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2026-02-11T20:23:01.465636] [INFO ] [sig       ] GGLL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:01.623682] [INFO ] [LOCAL     ] Saved forecast: GGLL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GGLL.txt
[2026-02-11T20:23:01.624611] [INFO ] [sig       ] [1330/3412] Completed GGLL in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.4m
[2026-02-11T20:23:01.624701] [INFO ] [sig       ] [1331/3412] Forecasting GGLS...
[2026-02-11T20:23:01.624738] [INFO ] [sig       ] Generating forecast for: GGLS
[2026-02-11T20:23:01.624770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2026-02-11T20:23:01.636976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2026-02-11T20:23:01.637359] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2026-02-11T20:23:01.638262] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2026-02-11T20:23:01.638316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:01.638350] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:01.638377] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:01.638436] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:01.701492] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:01.702462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:01.702564] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:01.702620] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:01.832309] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:01.832468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:01.832519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:01.832556] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:01.836367] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: DOWN (p=20.17%)
[2026-02-11T20:23:01.836694] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2026-02-11T20:23:01.836836] [INFO ] [sig       ] GGLS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:01.988819] [INFO ] [LOCAL     ] Saved forecast: GGLS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GGLS.txt
[2026-02-11T20:23:01.988982] [INFO ] [sig       ] [1331/3412] Completed GGLS in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-11T20:23:01.989023] [INFO ] [sig       ] [1332/3412] Forecasting GH...
[2026-02-11T20:23:01.989054] [INFO ] [sig       ] Generating forecast for: GH
[2026-02-11T20:23:01.989084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2026-02-11T20:23:02.001379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2026-02-11T20:23:02.001768] [INFO ] [FORECASTER] Starting predict_future for GH
[2026-02-11T20:23:02.002620] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2026-02-11T20:23:02.002673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:02.002734] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:02.002763] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:02.002821] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:02.066655] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:02.067653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:02.067761] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:02.067808] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:02.203445] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:02.203637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:02.203683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:02.203712] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:02.207434] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=22.28%)
[2026-02-11T20:23:02.207773] [INFO ] [FORECASTER] Completed predict_future for GH
[2026-02-11T20:23:02.207921] [INFO ] [sig       ] GH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:02.364620] [INFO ] [LOCAL     ] Saved forecast: GH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GH.txt
[2026-02-11T20:23:02.364843] [INFO ] [sig       ] [1332/3412] Completed GH in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-11T20:23:02.364909] [INFO ] [sig       ] [1333/3412] Forecasting GHI...
[2026-02-11T20:23:02.364942] [INFO ] [sig       ] Generating forecast for: GHI
[2026-02-11T20:23:02.364983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2026-02-11T20:23:02.378704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2026-02-11T20:23:02.379125] [INFO ] [FORECASTER] Starting predict_future for GHI
[2026-02-11T20:23:02.380160] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2026-02-11T20:23:02.380213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:02.380252] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:02.380281] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:02.380344] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:02.449032] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:02.450305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:02.450421] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:02.450468] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:02.590289] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:02.590467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:02.590513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:02.590544] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:02.594951] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2026-02-11T20:23:02.595278] [INFO ] [FORECASTER] Completed predict_future for GHI
[2026-02-11T20:23:02.595420] [INFO ] [sig       ] GHI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:02.749057] [INFO ] [LOCAL     ] Saved forecast: GHI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GHI.txt
[2026-02-11T20:23:02.749198] [INFO ] [sig       ] [1333/3412] Completed GHI in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-11T20:23:02.749238] [INFO ] [sig       ] [1334/3412] Forecasting GHM...
[2026-02-11T20:23:02.749267] [INFO ] [sig       ] Generating forecast for: GHM
[2026-02-11T20:23:02.749297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2026-02-11T20:23:02.761355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2026-02-11T20:23:02.761760] [INFO ] [FORECASTER] Starting predict_future for GHM
[2026-02-11T20:23:02.762634] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2026-02-11T20:23:02.762689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:02.762722] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:02.762749] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:02.762807] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:02.822201] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:02.823140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:02.823230] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:02.823265] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:02.945550] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:02.945731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:02.945773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:02.945818] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:02.949384] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=66.51%)
[2026-02-11T20:23:02.949710] [INFO ] [FORECASTER] Completed predict_future for GHM
[2026-02-11T20:23:02.949846] [INFO ] [sig       ] GHM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:03.094348] [INFO ] [LOCAL     ] Saved forecast: GHM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GHM.txt
[2026-02-11T20:23:03.094510] [INFO ] [sig       ] [1334/3412] Completed GHM in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-11T20:23:03.094550] [INFO ] [sig       ] [1335/3412] Forecasting GHRS...
[2026-02-11T20:23:03.094600] [INFO ] [sig       ] Generating forecast for: GHRS
[2026-02-11T20:23:03.094635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2026-02-11T20:23:03.106407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2026-02-11T20:23:03.106817] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2026-02-11T20:23:03.107714] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2026-02-11T20:23:03.107769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:03.107801] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:03.107828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:03.107885] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:03.164963] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:03.165874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:03.165963] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:03.165995] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:03.290291] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:03.290466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:03.290507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:03.290536] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:03.294113] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2026-02-11T20:23:03.294396] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2026-02-11T20:23:03.294527] [INFO ] [sig       ] GHRS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:03.438051] [INFO ] [LOCAL     ] Saved forecast: GHRS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GHRS.txt
[2026-02-11T20:23:03.438212] [INFO ] [sig       ] [1335/3412] Completed GHRS in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-11T20:23:03.438253] [INFO ] [sig       ] [1336/3412] Forecasting GHY...
[2026-02-11T20:23:03.438284] [INFO ] [sig       ] Generating forecast for: GHY
[2026-02-11T20:23:03.438325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2026-02-11T20:23:03.451919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2026-02-11T20:23:03.452259] [INFO ] [FORECASTER] Starting predict_future for GHY
[2026-02-11T20:23:03.453180] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2026-02-11T20:23:03.453237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:03.453270] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:03.453298] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:03.453357] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:03.514808] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:03.515708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:03.516004] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:03.516056] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:03.638713] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:03.638874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:03.638916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:03.638947] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:03.642636] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2026-02-11T20:23:03.642933] [INFO ] [FORECASTER] Completed predict_future for GHY
[2026-02-11T20:23:03.643073] [INFO ] [sig       ] GHY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:03.785063] [INFO ] [LOCAL     ] Saved forecast: GHY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GHY.txt
[2026-02-11T20:23:03.785215] [INFO ] [sig       ] [1336/3412] Completed GHY in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-11T20:23:03.785255] [INFO ] [sig       ] [1337/3412] Forecasting GIB...
[2026-02-11T20:23:03.785285] [INFO ] [sig       ] Generating forecast for: GIB
[2026-02-11T20:23:03.785316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2026-02-11T20:23:03.796982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2026-02-11T20:23:03.797339] [INFO ] [FORECASTER] Starting predict_future for GIB
[2026-02-11T20:23:03.798334] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2026-02-11T20:23:03.798391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:03.798424] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:03.798453] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:03.798511] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:03.857916] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:03.858781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:03.858869] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:03.858904] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:03.994393] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:03.994591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:03.994645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:03.994676] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:03.998374] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=25.49%)
[2026-02-11T20:23:03.998686] [INFO ] [FORECASTER] Completed predict_future for GIB
[2026-02-11T20:23:03.998820] [INFO ] [sig       ] GIB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:04.144459] [INFO ] [LOCAL     ] Saved forecast: GIB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GIB.txt
[2026-02-11T20:23:04.144665] [INFO ] [sig       ] [1337/3412] Completed GIB in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-11T20:23:04.144708] [INFO ] [sig       ] [1338/3412] Forecasting GIII...
[2026-02-11T20:23:04.144738] [INFO ] [sig       ] Generating forecast for: GIII
[2026-02-11T20:23:04.144770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2026-02-11T20:23:04.156558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2026-02-11T20:23:04.156936] [INFO ] [FORECASTER] Starting predict_future for GIII
[2026-02-11T20:23:04.157827] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2026-02-11T20:23:04.157880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:04.157914] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:04.157953] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:04.158012] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:04.217738] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:04.218651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:04.218741] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:04.218778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:04.343554] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:04.343740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:04.343782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:04.343811] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:04.347380] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2026-02-11T20:23:04.347783] [INFO ] [FORECASTER] Completed predict_future for GIII
[2026-02-11T20:23:04.347943] [INFO ] [sig       ] GIII: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:04.490328] [INFO ] [LOCAL     ] Saved forecast: GIII	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GIII.txt
[2026-02-11T20:23:04.490462] [INFO ] [sig       ] [1338/3412] Completed GIII in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-11T20:23:04.490502] [INFO ] [sig       ] [1339/3412] Forecasting GILD...
[2026-02-11T20:23:04.490531] [INFO ] [sig       ] Generating forecast for: GILD
[2026-02-11T20:23:04.490562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2026-02-11T20:23:04.502203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2026-02-11T20:23:04.502500] [INFO ] [FORECASTER] Starting predict_future for GILD
[2026-02-11T20:23:04.503362] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2026-02-11T20:23:04.503418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:04.503455] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:04.503489] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:04.503566] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:04.561600] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:04.562329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:04.562415] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:04.562451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:04.684459] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:04.684651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:04.684700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:04.684730] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:04.688393] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2026-02-11T20:23:04.688761] [INFO ] [FORECASTER] Completed predict_future for GILD
[2026-02-11T20:23:04.688901] [INFO ] [sig       ] GILD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:04.830351] [INFO ] [LOCAL     ] Saved forecast: GILD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GILD.txt
[2026-02-11T20:23:04.830494] [INFO ] [sig       ] [1339/3412] Completed GILD in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-11T20:23:04.830536] [INFO ] [sig       ] [1340/3412] Forecasting GIS...
[2026-02-11T20:23:04.830566] [INFO ] [sig       ] Generating forecast for: GIS
[2026-02-11T20:23:04.830618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2026-02-11T20:23:04.842052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2026-02-11T20:23:04.842374] [INFO ] [FORECASTER] Starting predict_future for GIS
[2026-02-11T20:23:04.843333] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2026-02-11T20:23:04.843389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:04.843422] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:04.843449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:04.843511] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:04.902261] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:04.902957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:04.903055] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:04.903092] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:05.029169] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:05.029308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:05.029349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:05.029378] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:05.032823] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=69.61%)
[2026-02-11T20:23:05.033102] [INFO ] [FORECASTER] Completed predict_future for GIS
[2026-02-11T20:23:05.033235] [INFO ] [sig       ] GIS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:05.180288] [INFO ] [LOCAL     ] Saved forecast: GIS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GIS.txt
[2026-02-11T20:23:05.180428] [INFO ] [sig       ] [1340/3412] Completed GIS in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-11T20:23:05.180467] [INFO ] [sig       ] [1341/3412] Forecasting GKOS...
[2026-02-11T20:23:05.180496] [INFO ] [sig       ] Generating forecast for: GKOS
[2026-02-11T20:23:05.180524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2026-02-11T20:23:05.193072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2026-02-11T20:23:05.193385] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2026-02-11T20:23:05.194198] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2026-02-11T20:23:05.194251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:05.194282] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:05.194308] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:05.194364] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:05.251439] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:05.252183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:05.252265] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:05.252297] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:05.375105] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:05.375265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:05.375305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:05.375333] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:05.379374] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2026-02-11T20:23:05.379857] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2026-02-11T20:23:05.379989] [INFO ] [sig       ] GKOS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:05.522676] [INFO ] [LOCAL     ] Saved forecast: GKOS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GKOS.txt
[2026-02-11T20:23:05.522818] [INFO ] [sig       ] [1341/3412] Completed GKOS in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-11T20:23:05.522858] [INFO ] [sig       ] [1342/3412] Forecasting GL...
[2026-02-11T20:23:05.522888] [INFO ] [sig       ] Generating forecast for: GL
[2026-02-11T20:23:05.522925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2026-02-11T20:23:05.534917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2026-02-11T20:23:05.535227] [INFO ] [FORECASTER] Starting predict_future for GL
[2026-02-11T20:23:05.536101] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2026-02-11T20:23:05.536154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:05.536185] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:05.536213] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:05.536288] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:05.599976] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:05.600983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:05.601116] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:05.601152] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:05.723974] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:05.724136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:05.724178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:05.724207] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:05.727696] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=49.68%)
[2026-02-11T20:23:05.727985] [INFO ] [FORECASTER] Completed predict_future for GL
[2026-02-11T20:23:05.728119] [INFO ] [sig       ] GL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:05.868796] [INFO ] [LOCAL     ] Saved forecast: GL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GL.txt
[2026-02-11T20:23:05.868930] [INFO ] [sig       ] [1342/3412] Completed GL in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-11T20:23:05.868968] [INFO ] [sig       ] [1343/3412] Forecasting GLAD...
[2026-02-11T20:23:05.868999] [INFO ] [sig       ] Generating forecast for: GLAD
[2026-02-11T20:23:05.869029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2026-02-11T20:23:05.880243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2026-02-11T20:23:05.880515] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2026-02-11T20:23:05.881319] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2026-02-11T20:23:05.881372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:05.881403] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:05.881430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:05.881495] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:05.941535] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:05.942340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:05.942425] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:05.942457] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:06.058329] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:06.058491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:06.058533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:06.058563] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:06.062140] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2026-02-11T20:23:06.062431] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2026-02-11T20:23:06.062602] [INFO ] [sig       ] GLAD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:06.206904] [INFO ] [LOCAL     ] Saved forecast: GLAD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GLAD.txt
[2026-02-11T20:23:06.207046] [INFO ] [sig       ] [1343/3412] Completed GLAD in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-11T20:23:06.207086] [INFO ] [sig       ] [1344/3412] Forecasting GLBE...
[2026-02-11T20:23:06.207116] [INFO ] [sig       ] Generating forecast for: GLBE
[2026-02-11T20:23:06.207147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2026-02-11T20:23:06.218483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2026-02-11T20:23:06.218848] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2026-02-11T20:23:06.219711] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2026-02-11T20:23:06.219764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:06.219796] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:06.220002] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:06.220058] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:06.278772] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:06.279641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:06.279739] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:06.279772] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:06.410946] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:06.411112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:06.411156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:06.411185] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:06.414737] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: DOWN (p=13.50%)
[2026-02-11T20:23:06.415014] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2026-02-11T20:23:06.415144] [INFO ] [sig       ] GLBE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:06.561628] [INFO ] [LOCAL     ] Saved forecast: GLBE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GLBE.txt
[2026-02-11T20:23:06.561788] [INFO ] [sig       ] [1344/3412] Completed GLBE in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-11T20:23:06.561828] [INFO ] [sig       ] [1345/3412] Forecasting GLBS...
[2026-02-11T20:23:06.562041] [INFO ] [sig       ] Generating forecast for: GLBS
[2026-02-11T20:23:06.562072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2026-02-11T20:23:06.577203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2026-02-11T20:23:06.577646] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2026-02-11T20:23:06.578484] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2026-02-11T20:23:06.578537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:06.578588] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:06.578619] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:06.578676] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:06.639324] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:06.640282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:06.640372] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:06.640406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:06.756472] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:06.756852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:06.756896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:06.756926] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:06.760893] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=29.89%)
[2026-02-11T20:23:06.761385] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2026-02-11T20:23:06.761526] [INFO ] [sig       ] GLBS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:06.905791] [INFO ] [LOCAL     ] Saved forecast: GLBS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GLBS.txt
[2026-02-11T20:23:06.905987] [INFO ] [sig       ] [1345/3412] Completed GLBS in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.3m
[2026-02-11T20:23:06.906029] [INFO ] [sig       ] [1346/3412] Forecasting GLDD...
[2026-02-11T20:23:06.906060] [INFO ] [sig       ] Generating forecast for: GLDD
[2026-02-11T20:23:06.906090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2026-02-11T20:23:06.917904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2026-02-11T20:23:06.918215] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2026-02-11T20:23:06.919081] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2026-02-11T20:23:06.919133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:06.919166] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:06.919192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:06.919251] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:06.976861] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:06.977806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:06.977893] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:06.977925] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:07.104698] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:07.104866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:07.104908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:07.104936] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:07.108401] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2026-02-11T20:23:07.108737] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2026-02-11T20:23:07.108869] [INFO ] [sig       ] GLDD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:07.251204] [INFO ] [LOCAL     ] Saved forecast: GLDD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GLDD.txt
[2026-02-11T20:23:07.251363] [INFO ] [sig       ] [1346/3412] Completed GLDD in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.3m
[2026-02-11T20:23:07.251403] [INFO ] [sig       ] [1347/3412] Forecasting GLNG...
[2026-02-11T20:23:07.251433] [INFO ] [sig       ] Generating forecast for: GLNG
[2026-02-11T20:23:07.251466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2026-02-11T20:23:07.262809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2026-02-11T20:23:07.263096] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2026-02-11T20:23:07.263932] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2026-02-11T20:23:07.263984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:07.264016] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:07.264043] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:07.264106] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:07.321909] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:07.322686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:07.322768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:07.322801] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:07.445912] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:07.446092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:07.446134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:07.446163] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:07.449698] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=80.21%)
[2026-02-11T20:23:07.449974] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2026-02-11T20:23:07.450102] [INFO ] [sig       ] GLNG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:07.623104] [INFO ] [LOCAL     ] Saved forecast: GLNG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GLNG.txt
[2026-02-11T20:23:07.623266] [INFO ] [sig       ] [1347/3412] Completed GLNG in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.3m
[2026-02-11T20:23:07.623305] [INFO ] [sig       ] [1348/3412] Forecasting GLOB...
[2026-02-11T20:23:07.623334] [INFO ] [sig       ] Generating forecast for: GLOB
[2026-02-11T20:23:07.623367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2026-02-11T20:23:07.636051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2026-02-11T20:23:07.636461] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2026-02-11T20:23:07.637306] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2026-02-11T20:23:07.637361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:07.637394] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:07.637422] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:07.637514] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:07.697157] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:07.698084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:07.698174] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:07.698216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:07.822893] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:07.823057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:07.823098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:07.823127] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:07.826632] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=52.76%)
[2026-02-11T20:23:07.826909] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2026-02-11T20:23:07.827039] [INFO ] [sig       ] GLOB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:07.970851] [INFO ] [LOCAL     ] Saved forecast: GLOB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GLOB.txt
[2026-02-11T20:23:07.971005] [INFO ] [sig       ] [1348/3412] Completed GLOB in 0.3s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-11T20:23:07.971045] [INFO ] [sig       ] [1349/3412] Forecasting GLP...
[2026-02-11T20:23:07.971076] [INFO ] [sig       ] Generating forecast for: GLP
[2026-02-11T20:23:07.971105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2026-02-11T20:23:07.983993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2026-02-11T20:23:07.984354] [INFO ] [FORECASTER] Starting predict_future for GLP
[2026-02-11T20:23:07.985373] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2026-02-11T20:23:07.985426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:07.985498] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:07.985527] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:07.985604] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:08.046757] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:08.047795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:08.047885] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:08.047919] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:08.167219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:08.167380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:08.167423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:08.167452] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:08.171163] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2026-02-11T20:23:08.171450] [INFO ] [FORECASTER] Completed predict_future for GLP
[2026-02-11T20:23:08.171612] [INFO ] [sig       ] GLP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:08.311802] [INFO ] [LOCAL     ] Saved forecast: GLP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GLP.txt
[2026-02-11T20:23:08.311927] [INFO ] [sig       ] [1349/3412] Completed GLP in 0.3s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-11T20:23:08.311965] [INFO ] [sig       ] [1350/3412] Forecasting GLPG...
[2026-02-11T20:23:08.311994] [INFO ] [sig       ] Generating forecast for: GLPG
[2026-02-11T20:23:08.312024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2026-02-11T20:23:08.327338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2026-02-11T20:23:08.327670] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2026-02-11T20:23:08.328453] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2026-02-11T20:23:08.328505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:08.328536] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:08.328563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:08.328645] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:08.392521] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:08.393349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:08.393462] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:08.393498] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:08.520115] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:08.520283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:08.520323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:08.520352] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:08.523843] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=63.01%)
[2026-02-11T20:23:08.524121] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2026-02-11T20:23:08.524254] [INFO ] [sig       ] GLPG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:08.668283] [INFO ] [LOCAL     ] Saved forecast: GLPG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GLPG.txt
[2026-02-11T20:23:08.668453] [INFO ] [sig       ] [1350/3412] Completed GLPG in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-11T20:23:08.668493] [INFO ] [sig       ] [1351/3412] Forecasting GLPI...
[2026-02-11T20:23:08.668523] [INFO ] [sig       ] Generating forecast for: GLPI
[2026-02-11T20:23:08.668554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2026-02-11T20:23:08.682913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2026-02-11T20:23:08.683507] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2026-02-11T20:23:08.684352] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2026-02-11T20:23:08.684417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:08.684450] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:08.684477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:08.684534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:08.744526] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:08.745658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:08.745749] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:08.745782] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:08.863861] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:08.864016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:08.864057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:08.864085] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:08.867532] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: UP (p=90.12%)
[2026-02-11T20:23:08.867849] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2026-02-11T20:23:08.867986] [INFO ] [sig       ] GLPI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:09.010891] [INFO ] [LOCAL     ] Saved forecast: GLPI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GLPI.txt
[2026-02-11T20:23:09.011025] [INFO ] [sig       ] [1351/3412] Completed GLPI in 0.3s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-11T20:23:09.011064] [INFO ] [sig       ] [1352/3412] Forecasting GLRE...
[2026-02-11T20:23:09.011094] [INFO ] [sig       ] Generating forecast for: GLRE
[2026-02-11T20:23:09.011125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2026-02-11T20:23:09.023944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2026-02-11T20:23:09.024326] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2026-02-11T20:23:09.025376] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2026-02-11T20:23:09.025438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:09.025471] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:09.025498] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:09.025556] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:09.096446] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:09.097510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:09.097654] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:09.097708] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:09.226913] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:09.227121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:09.227165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:09.227234] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:09.231168] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2026-02-11T20:23:09.231453] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2026-02-11T20:23:09.231695] [INFO ] [sig       ] GLRE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:09.378625] [INFO ] [LOCAL     ] Saved forecast: GLRE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GLRE.txt
[2026-02-11T20:23:09.378801] [INFO ] [sig       ] [1352/3412] Completed GLRE in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-11T20:23:09.379025] [INFO ] [sig       ] [1353/3412] Forecasting GLSI...
[2026-02-11T20:23:09.379053] [INFO ] [sig       ] Generating forecast for: GLSI
[2026-02-11T20:23:09.379085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2026-02-11T20:23:09.392001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2026-02-11T20:23:09.392359] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2026-02-11T20:23:09.393194] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2026-02-11T20:23:09.393248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:09.393279] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:09.393306] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:09.393363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:09.469964] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:09.470899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:09.470991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:09.471025] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:09.592285] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:09.592455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:09.592499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:09.592529] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:09.596138] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2026-02-11T20:23:09.596450] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2026-02-11T20:23:09.596611] [INFO ] [sig       ] GLSI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:09.745114] [INFO ] [LOCAL     ] Saved forecast: GLSI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GLSI.txt
[2026-02-11T20:23:09.745277] [INFO ] [sig       ] [1353/3412] Completed GLSI in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-11T20:23:09.745318] [INFO ] [sig       ] [1354/3412] Forecasting GLTO...
[2026-02-11T20:23:09.745346] [INFO ] [sig       ] Generating forecast for: GLTO
[2026-02-11T20:23:09.745376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2026-02-11T20:23:09.761755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2026-02-11T20:23:09.762460] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2026-02-11T20:23:09.763659] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2026-02-11T20:23:09.763720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:09.763755] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:09.763782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:09.763846] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:09.830302] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:09.831516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:09.831643] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:09.831681] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:09.967029] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:09.967300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:09.967353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:09.967389] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:09.971437] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=26.21%)
[2026-02-11T20:23:09.971822] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2026-02-11T20:23:09.971973] [INFO ] [sig       ] GLTO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:10.129962] [INFO ] [LOCAL     ] Saved forecast: GLTO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GLTO.txt
[2026-02-11T20:23:10.130207] [INFO ] [sig       ] [1354/3412] Completed GLTO in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-11T20:23:10.130271] [INFO ] [sig       ] [1355/3412] Forecasting GLUE...
[2026-02-11T20:23:10.130309] [INFO ] [sig       ] Generating forecast for: GLUE
[2026-02-11T20:23:10.130344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2026-02-11T20:23:10.147608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2026-02-11T20:23:10.148414] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2026-02-11T20:23:10.149718] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2026-02-11T20:23:10.149781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:10.149815] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:10.149845] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:10.149908] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:10.227084] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:10.228471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:10.228624] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:10.228685] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:10.376994] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:10.377248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:10.377308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:10.377343] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:10.382237] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=68.07%)
[2026-02-11T20:23:10.382765] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2026-02-11T20:23:10.382948] [INFO ] [sig       ] GLUE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:10.564587] [INFO ] [LOCAL     ] Saved forecast: GLUE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GLUE.txt
[2026-02-11T20:23:10.564834] [INFO ] [sig       ] [1355/3412] Completed GLUE in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-11T20:23:10.564882] [INFO ] [sig       ] [1356/3412] Forecasting GMAB...
[2026-02-11T20:23:10.564916] [INFO ] [sig       ] Generating forecast for: GMAB
[2026-02-11T20:23:10.564951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2026-02-11T20:23:10.579526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2026-02-11T20:23:10.580083] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2026-02-11T20:23:10.581276] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2026-02-11T20:23:10.581336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:10.581372] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:10.581401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:10.581463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:10.647188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:10.648443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:10.648553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:10.648609] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:10.788547] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:10.788767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:10.788814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:10.788844] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:10.793217] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=50.12%)
[2026-02-11T20:23:10.793629] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2026-02-11T20:23:10.793797] [INFO ] [sig       ] GMAB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:10.968241] [INFO ] [LOCAL     ] Saved forecast: GMAB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GMAB.txt
[2026-02-11T20:23:10.968486] [INFO ] [sig       ] [1356/3412] Completed GMAB in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-11T20:23:10.968548] [INFO ] [sig       ] [1357/3412] Forecasting GME...
[2026-02-11T20:23:10.968622] [INFO ] [sig       ] Generating forecast for: GME
[2026-02-11T20:23:10.968673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2026-02-11T20:23:10.986074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2026-02-11T20:23:10.986566] [INFO ] [FORECASTER] Starting predict_future for GME
[2026-02-11T20:23:10.987770] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2026-02-11T20:23:10.987837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:10.987882] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:10.987924] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:10.988014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:11.061813] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:11.062857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:11.062953] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:11.062999] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:11.196940] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:11.197105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:11.197147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:11.197178] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:11.201253] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2026-02-11T20:23:11.201553] [INFO ] [FORECASTER] Completed predict_future for GME
[2026-02-11T20:23:11.201716] [INFO ] [sig       ] GME: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:11.353385] [INFO ] [LOCAL     ] Saved forecast: GME	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GME.txt
[2026-02-11T20:23:11.353553] [INFO ] [sig       ] [1357/3412] Completed GME in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-11T20:23:11.353617] [INFO ] [sig       ] [1358/3412] Forecasting GMED...
[2026-02-11T20:23:11.353650] [INFO ] [sig       ] Generating forecast for: GMED
[2026-02-11T20:23:11.353681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2026-02-11T20:23:11.368590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2026-02-11T20:23:11.369420] [INFO ] [FORECASTER] Starting predict_future for GMED
[2026-02-11T20:23:11.370446] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2026-02-11T20:23:11.370500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:11.370535] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:11.370562] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:11.370647] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:11.430423] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:11.431552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:11.431675] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:11.431710] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:11.567439] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:11.567757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:11.567865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:11.567910] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:11.572139] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=15.93%)
[2026-02-11T20:23:11.572485] [INFO ] [FORECASTER] Completed predict_future for GMED
[2026-02-11T20:23:11.572670] [INFO ] [sig       ] GMED: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:11.748449] [INFO ] [LOCAL     ] Saved forecast: GMED	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GMED.txt
[2026-02-11T20:23:11.748736] [INFO ] [sig       ] [1358/3412] Completed GMED in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-11T20:23:11.748785] [INFO ] [sig       ] [1359/3412] Forecasting GMM...
[2026-02-11T20:23:11.748818] [INFO ] [sig       ] Generating forecast for: GMM
[2026-02-11T20:23:11.748849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2026-02-11T20:23:11.762890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2026-02-11T20:23:11.763545] [INFO ] [FORECASTER] Starting predict_future for GMM
[2026-02-11T20:23:11.764796] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2026-02-11T20:23:11.764856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:11.764891] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:11.764921] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:11.764994] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:11.830071] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:11.831420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:11.831643] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:11.831693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:11.952874] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:11.953064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:11.953117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:11.953149] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:11.957738] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: UP (p=75.29%)
[2026-02-11T20:23:11.958221] [INFO ] [FORECASTER] Completed predict_future for GMM
[2026-02-11T20:23:11.958409] [INFO ] [sig       ] GMM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:12.107364] [INFO ] [LOCAL     ] Saved forecast: GMM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GMM.txt
[2026-02-11T20:23:12.107559] [INFO ] [sig       ] [1359/3412] Completed GMM in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-11T20:23:12.107622] [INFO ] [sig       ] [1360/3412] Forecasting GMRE...
[2026-02-11T20:23:12.107655] [INFO ] [sig       ] Generating forecast for: GMRE
[2026-02-11T20:23:12.107686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2026-02-11T20:23:12.124837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2026-02-11T20:23:12.125673] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2026-02-11T20:23:12.127042] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2026-02-11T20:23:12.127103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:12.127139] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:12.127168] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:12.127233] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:12.196330] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:12.197711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:12.197825] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:12.197860] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:12.333869] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:12.334122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:12.334173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:12.334204] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:12.339112] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=61.09%)
[2026-02-11T20:23:12.339463] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2026-02-11T20:23:12.339669] [INFO ] [sig       ] GMRE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:12.493747] [INFO ] [LOCAL     ] Saved forecast: GMRE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GMRE.txt
[2026-02-11T20:23:12.493962] [INFO ] [sig       ] [1360/3412] Completed GMRE in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-11T20:23:12.494007] [INFO ] [sig       ] [1361/3412] Forecasting GNE...
[2026-02-11T20:23:12.494039] [INFO ] [sig       ] Generating forecast for: GNE
[2026-02-11T20:23:12.494073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2026-02-11T20:23:12.509775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2026-02-11T20:23:12.510261] [INFO ] [FORECASTER] Starting predict_future for GNE
[2026-02-11T20:23:12.511254] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2026-02-11T20:23:12.511308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:12.511340] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:12.511366] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:12.511425] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:12.576068] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:12.577391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:12.577524] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:12.577562] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:12.698489] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:12.698748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:12.698799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:12.698830] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:12.702870] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=99.43%)
[2026-02-11T20:23:12.703193] [INFO ] [FORECASTER] Completed predict_future for GNE
[2026-02-11T20:23:12.703342] [INFO ] [sig       ] GNE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:12.847714] [INFO ] [LOCAL     ] Saved forecast: GNE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GNE.txt
[2026-02-11T20:23:12.847910] [INFO ] [sig       ] [1361/3412] Completed GNE in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-11T20:23:12.848092] [INFO ] [sig       ] [1362/3412] Forecasting GNK...
[2026-02-11T20:23:12.848424] [INFO ] [sig       ] Generating forecast for: GNK
[2026-02-11T20:23:12.848469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2026-02-11T20:23:12.863853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2026-02-11T20:23:12.864456] [INFO ] [FORECASTER] Starting predict_future for GNK
[2026-02-11T20:23:12.865546] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2026-02-11T20:23:12.865638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:12.865691] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:12.865720] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:12.865789] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:12.931678] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:12.932920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:12.933042] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:12.933077] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:13.073834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:13.074234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:13.074290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:13.074328] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:13.079557] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2026-02-11T20:23:13.079990] [INFO ] [FORECASTER] Completed predict_future for GNK
[2026-02-11T20:23:13.080189] [INFO ] [sig       ] GNK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:13.233458] [INFO ] [LOCAL     ] Saved forecast: GNK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GNK.txt
[2026-02-11T20:23:13.233674] [INFO ] [sig       ] [1362/3412] Completed GNK in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-11T20:23:13.233719] [INFO ] [sig       ] [1363/3412] Forecasting GNL...
[2026-02-11T20:23:13.233753] [INFO ] [sig       ] Generating forecast for: GNL
[2026-02-11T20:23:13.233785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2026-02-11T20:23:13.246596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2026-02-11T20:23:13.246936] [INFO ] [FORECASTER] Starting predict_future for GNL
[2026-02-11T20:23:13.247910] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2026-02-11T20:23:13.247972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:13.248010] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:13.248043] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:13.248115] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:13.307508] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:13.308390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:13.308478] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:13.308511] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:13.427803] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:13.427977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:13.428019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:13.428048] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:13.431670] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2026-02-11T20:23:13.431983] [INFO ] [FORECASTER] Completed predict_future for GNL
[2026-02-11T20:23:13.432124] [INFO ] [sig       ] GNL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:13.593973] [INFO ] [LOCAL     ] Saved forecast: GNL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GNL.txt
[2026-02-11T20:23:13.594160] [INFO ] [sig       ] [1363/3412] Completed GNL in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.2m
[2026-02-11T20:23:13.594202] [INFO ] [sig       ] [1364/3412] Forecasting GNLX...
[2026-02-11T20:23:13.594258] [INFO ] [sig       ] Generating forecast for: GNLX
[2026-02-11T20:23:13.594309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2026-02-11T20:23:13.607273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2026-02-11T20:23:13.607783] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2026-02-11T20:23:13.608709] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2026-02-11T20:23:13.608764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:13.608797] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:13.608824] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:13.608883] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:13.669866] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:13.670802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:13.670888] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:13.670923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:13.800790] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:13.800957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:13.801001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:13.801030] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:13.804607] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2026-02-11T20:23:13.804891] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2026-02-11T20:23:13.805028] [INFO ] [sig       ] GNLX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:13.951135] [INFO ] [LOCAL     ] Saved forecast: GNLX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GNLX.txt
[2026-02-11T20:23:13.951279] [INFO ] [sig       ] [1364/3412] Completed GNLX in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:13.951318] [INFO ] [sig       ] [1365/3412] Forecasting GNMA...
[2026-02-11T20:23:13.951348] [INFO ] [sig       ] Generating forecast for: GNMA
[2026-02-11T20:23:13.951377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2026-02-11T20:23:13.963467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2026-02-11T20:23:13.963858] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2026-02-11T20:23:13.964825] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2026-02-11T20:23:13.964878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:13.964911] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:13.964938] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:13.964995] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:14.027636] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:14.028605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:14.028736] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:14.028778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:14.147216] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:14.147383] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-11T20:23:14.147424] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:14.147453] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:14.151075] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: DOWN (p=17.33%)
[2026-02-11T20:23:14.151364] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2026-02-11T20:23:14.151495] [INFO ] [sig       ] GNMA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:14.296462] [INFO ] [LOCAL     ] Saved forecast: GNMA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GNMA.txt
[2026-02-11T20:23:14.296665] [INFO ] [sig       ] [1365/3412] Completed GNMA in 0.3s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:14.296716] [INFO ] [sig       ] [1366/3412] Forecasting GNOM...
[2026-02-11T20:23:14.296759] [INFO ] [sig       ] Generating forecast for: GNOM
[2026-02-11T20:23:14.296799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2026-02-11T20:23:14.310886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2026-02-11T20:23:14.311333] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2026-02-11T20:23:14.312219] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2026-02-11T20:23:14.312276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:14.312347] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:14.312377] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:14.312436] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:14.376157] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:14.377353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:14.377445] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:14.377513] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:14.498181] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:14.498347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:14.498389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:14.498417] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:14.501984] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=15.69%)
[2026-02-11T20:23:14.502270] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2026-02-11T20:23:14.502406] [INFO ] [sig       ] GNOM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:14.650159] [INFO ] [LOCAL     ] Saved forecast: GNOM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GNOM.txt
[2026-02-11T20:23:14.650322] [INFO ] [sig       ] [1366/3412] Completed GNOM in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:14.650367] [INFO ] [sig       ] [1367/3412] Forecasting GNPX...
[2026-02-11T20:23:14.650409] [INFO ] [sig       ] Generating forecast for: GNPX
[2026-02-11T20:23:14.650445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2026-02-11T20:23:14.663144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2026-02-11T20:23:14.663532] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2026-02-11T20:23:14.664390] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2026-02-11T20:23:14.664443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:14.664475] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:14.664501] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:14.664559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:14.722892] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:14.723791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:14.723885] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:14.723917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:14.840279] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:14.840461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:14.840515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:14.840546] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:14.844169] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2026-02-11T20:23:14.844458] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2026-02-11T20:23:14.844615] [INFO ] [sig       ] GNPX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:14.985129] [INFO ] [LOCAL     ] Saved forecast: GNPX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GNPX.txt
[2026-02-11T20:23:14.985296] [INFO ] [sig       ] [1367/3412] Completed GNPX in 0.3s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:14.985336] [INFO ] [sig       ] [1368/3412] Forecasting GNRC...
[2026-02-11T20:23:14.985367] [INFO ] [sig       ] Generating forecast for: GNRC
[2026-02-11T20:23:14.985397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2026-02-11T20:23:14.998257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2026-02-11T20:23:14.998636] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2026-02-11T20:23:14.999459] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2026-02-11T20:23:14.999511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:14.999544] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:14.999591] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:14.999652] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:15.056898] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:15.057805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:15.057897] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:15.057931] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:15.182082] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:15.182249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:15.182290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:15.182317] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:15.185849] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=70.09%)
[2026-02-11T20:23:15.186134] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2026-02-11T20:23:15.186266] [INFO ] [sig       ] GNRC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:15.330735] [INFO ] [LOCAL     ] Saved forecast: GNRC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GNRC.txt
[2026-02-11T20:23:15.330895] [INFO ] [sig       ] [1368/3412] Completed GNRC in 0.3s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:15.330934] [INFO ] [sig       ] [1369/3412] Forecasting GNSS...
[2026-02-11T20:23:15.330964] [INFO ] [sig       ] Generating forecast for: GNSS
[2026-02-11T20:23:15.330995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2026-02-11T20:23:15.345866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2026-02-11T20:23:15.346516] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2026-02-11T20:23:15.347549] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2026-02-11T20:23:15.347633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:15.347669] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:15.347697] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:15.347758] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:15.409846] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:15.411155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:15.411280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:15.411315] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:15.535808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:15.536058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:15.536109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:15.536202] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:15.540415] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=17.50%)
[2026-02-11T20:23:15.540799] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2026-02-11T20:23:15.540953] [INFO ] [sig       ] GNSS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:15.686782] [INFO ] [LOCAL     ] Saved forecast: GNSS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GNSS.txt
[2026-02-11T20:23:15.686963] [INFO ] [sig       ] [1369/3412] Completed GNSS in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:15.687009] [INFO ] [sig       ] [1370/3412] Forecasting GNTX...
[2026-02-11T20:23:15.687040] [INFO ] [sig       ] Generating forecast for: GNTX
[2026-02-11T20:23:15.687078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2026-02-11T20:23:15.701668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2026-02-11T20:23:15.702066] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2026-02-11T20:23:15.703057] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2026-02-11T20:23:15.703112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:15.703146] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:15.703173] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:15.703232] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:15.767661] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:15.768980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:15.769276] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:15.769310] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:15.898098] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:15.898343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:15.898393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:15.898425] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:15.902854] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2026-02-11T20:23:15.903245] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2026-02-11T20:23:15.903429] [INFO ] [sig       ] GNTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:16.076478] [INFO ] [LOCAL     ] Saved forecast: GNTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GNTX.txt
[2026-02-11T20:23:16.076768] [INFO ] [sig       ] [1370/3412] Completed GNTX in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:16.076822] [INFO ] [sig       ] [1371/3412] Forecasting GO...
[2026-02-11T20:23:16.076855] [INFO ] [sig       ] Generating forecast for: GO
[2026-02-11T20:23:16.076889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2026-02-11T20:23:16.092966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2026-02-11T20:23:16.093677] [INFO ] [FORECASTER] Starting predict_future for GO
[2026-02-11T20:23:16.094786] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2026-02-11T20:23:16.094850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:16.094887] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:16.094916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:16.094976] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:16.171906] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:16.173176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:16.173296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:16.173354] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:16.316507] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:16.316789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:16.316844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:16.316876] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:16.321108] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: UP (p=68.59%)
[2026-02-11T20:23:16.321454] [INFO ] [FORECASTER] Completed predict_future for GO
[2026-02-11T20:23:16.321619] [INFO ] [sig       ] GO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:16.480231] [INFO ] [LOCAL     ] Saved forecast: GO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GO.txt
[2026-02-11T20:23:16.480490] [INFO ] [sig       ] [1371/3412] Completed GO in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:16.480544] [INFO ] [sig       ] [1372/3412] Forecasting GOCO...
[2026-02-11T20:23:16.480607] [INFO ] [sig       ] Generating forecast for: GOCO
[2026-02-11T20:23:16.480650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2026-02-11T20:23:16.495538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2026-02-11T20:23:16.496144] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2026-02-11T20:23:16.497278] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2026-02-11T20:23:16.497348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:16.497397] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:16.497433] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:16.497548] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:16.567797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:16.569315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:16.569447] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:16.569486] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:16.704167] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:16.704413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:16.704463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:16.704493] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:16.709260] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=43.35%)
[2026-02-11T20:23:16.709797] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2026-02-11T20:23:16.709984] [INFO ] [sig       ] GOCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:16.880893] [INFO ] [LOCAL     ] Saved forecast: GOCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GOCO.txt
[2026-02-11T20:23:16.881158] [INFO ] [sig       ] [1372/3412] Completed GOCO in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:16.881211] [INFO ] [sig       ] [1373/3412] Forecasting GOF...
[2026-02-11T20:23:16.881249] [INFO ] [sig       ] Generating forecast for: GOF
[2026-02-11T20:23:16.881286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2026-02-11T20:23:16.898876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2026-02-11T20:23:16.899503] [INFO ] [FORECASTER] Starting predict_future for GOF
[2026-02-11T20:23:16.900825] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2026-02-11T20:23:16.900908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:16.900945] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:16.900998] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:16.901061] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:16.976304] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:16.977600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:16.977716] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:16.977752] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:17.117145] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:17.117415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:17.117497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:17.117533] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:17.122153] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=88.40%)
[2026-02-11T20:23:17.122499] [INFO ] [FORECASTER] Completed predict_future for GOF
[2026-02-11T20:23:17.122670] [INFO ] [sig       ] GOF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:17.271093] [INFO ] [LOCAL     ] Saved forecast: GOF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GOF.txt
[2026-02-11T20:23:17.271332] [INFO ] [sig       ] [1373/3412] Completed GOF in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:17.271384] [INFO ] [sig       ] [1374/3412] Forecasting GOGO...
[2026-02-11T20:23:17.271415] [INFO ] [sig       ] Generating forecast for: GOGO
[2026-02-11T20:23:17.271447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2026-02-11T20:23:17.285918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2026-02-11T20:23:17.286453] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2026-02-11T20:23:17.287488] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2026-02-11T20:23:17.287547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:17.287601] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:17.287632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:17.287690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:17.350451] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:17.351492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:17.351601] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:17.351637] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:17.474154] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:17.474326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:17.474368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:17.474395] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:17.477935] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=69.25%)
[2026-02-11T20:23:17.478235] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2026-02-11T20:23:17.478376] [INFO ] [sig       ] GOGO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:17.625958] [INFO ] [LOCAL     ] Saved forecast: GOGO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GOGO.txt
[2026-02-11T20:23:17.626152] [INFO ] [sig       ] [1374/3412] Completed GOGO in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:17.626199] [INFO ] [sig       ] [1375/3412] Forecasting GOLF...
[2026-02-11T20:23:17.626244] [INFO ] [sig       ] Generating forecast for: GOLF
[2026-02-11T20:23:17.626281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2026-02-11T20:23:17.639386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2026-02-11T20:23:17.639800] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2026-02-11T20:23:17.640683] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2026-02-11T20:23:17.640736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:17.640768] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:17.640795] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:17.640852] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:17.702258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:17.703368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:17.703473] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:17.703524] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:17.828969] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:17.829141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:17.829187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:17.829216] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:17.832953] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: UP (p=90.18%)
[2026-02-11T20:23:17.833295] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2026-02-11T20:23:17.833443] [INFO ] [sig       ] GOLF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:17.988471] [INFO ] [LOCAL     ] Saved forecast: GOLF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GOLF.txt
[2026-02-11T20:23:17.988662] [INFO ] [sig       ] [1375/3412] Completed GOLF in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:17.988706] [INFO ] [sig       ] [1376/3412] Forecasting GOOD...
[2026-02-11T20:23:17.988736] [INFO ] [sig       ] Generating forecast for: GOOD
[2026-02-11T20:23:17.988777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2026-02-11T20:23:18.002729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2026-02-11T20:23:18.003364] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2026-02-11T20:23:18.004538] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2026-02-11T20:23:18.004619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:18.004664] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:18.004698] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:18.004758] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:18.068863] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:18.069884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:18.070036] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:18.070071] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:18.196246] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:18.196418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:18.196460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:18.196489] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:18.200168] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=17.01%)
[2026-02-11T20:23:18.200503] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2026-02-11T20:23:18.200673] [INFO ] [sig       ] GOOD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:18.362422] [INFO ] [LOCAL     ] Saved forecast: GOOD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GOOD.txt
[2026-02-11T20:23:18.362655] [INFO ] [sig       ] [1376/3412] Completed GOOD in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:18.362710] [INFO ] [sig       ] [1377/3412] Forecasting GOOG...
[2026-02-11T20:23:18.362743] [INFO ] [sig       ] Generating forecast for: GOOG
[2026-02-11T20:23:18.362781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2026-02-11T20:23:18.378487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2026-02-11T20:23:18.379116] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2026-02-11T20:23:18.380053] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2026-02-11T20:23:18.380108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:18.380141] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:18.380168] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:18.380226] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:18.447488] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:18.448543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:18.448661] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:18.448696] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:18.581617] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:18.581787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:18.581833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:18.581863] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:18.585699] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=61.42%)
[2026-02-11T20:23:18.586052] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2026-02-11T20:23:18.586199] [INFO ] [sig       ] GOOG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:18.739523] [INFO ] [LOCAL     ] Saved forecast: GOOG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GOOG.txt
[2026-02-11T20:23:18.739746] [INFO ] [sig       ] [1377/3412] Completed GOOG in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:18.739800] [INFO ] [sig       ] [1378/3412] Forecasting GOOS...
[2026-02-11T20:23:18.739852] [INFO ] [sig       ] Generating forecast for: GOOS
[2026-02-11T20:23:18.739897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2026-02-11T20:23:18.753188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2026-02-11T20:23:18.753629] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2026-02-11T20:23:18.754518] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2026-02-11T20:23:18.754601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:18.754638] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:18.754665] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:18.754722] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:18.817136] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:18.818102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:18.818191] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:18.818225] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:18.945537] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:18.945726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:18.945769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:18.945798] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:18.949356] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2026-02-11T20:23:18.949672] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2026-02-11T20:23:18.949820] [INFO ] [sig       ] GOOS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:19.119307] [INFO ] [LOCAL     ] Saved forecast: GOOS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GOOS.txt
[2026-02-11T20:23:19.119498] [INFO ] [sig       ] [1378/3412] Completed GOOS in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:19.119543] [INFO ] [sig       ] [1379/3412] Forecasting GOSS...
[2026-02-11T20:23:19.119593] [INFO ] [sig       ] Generating forecast for: GOSS
[2026-02-11T20:23:19.119629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2026-02-11T20:23:19.138767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2026-02-11T20:23:19.139442] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2026-02-11T20:23:19.140742] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2026-02-11T20:23:19.140801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:19.140838] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:19.140865] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:19.140929] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:19.212200] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:19.213796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:19.213945] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:19.214001] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:19.360712] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:19.360958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:19.361005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:19.361036] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:19.365542] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2026-02-11T20:23:19.365934] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2026-02-11T20:23:19.366099] [INFO ] [sig       ] GOSS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:19.526589] [INFO ] [LOCAL     ] Saved forecast: GOSS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GOSS.txt
[2026-02-11T20:23:19.526862] [INFO ] [sig       ] [1379/3412] Completed GOSS in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-11T20:23:19.526908] [INFO ] [sig       ] [1380/3412] Forecasting GOVI...
[2026-02-11T20:23:19.526942] [INFO ] [sig       ] Generating forecast for: GOVI
[2026-02-11T20:23:19.526976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2026-02-11T20:23:19.541402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2026-02-11T20:23:19.541983] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2026-02-11T20:23:19.543015] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2026-02-11T20:23:19.543072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:19.543106] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:19.543132] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:19.543192] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:19.611560] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:19.613085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:19.613201] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:19.613237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:19.737867] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:19.738109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:19.738158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:19.738188] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:19.742550] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=10.95%)
[2026-02-11T20:23:19.743048] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2026-02-11T20:23:19.743224] [INFO ] [sig       ] GOVI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:19.898557] [INFO ] [LOCAL     ] Saved forecast: GOVI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GOVI.txt
[2026-02-11T20:23:19.898794] [INFO ] [sig       ] [1380/3412] Completed GOVI in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.2m
[2026-02-11T20:23:19.898838] [INFO ] [sig       ] [1381/3412] Forecasting GPC...
[2026-02-11T20:23:19.898870] [INFO ] [sig       ] Generating forecast for: GPC
[2026-02-11T20:23:19.898903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2026-02-11T20:23:19.913516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2026-02-11T20:23:19.914143] [INFO ] [FORECASTER] Starting predict_future for GPC
[2026-02-11T20:23:19.915146] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2026-02-11T20:23:19.915200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:19.915234] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:19.915262] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:19.915322] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:19.973003] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:19.974237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:19.974338] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:19.974370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:20.103296] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:20.103545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:20.103654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:20.103694] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:20.108104] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2026-02-11T20:23:20.108490] [INFO ] [FORECASTER] Completed predict_future for GPC
[2026-02-11T20:23:20.108700] [INFO ] [sig       ] GPC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:20.254897] [INFO ] [LOCAL     ] Saved forecast: GPC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GPC.txt
[2026-02-11T20:23:20.255129] [INFO ] [sig       ] [1381/3412] Completed GPC in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-11T20:23:20.255178] [INFO ] [sig       ] [1382/3412] Forecasting GPI...
[2026-02-11T20:23:20.255210] [INFO ] [sig       ] Generating forecast for: GPI
[2026-02-11T20:23:20.255256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2026-02-11T20:23:20.269649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2026-02-11T20:23:20.270153] [INFO ] [FORECASTER] Starting predict_future for GPI
[2026-02-11T20:23:20.271209] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2026-02-11T20:23:20.271264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:20.271299] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:20.271335] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:20.271397] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:20.334083] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:20.335266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:20.335369] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:20.335402] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:20.462015] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:20.462262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:20.462311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:20.462341] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:20.466753] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=83.15%)
[2026-02-11T20:23:20.467072] [INFO ] [FORECASTER] Completed predict_future for GPI
[2026-02-11T20:23:20.467217] [INFO ] [sig       ] GPI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:20.631000] [INFO ] [LOCAL     ] Saved forecast: GPI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GPI.txt
[2026-02-11T20:23:20.631178] [INFO ] [sig       ] [1382/3412] Completed GPI in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-11T20:23:20.631220] [INFO ] [sig       ] [1383/3412] Forecasting GPIQ...
[2026-02-11T20:23:20.631251] [INFO ] [sig       ] Generating forecast for: GPIQ
[2026-02-11T20:23:20.631283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2026-02-11T20:23:20.646427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2026-02-11T20:23:20.647135] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2026-02-11T20:23:20.648744] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2026-02-11T20:23:20.648916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:20.649059] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:20.649092] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:20.649178] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:20.719260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:20.720810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:20.720922] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:20.720957] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:20.845866] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:20.846135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:20.846185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:20.846215] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:20.850477] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2026-02-11T20:23:20.850831] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2026-02-11T20:23:20.850992] [INFO ] [sig       ] GPIQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:21.005741] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GPIQ.txt
[2026-02-11T20:23:21.005966] [INFO ] [sig       ] [1383/3412] Completed GPIQ in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-11T20:23:21.006018] [INFO ] [sig       ] [1384/3412] Forecasting GPIX...
[2026-02-11T20:23:21.006050] [INFO ] [sig       ] Generating forecast for: GPIX
[2026-02-11T20:23:21.006089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2026-02-11T20:23:21.020820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2026-02-11T20:23:21.021381] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2026-02-11T20:23:21.022487] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2026-02-11T20:23:21.022543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:21.022598] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:21.022630] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:21.022757] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:21.083927] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:21.084990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:21.085096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:21.085128] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:21.208148] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:21.208397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:21.208444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:21.208473] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:21.212769] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=65.25%)
[2026-02-11T20:23:21.213128] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2026-02-11T20:23:21.213292] [INFO ] [sig       ] GPIX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:21.360159] [INFO ] [LOCAL     ] Saved forecast: GPIX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GPIX.txt
[2026-02-11T20:23:21.360379] [INFO ] [sig       ] [1384/3412] Completed GPIX in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-11T20:23:21.360423] [INFO ] [sig       ] [1385/3412] Forecasting GPJA...
[2026-02-11T20:23:21.360463] [INFO ] [sig       ] Generating forecast for: GPJA
[2026-02-11T20:23:21.360499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2026-02-11T20:23:21.373996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2026-02-11T20:23:21.374467] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2026-02-11T20:23:21.375444] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2026-02-11T20:23:21.375502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:21.375538] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:21.375567] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:21.375651] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:21.436458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:21.437818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:21.437929] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:21.437963] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:21.559514] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:21.559800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:21.559855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:21.559884] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:21.564634] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2026-02-11T20:23:21.565014] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2026-02-11T20:23:21.565179] [INFO ] [sig       ] GPJA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:21.746868] [INFO ] [LOCAL     ] Saved forecast: GPJA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GPJA.txt
[2026-02-11T20:23:21.747340] [INFO ] [sig       ] [1385/3412] Completed GPJA in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-11T20:23:21.747429] [INFO ] [sig       ] [1386/3412] Forecasting GPK...
[2026-02-11T20:23:21.747502] [INFO ] [sig       ] Generating forecast for: GPK
[2026-02-11T20:23:21.747544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2026-02-11T20:23:21.763822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2026-02-11T20:23:21.764471] [INFO ] [FORECASTER] Starting predict_future for GPK
[2026-02-11T20:23:21.765549] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2026-02-11T20:23:21.765655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:21.765694] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:21.765722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:21.765790] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:21.829232] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:21.830537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:21.830745] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:21.830783] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:21.964149] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:21.964403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:21.964457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:21.964537] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:21.970266] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=24.02%)
[2026-02-11T20:23:21.970638] [INFO ] [FORECASTER] Completed predict_future for GPK
[2026-02-11T20:23:21.970816] [INFO ] [sig       ] GPK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:22.116030] [INFO ] [LOCAL     ] Saved forecast: GPK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GPK.txt
[2026-02-11T20:23:22.116299] [INFO ] [sig       ] [1386/3412] Completed GPK in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-11T20:23:22.116368] [INFO ] [sig       ] [1387/3412] Forecasting GPN...
[2026-02-11T20:23:22.116406] [INFO ] [sig       ] Generating forecast for: GPN
[2026-02-11T20:23:22.116453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2026-02-11T20:23:22.130283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2026-02-11T20:23:22.130797] [INFO ] [FORECASTER] Starting predict_future for GPN
[2026-02-11T20:23:22.131899] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2026-02-11T20:23:22.131956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:22.131989] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:22.132016] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:22.132100] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:22.192602] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:22.193809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:22.193924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:22.193959] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:22.321685] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:22.321925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:22.321971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:22.322000] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:22.326070] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=66.13%)
[2026-02-11T20:23:22.326403] [INFO ] [FORECASTER] Completed predict_future for GPN
[2026-02-11T20:23:22.326557] [INFO ] [sig       ] GPN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:22.476959] [INFO ] [LOCAL     ] Saved forecast: GPN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GPN.txt
[2026-02-11T20:23:22.477520] [INFO ] [sig       ] [1387/3412] Completed GPN in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-11T20:23:22.477635] [INFO ] [sig       ] [1388/3412] Forecasting GPRE...
[2026-02-11T20:23:22.477683] [INFO ] [sig       ] Generating forecast for: GPRE
[2026-02-11T20:23:22.477724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2026-02-11T20:23:22.494312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2026-02-11T20:23:22.494993] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2026-02-11T20:23:22.496440] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2026-02-11T20:23:22.496494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:22.496529] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:22.496556] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:22.496645] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:22.559948] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:22.561222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:22.561347] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:22.561386] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:22.696655] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:22.696897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:22.696952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:22.696983] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:22.701302] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2026-02-11T20:23:22.701819] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2026-02-11T20:23:22.701993] [INFO ] [sig       ] GPRE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:22.869826] [INFO ] [LOCAL     ] Saved forecast: GPRE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GPRE.txt
[2026-02-11T20:23:22.870253] [INFO ] [sig       ] [1388/3412] Completed GPRE in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-11T20:23:22.870299] [INFO ] [sig       ] [1389/3412] Forecasting GPRK...
[2026-02-11T20:23:22.870335] [INFO ] [sig       ] Generating forecast for: GPRK
[2026-02-11T20:23:22.870371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2026-02-11T20:23:22.886123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2026-02-11T20:23:22.886798] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2026-02-11T20:23:22.888134] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2026-02-11T20:23:22.888190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:22.888224] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:22.888250] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:22.888309] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:22.951963] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:22.953244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:22.953381] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:22.953421] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:23.093018] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:23.093456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:23.093509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:23.093538] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:23.098010] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=67.78%)
[2026-02-11T20:23:23.098358] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2026-02-11T20:23:23.098518] [INFO ] [sig       ] GPRK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:23.248888] [INFO ] [LOCAL     ] Saved forecast: GPRK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GPRK.txt
[2026-02-11T20:23:23.249118] [INFO ] [sig       ] [1389/3412] Completed GPRK in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-11T20:23:23.249183] [INFO ] [sig       ] [1390/3412] Forecasting GRAB...
[2026-02-11T20:23:23.249220] [INFO ] [sig       ] Generating forecast for: GRAB
[2026-02-11T20:23:23.249457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2026-02-11T20:23:23.264965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2026-02-11T20:23:23.265670] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2026-02-11T20:23:23.266943] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2026-02-11T20:23:23.267021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:23.267065] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:23.267099] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:23.267181] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:23.333922] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:23.335137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:23.335246] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:23.335279] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:23.461746] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:23.461998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:23.462047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:23.462076] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:23.466377] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=86.10%)
[2026-02-11T20:23:23.466819] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2026-02-11T20:23:23.467017] [INFO ] [sig       ] GRAB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:23.619700] [INFO ] [LOCAL     ] Saved forecast: GRAB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GRAB.txt
[2026-02-11T20:23:23.619940] [INFO ] [sig       ] [1390/3412] Completed GRAB in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-11T20:23:23.619986] [INFO ] [sig       ] [1391/3412] Forecasting GRAL...
[2026-02-11T20:23:23.620018] [INFO ] [sig       ] Generating forecast for: GRAL
[2026-02-11T20:23:23.620050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2026-02-11T20:23:23.635112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2026-02-11T20:23:23.635790] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2026-02-11T20:23:23.637118] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2026-02-11T20:23:23.637190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:23.637225] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:23.637253] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:23.637315] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:23.698403] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:23.699714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:23.699841] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:23.699875] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:23.834182] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:23.834434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:23.834487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:23.834740] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:23.839781] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2026-02-11T20:23:23.840438] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2026-02-11T20:23:23.840642] [INFO ] [sig       ] GRAL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:24.005853] [INFO ] [LOCAL     ] Saved forecast: GRAL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GRAL.txt
[2026-02-11T20:23:24.006079] [INFO ] [sig       ] [1391/3412] Completed GRAL in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-11T20:23:24.006130] [INFO ] [sig       ] [1392/3412] Forecasting GRBK...
[2026-02-11T20:23:24.006162] [INFO ] [sig       ] Generating forecast for: GRBK
[2026-02-11T20:23:24.006202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2026-02-11T20:23:24.022103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2026-02-11T20:23:24.022650] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2026-02-11T20:23:24.023647] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2026-02-11T20:23:24.023703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:24.023738] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:24.023767] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:24.023828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:24.086984] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:24.088310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:24.088419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:24.088454] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:24.217139] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:24.217402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:24.217455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:24.217512] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:24.221744] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=40.03%)
[2026-02-11T20:23:24.222098] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2026-02-11T20:23:24.222247] [INFO ] [sig       ] GRBK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:24.377672] [INFO ] [LOCAL     ] Saved forecast: GRBK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GRBK.txt
[2026-02-11T20:23:24.377915] [INFO ] [sig       ] [1392/3412] Completed GRBK in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-11T20:23:24.377961] [INFO ] [sig       ] [1393/3412] Forecasting GRC...
[2026-02-11T20:23:24.377993] [INFO ] [sig       ] Generating forecast for: GRC
[2026-02-11T20:23:24.378026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2026-02-11T20:23:24.393967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2026-02-11T20:23:24.394512] [INFO ] [FORECASTER] Starting predict_future for GRC
[2026-02-11T20:23:24.395798] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2026-02-11T20:23:24.395856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:24.395891] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:24.395919] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:24.395981] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:24.460721] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:24.462023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:24.462186] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:24.462223] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:24.625828] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:24.626068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:24.626146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:24.626179] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:24.630670] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=92.91%)
[2026-02-11T20:23:24.631031] [INFO ] [FORECASTER] Completed predict_future for GRC
[2026-02-11T20:23:24.631190] [INFO ] [sig       ] GRC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:24.784617] [INFO ] [LOCAL     ] Saved forecast: GRC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GRC.txt
[2026-02-11T20:23:24.784830] [INFO ] [sig       ] [1393/3412] Completed GRC in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-11T20:23:24.784877] [INFO ] [sig       ] [1394/3412] Forecasting GREE...
[2026-02-11T20:23:24.784909] [INFO ] [sig       ] Generating forecast for: GREE
[2026-02-11T20:23:24.784944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2026-02-11T20:23:24.801331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2026-02-11T20:23:24.802109] [INFO ] [FORECASTER] Starting predict_future for GREE
[2026-02-11T20:23:24.803332] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2026-02-11T20:23:24.803389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:24.803423] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:24.803451] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:24.803512] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:24.868044] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:24.869314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:24.869423] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:24.869458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:25.004007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:25.004278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:25.004338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:25.004374] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:25.009622] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: UP (p=82.68%)
[2026-02-11T20:23:25.010049] [INFO ] [FORECASTER] Completed predict_future for GREE
[2026-02-11T20:23:25.010233] [INFO ] [sig       ] GREE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:25.190434] [INFO ] [LOCAL     ] Saved forecast: GREE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GREE.txt
[2026-02-11T20:23:25.190692] [INFO ] [sig       ] [1394/3412] Completed GREE in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-11T20:23:25.190743] [INFO ] [sig       ] [1395/3412] Forecasting GRFS...
[2026-02-11T20:23:25.190778] [INFO ] [sig       ] Generating forecast for: GRFS
[2026-02-11T20:23:25.190812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2026-02-11T20:23:25.206422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2026-02-11T20:23:25.207001] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2026-02-11T20:23:25.208071] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2026-02-11T20:23:25.208128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:25.208163] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:25.208191] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:25.208252] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:25.267489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:25.268859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:25.268971] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:25.269006] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:25.405068] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:25.405332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:25.405382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:25.405414] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:25.410230] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: DOWN (p=23.35%)
[2026-02-11T20:23:25.410635] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2026-02-11T20:23:25.410803] [INFO ] [sig       ] GRFS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:25.571292] [INFO ] [LOCAL     ] Saved forecast: GRFS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GRFS.txt
[2026-02-11T20:23:25.571527] [INFO ] [sig       ] [1395/3412] Completed GRFS in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-11T20:23:25.571590] [INFO ] [sig       ] [1396/3412] Forecasting GRID...
[2026-02-11T20:23:25.571628] [INFO ] [sig       ] Generating forecast for: GRID
[2026-02-11T20:23:25.571662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2026-02-11T20:23:25.586502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2026-02-11T20:23:25.587301] [INFO ] [FORECASTER] Starting predict_future for GRID
[2026-02-11T20:23:25.588613] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2026-02-11T20:23:25.588671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:25.588706] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:25.588735] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:25.588796] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:25.650871] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:25.652029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:25.652134] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:25.652169] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:25.778000] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:25.778253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:25.778304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:25.778334] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:25.782560] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2026-02-11T20:23:25.782932] [INFO ] [FORECASTER] Completed predict_future for GRID
[2026-02-11T20:23:25.783099] [INFO ] [sig       ] GRID: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:25.942731] [INFO ] [LOCAL     ] Saved forecast: GRID	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GRID.txt
[2026-02-11T20:23:25.942992] [INFO ] [sig       ] [1396/3412] Completed GRID in 0.4s | 2.79 sym/s | Total: 8.4m | ETA: 12.1m
[2026-02-11T20:23:25.943039] [INFO ] [sig       ] [1397/3412] Forecasting GRMN...
[2026-02-11T20:23:25.943074] [INFO ] [sig       ] Generating forecast for: GRMN
[2026-02-11T20:23:25.943112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2026-02-11T20:23:25.957118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2026-02-11T20:23:25.957670] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2026-02-11T20:23:25.958778] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2026-02-11T20:23:25.958838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:25.958890] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:25.958921] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:25.958983] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:26.025547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:26.026755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:26.026859] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:26.026894] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:26.159348] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:26.159618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:26.159677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:26.159708] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:26.163853] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2026-02-11T20:23:26.164185] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2026-02-11T20:23:26.164349] [INFO ] [sig       ] GRMN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:26.315809] [INFO ] [LOCAL     ] Saved forecast: GRMN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GRMN.txt
[2026-02-11T20:23:26.316007] [INFO ] [sig       ] [1397/3412] Completed GRMN in 0.4s | 2.79 sym/s | Total: 8.4m | ETA: 12.1m
[2026-02-11T20:23:26.316063] [INFO ] [sig       ] [1398/3412] Forecasting GRND...
[2026-02-11T20:23:26.316095] [INFO ] [sig       ] Generating forecast for: GRND
[2026-02-11T20:23:26.316129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2026-02-11T20:23:26.331423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2026-02-11T20:23:26.331954] [INFO ] [FORECASTER] Starting predict_future for GRND
[2026-02-11T20:23:26.333340] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2026-02-11T20:23:26.333395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:26.333429] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:26.333456] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:26.333515] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:26.398264] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:26.400009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:26.400166] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:26.400207] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:26.549022] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:26.549265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:26.549503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:26.549534] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:26.554423] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: UP (p=59.82%)
[2026-02-11T20:23:26.554812] [INFO ] [FORECASTER] Completed predict_future for GRND
[2026-02-11T20:23:26.554988] [INFO ] [sig       ] GRND: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:26.708533] [INFO ] [LOCAL     ] Saved forecast: GRND	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GRND.txt
[2026-02-11T20:23:26.708814] [INFO ] [sig       ] [1398/3412] Completed GRND in 0.4s | 2.79 sym/s | Total: 8.4m | ETA: 12.1m
[2026-02-11T20:23:26.708862] [INFO ] [sig       ] [1399/3412] Forecasting GRPN...
[2026-02-11T20:23:26.708893] [INFO ] [sig       ] Generating forecast for: GRPN
[2026-02-11T20:23:26.708930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2026-02-11T20:23:26.724061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2026-02-11T20:23:26.724714] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2026-02-11T20:23:26.725985] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2026-02-11T20:23:26.726042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:26.726077] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:26.726104] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:26.726359] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:26.797297] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:26.798985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:26.799089] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:26.799123] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:26.941763] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:26.942040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:26.942101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:26.942136] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:26.947182] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2026-02-11T20:23:26.947772] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2026-02-11T20:23:26.947976] [INFO ] [sig       ] GRPN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:27.106406] [INFO ] [LOCAL     ] Saved forecast: GRPN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GRPN.txt
[2026-02-11T20:23:27.106640] [INFO ] [sig       ] [1399/3412] Completed GRPN in 0.4s | 2.78 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-11T20:23:27.106686] [INFO ] [sig       ] [1400/3412] Forecasting GRVY...
[2026-02-11T20:23:27.106716] [INFO ] [sig       ] Generating forecast for: GRVY
[2026-02-11T20:23:27.106750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2026-02-11T20:23:27.120750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2026-02-11T20:23:27.121212] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2026-02-11T20:23:27.122199] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2026-02-11T20:23:27.122253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:27.122329] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:27.122357] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:27.122417] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:27.181352] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:27.182373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:27.182475] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:27.182509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:27.298052] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:27.298300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:27.298350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:27.298381] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:27.302422] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2026-02-11T20:23:27.302762] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2026-02-11T20:23:27.302915] [INFO ] [sig       ] GRVY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:27.451917] [INFO ] [LOCAL     ] Saved forecast: GRVY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GRVY.txt
[2026-02-11T20:23:27.452105] [INFO ] [sig       ] [1400/3412] Completed GRVY in 0.3s | 2.78 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-11T20:23:27.452155] [INFO ] [sig       ] [1401/3412] Forecasting GRWG...
[2026-02-11T20:23:27.452186] [INFO ] [sig       ] Generating forecast for: GRWG
[2026-02-11T20:23:27.452218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2026-02-11T20:23:27.466900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2026-02-11T20:23:27.467428] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2026-02-11T20:23:27.468761] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2026-02-11T20:23:27.468817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:27.468850] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:27.468881] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:27.468944] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:27.530481] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:27.531798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:27.531911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:27.531945] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:27.662863] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:27.663166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:27.663251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:27.663305] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:27.668255] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=18.22%)
[2026-02-11T20:23:27.668679] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2026-02-11T20:23:27.668871] [INFO ] [sig       ] GRWG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:27.830058] [INFO ] [LOCAL     ] Saved forecast: GRWG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GRWG.txt
[2026-02-11T20:23:27.830466] [INFO ] [sig       ] [1401/3412] Completed GRWG in 0.4s | 2.78 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-11T20:23:27.830510] [INFO ] [sig       ] [1402/3412] Forecasting GRX...
[2026-02-11T20:23:27.830542] [INFO ] [sig       ] Generating forecast for: GRX
[2026-02-11T20:23:27.830594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2026-02-11T20:23:27.846042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2026-02-11T20:23:27.846693] [INFO ] [FORECASTER] Starting predict_future for GRX
[2026-02-11T20:23:27.847897] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2026-02-11T20:23:27.847954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:27.847990] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:27.848018] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:27.848080] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:27.912470] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:27.913820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:27.913980] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:27.914013] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:28.032018] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:28.032255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:28.032321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:28.032352] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:28.036391] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=24.43%)
[2026-02-11T20:23:28.036732] [INFO ] [FORECASTER] Completed predict_future for GRX
[2026-02-11T20:23:28.036901] [INFO ] [sig       ] GRX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:28.185512] [INFO ] [LOCAL     ] Saved forecast: GRX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GRX.txt
[2026-02-11T20:23:28.185722] [INFO ] [sig       ] [1402/3412] Completed GRX in 0.4s | 2.78 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-11T20:23:28.185769] [INFO ] [sig       ] [1403/3412] Forecasting GS...
[2026-02-11T20:23:28.185799] [INFO ] [sig       ] Generating forecast for: GS
[2026-02-11T20:23:28.185835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2026-02-11T20:23:28.199523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2026-02-11T20:23:28.199907] [INFO ] [FORECASTER] Starting predict_future for GS
[2026-02-11T20:23:28.200948] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2026-02-11T20:23:28.201007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:28.201045] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:28.201075] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:28.201144] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:28.262789] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:28.263914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:28.264054] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:28.264096] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:28.404316] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:28.404591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:28.404641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:28.404711] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:28.409176] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=52.00%)
[2026-02-11T20:23:28.409615] [INFO ] [FORECASTER] Completed predict_future for GS
[2026-02-11T20:23:28.409813] [INFO ] [sig       ] GS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:28.554246] [INFO ] [LOCAL     ] Saved forecast: GS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GS.txt
[2026-02-11T20:23:28.554429] [INFO ] [sig       ] [1403/3412] Completed GS in 0.4s | 2.78 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-11T20:23:28.554477] [INFO ] [sig       ] [1404/3412] Forecasting GSBC...
[2026-02-11T20:23:28.554515] [INFO ] [sig       ] Generating forecast for: GSBC
[2026-02-11T20:23:28.554549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2026-02-11T20:23:28.568905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2026-02-11T20:23:28.569292] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2026-02-11T20:23:28.570295] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2026-02-11T20:23:28.570350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:28.570382] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:28.570408] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:28.570469] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:28.633737] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:28.634504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:28.634615] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:28.634650] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:28.760547] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:28.760799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:28.760890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:28.760986] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:28.765871] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=43.59%)
[2026-02-11T20:23:28.766202] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2026-02-11T20:23:28.766349] [INFO ] [sig       ] GSBC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:28.916081] [INFO ] [LOCAL     ] Saved forecast: GSBC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GSBC.txt
[2026-02-11T20:23:28.916273] [INFO ] [sig       ] [1404/3412] Completed GSBC in 0.4s | 2.78 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-11T20:23:28.916317] [INFO ] [sig       ] [1405/3412] Forecasting GSBD...
[2026-02-11T20:23:28.916348] [INFO ] [sig       ] Generating forecast for: GSBD
[2026-02-11T20:23:28.916381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2026-02-11T20:23:28.931030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2026-02-11T20:23:28.931543] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2026-02-11T20:23:28.932872] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2026-02-11T20:23:28.932947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:28.932997] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:28.933035] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:28.933116] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:28.997244] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:28.998711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:28.998815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:28.998853] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:29.142862] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:29.143106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:29.143151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:29.143181] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:29.147253] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=14.89%)
[2026-02-11T20:23:29.147734] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2026-02-11T20:23:29.147903] [INFO ] [sig       ] GSBD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:29.307672] [INFO ] [LOCAL     ] Saved forecast: GSBD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GSBD.txt
[2026-02-11T20:23:29.307912] [INFO ] [sig       ] [1405/3412] Completed GSBD in 0.4s | 2.78 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-11T20:23:29.307960] [INFO ] [sig       ] [1406/3412] Forecasting GSHD...
[2026-02-11T20:23:29.307992] [INFO ] [sig       ] Generating forecast for: GSHD
[2026-02-11T20:23:29.308027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2026-02-11T20:23:29.323621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2026-02-11T20:23:29.324192] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2026-02-11T20:23:29.325197] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2026-02-11T20:23:29.325251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:29.325286] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:29.325313] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:29.325374] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:29.388593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:29.390237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:29.390613] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:29.390651] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:29.541442] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:29.541748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:29.541800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:29.541829] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:29.546470] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=38.98%)
[2026-02-11T20:23:29.546820] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2026-02-11T20:23:29.546976] [INFO ] [sig       ] GSHD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:29.705419] [INFO ] [LOCAL     ] Saved forecast: GSHD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GSHD.txt
[2026-02-11T20:23:29.705670] [INFO ] [sig       ] [1406/3412] Completed GSHD in 0.4s | 2.78 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-11T20:23:29.705724] [INFO ] [sig       ] [1407/3412] Forecasting GSK...
[2026-02-11T20:23:29.705762] [INFO ] [sig       ] Generating forecast for: GSK
[2026-02-11T20:23:29.705797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2026-02-11T20:23:29.720931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2026-02-11T20:23:29.721602] [INFO ] [FORECASTER] Starting predict_future for GSK
[2026-02-11T20:23:29.722701] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2026-02-11T20:23:29.722769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:29.722811] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:29.722847] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:29.722930] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:29.789696] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:29.791031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:29.791165] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:29.791207] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:29.971654] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:29.972089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:29.972156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:29.972192] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:29.978493] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2026-02-11T20:23:29.979182] [INFO ] [FORECASTER] Completed predict_future for GSK
[2026-02-11T20:23:29.979433] [INFO ] [sig       ] GSK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:30.189127] [INFO ] [LOCAL     ] Saved forecast: GSK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GSK.txt
[2026-02-11T20:23:30.189423] [INFO ] [sig       ] [1407/3412] Completed GSK in 0.5s | 2.78 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-11T20:23:30.189488] [INFO ] [sig       ] [1408/3412] Forecasting GSL...
[2026-02-11T20:23:30.189531] [INFO ] [sig       ] Generating forecast for: GSL
[2026-02-11T20:23:30.189591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2026-02-11T20:23:30.207941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2026-02-11T20:23:30.208687] [INFO ] [FORECASTER] Starting predict_future for GSL
[2026-02-11T20:23:30.210058] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2026-02-11T20:23:30.210126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:30.210173] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:30.210234] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:30.210316] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:30.283565] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:30.284883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:30.284996] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:30.285033] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:30.423001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:30.423172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:30.423215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:30.423244] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:30.427195] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=65.00%)
[2026-02-11T20:23:30.427512] [INFO ] [FORECASTER] Completed predict_future for GSL
[2026-02-11T20:23:30.427673] [INFO ] [sig       ] GSL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:30.575740] [INFO ] [LOCAL     ] Saved forecast: GSL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GSL.txt
[2026-02-11T20:23:30.575918] [INFO ] [sig       ] [1408/3412] Completed GSL in 0.4s | 2.78 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-11T20:23:30.575960] [INFO ] [sig       ] [1409/3412] Forecasting GSM...
[2026-02-11T20:23:30.575990] [INFO ] [sig       ] Generating forecast for: GSM
[2026-02-11T20:23:30.576020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2026-02-11T20:23:30.588801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2026-02-11T20:23:30.589176] [INFO ] [FORECASTER] Starting predict_future for GSM
[2026-02-11T20:23:30.590042] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2026-02-11T20:23:30.590093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:30.590126] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:30.590156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:30.590213] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:30.648512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:30.649528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:30.649636] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:30.649671] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:30.775375] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:30.775545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:30.775606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:30.775637] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:30.780262] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: UP (p=80.32%)
[2026-02-11T20:23:30.780551] [INFO ] [FORECASTER] Completed predict_future for GSM
[2026-02-11T20:23:30.780705] [INFO ] [sig       ] GSM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:30.925442] [INFO ] [LOCAL     ] Saved forecast: GSM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GSM.txt
[2026-02-11T20:23:30.925635] [INFO ] [sig       ] [1409/3412] Completed GSM in 0.3s | 2.78 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-11T20:23:30.925680] [INFO ] [sig       ] [1410/3412] Forecasting GTES...
[2026-02-11T20:23:30.925710] [INFO ] [sig       ] Generating forecast for: GTES
[2026-02-11T20:23:30.925739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2026-02-11T20:23:30.938599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2026-02-11T20:23:30.939009] [INFO ] [FORECASTER] Starting predict_future for GTES
[2026-02-11T20:23:30.940092] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2026-02-11T20:23:30.940146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:30.940180] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:30.940207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:30.940264] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:30.997640] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:30.998372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:30.998506] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:30.998541] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:31.120030] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:31.120203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:31.120244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:31.120275] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:31.123782] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2026-02-11T20:23:31.124068] [INFO ] [FORECASTER] Completed predict_future for GTES
[2026-02-11T20:23:31.124227] [INFO ] [sig       ] GTES: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:31.284645] [INFO ] [LOCAL     ] Saved forecast: GTES	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GTES.txt
[2026-02-11T20:23:31.284810] [INFO ] [sig       ] [1410/3412] Completed GTES in 0.4s | 2.78 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-11T20:23:31.284851] [INFO ] [sig       ] [1411/3412] Forecasting GTLB...
[2026-02-11T20:23:31.284883] [INFO ] [sig       ] Generating forecast for: GTLB
[2026-02-11T20:23:31.284914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2026-02-11T20:23:31.296958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2026-02-11T20:23:31.297344] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2026-02-11T20:23:31.298205] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2026-02-11T20:23:31.298258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:31.298290] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:31.298318] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:31.298376] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:31.357013] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:31.357959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:31.358045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:31.358077] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:31.482723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:31.482895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:31.482937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:31.482967] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:31.486914] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: DOWN (p=41.30%)
[2026-02-11T20:23:31.487201] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2026-02-11T20:23:31.487335] [INFO ] [sig       ] GTLB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:31.635185] [INFO ] [LOCAL     ] Saved forecast: GTLB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GTLB.txt
[2026-02-11T20:23:31.635353] [INFO ] [sig       ] [1411/3412] Completed GTLB in 0.4s | 2.78 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-11T20:23:31.635394] [INFO ] [sig       ] [1412/3412] Forecasting GTLS...
[2026-02-11T20:23:31.635425] [INFO ] [sig       ] Generating forecast for: GTLS
[2026-02-11T20:23:31.635478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2026-02-11T20:23:31.648196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2026-02-11T20:23:31.648548] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2026-02-11T20:23:31.649387] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2026-02-11T20:23:31.649439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:31.649471] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:31.649498] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:31.649555] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:31.706597] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:31.707403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:31.707500] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:31.707534] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:31.832815] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:31.832989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:31.833033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:31.833062] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:31.836629] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=31.70%)
[2026-02-11T20:23:31.836964] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2026-02-11T20:23:31.837110] [INFO ] [sig       ] GTLS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:31.980563] [INFO ] [LOCAL     ] Saved forecast: GTLS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GTLS.txt
[2026-02-11T20:23:31.980754] [INFO ] [sig       ] [1412/3412] Completed GTLS in 0.3s | 2.78 sym/s | Total: 8.5m | ETA: 12.0m
[2026-02-11T20:23:31.980795] [INFO ] [sig       ] [1413/3412] Forecasting GTN...
[2026-02-11T20:23:31.980826] [INFO ] [sig       ] Generating forecast for: GTN
[2026-02-11T20:23:31.980856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2026-02-11T20:23:31.993361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2026-02-11T20:23:31.993787] [INFO ] [FORECASTER] Starting predict_future for GTN
[2026-02-11T20:23:31.994625] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2026-02-11T20:23:31.994677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:31.994709] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:31.994737] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:31.994793] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:32.052638] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:32.053518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:32.053623] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:32.053657] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:32.180136] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:32.180302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:32.180343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:32.180373] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:32.183968] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2026-02-11T20:23:32.184267] [INFO ] [FORECASTER] Completed predict_future for GTN
[2026-02-11T20:23:32.184426] [INFO ] [sig       ] GTN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:32.327702] [INFO ] [LOCAL     ] Saved forecast: GTN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GTN.txt
[2026-02-11T20:23:32.327861] [INFO ] [sig       ] [1413/3412] Completed GTN in 0.3s | 2.78 sym/s | Total: 8.5m | ETA: 12.0m
[2026-02-11T20:23:32.327901] [INFO ] [sig       ] [1414/3412] Forecasting GTX...
[2026-02-11T20:23:32.327930] [INFO ] [sig       ] Generating forecast for: GTX
[2026-02-11T20:23:32.327961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2026-02-11T20:23:32.340278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2026-02-11T20:23:32.340523] [INFO ] [FORECASTER] Starting predict_future for GTX
[2026-02-11T20:23:32.341345] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2026-02-11T20:23:32.341611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:32.341644] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:32.341670] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:32.341727] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:32.399694] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:32.400294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:32.400374] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:32.400406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:32.520001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:32.520105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:32.520144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:32.520177] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:32.523523] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: UP (p=79.10%)
[2026-02-11T20:23:32.523806] [INFO ] [FORECASTER] Completed predict_future for GTX
[2026-02-11T20:23:32.523931] [INFO ] [sig       ] GTX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:32.666940] [INFO ] [LOCAL     ] Saved forecast: GTX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GTX.txt
[2026-02-11T20:23:32.667060] [INFO ] [sig       ] [1414/3412] Completed GTX in 0.3s | 2.78 sym/s | Total: 8.5m | ETA: 12.0m
[2026-02-11T20:23:32.667098] [INFO ] [sig       ] [1415/3412] Forecasting GTY...
[2026-02-11T20:23:32.667126] [INFO ] [sig       ] Generating forecast for: GTY
[2026-02-11T20:23:32.667159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2026-02-11T20:23:32.679289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2026-02-11T20:23:32.679563] [INFO ] [FORECASTER] Starting predict_future for GTY
[2026-02-11T20:23:32.680371] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2026-02-11T20:23:32.680422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:32.680454] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:32.680481] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:32.680539] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:32.737765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:32.738377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:32.738456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:32.738488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:32.861469] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:32.861665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:32.861710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:32.861738] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:32.865232] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2026-02-11T20:23:32.865505] [INFO ] [FORECASTER] Completed predict_future for GTY
[2026-02-11T20:23:32.865652] [INFO ] [sig       ] GTY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:33.005105] [INFO ] [LOCAL     ] Saved forecast: GTY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GTY.txt
[2026-02-11T20:23:33.005240] [INFO ] [sig       ] [1415/3412] Completed GTY in 0.3s | 2.78 sym/s | Total: 8.5m | ETA: 12.0m
[2026-02-11T20:23:33.005278] [INFO ] [sig       ] [1416/3412] Forecasting GUG...
[2026-02-11T20:23:33.005306] [INFO ] [sig       ] Generating forecast for: GUG
[2026-02-11T20:23:33.005336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2026-02-11T20:23:33.018137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2026-02-11T20:23:33.018429] [INFO ] [FORECASTER] Starting predict_future for GUG
[2026-02-11T20:23:33.019439] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2026-02-11T20:23:33.019492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:33.019524] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:33.019549] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:33.019624] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:33.076400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:33.077205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:33.077289] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:33.077322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:33.206863] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:33.207047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:33.207103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:33.207150] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:33.212038] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=13.53%)
[2026-02-11T20:23:33.212422] [INFO ] [FORECASTER] Completed predict_future for GUG
[2026-02-11T20:23:33.212622] [INFO ] [sig       ] GUG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:33.369402] [INFO ] [LOCAL     ] Saved forecast: GUG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GUG.txt
[2026-02-11T20:23:33.369590] [INFO ] [sig       ] [1416/3412] Completed GUG in 0.4s | 2.78 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-11T20:23:33.369632] [INFO ] [sig       ] [1417/3412] Forecasting GVA...
[2026-02-11T20:23:33.369662] [INFO ] [sig       ] Generating forecast for: GVA
[2026-02-11T20:23:33.369693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2026-02-11T20:23:33.381362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2026-02-11T20:23:33.381633] [INFO ] [FORECASTER] Starting predict_future for GVA
[2026-02-11T20:23:33.382417] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2026-02-11T20:23:33.382468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:33.382525] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:33.382554] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:33.382634] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:33.440195] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:33.440863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:33.440942] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:33.440974] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:33.558204] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:33.558360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:33.558400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:33.558430] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:33.562047] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2026-02-11T20:23:33.562334] [INFO ] [FORECASTER] Completed predict_future for GVA
[2026-02-11T20:23:33.562470] [INFO ] [sig       ] GVA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:33.702702] [INFO ] [LOCAL     ] Saved forecast: GVA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GVA.txt
[2026-02-11T20:23:33.702840] [INFO ] [sig       ] [1417/3412] Completed GVA in 0.3s | 2.78 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-11T20:23:33.702880] [INFO ] [sig       ] [1418/3412] Forecasting GWH...
[2026-02-11T20:23:33.702908] [INFO ] [sig       ] Generating forecast for: GWH
[2026-02-11T20:23:33.702939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2026-02-11T20:23:33.714218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2026-02-11T20:23:33.714478] [INFO ] [FORECASTER] Starting predict_future for GWH
[2026-02-11T20:23:33.715280] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2026-02-11T20:23:33.715332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:33.715363] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:33.715389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:33.715447] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:33.773151] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:33.773787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:33.773866] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:33.773898] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:33.894903] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:33.895003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:33.895040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:33.895067] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:33.898266] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=87.33%)
[2026-02-11T20:23:33.898535] [INFO ] [FORECASTER] Completed predict_future for GWH
[2026-02-11T20:23:33.898682] [INFO ] [sig       ] GWH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:34.043988] [INFO ] [LOCAL     ] Saved forecast: GWH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GWH.txt
[2026-02-11T20:23:34.044116] [INFO ] [sig       ] [1418/3412] Completed GWH in 0.3s | 2.78 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-11T20:23:34.044155] [INFO ] [sig       ] [1419/3412] Forecasting GWRE...
[2026-02-11T20:23:34.044185] [INFO ] [sig       ] Generating forecast for: GWRE
[2026-02-11T20:23:34.044215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2026-02-11T20:23:34.057627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2026-02-11T20:23:34.057892] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2026-02-11T20:23:34.058889] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2026-02-11T20:23:34.058940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:34.058973] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:34.058999] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:34.059057] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:34.117904] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:34.118495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:34.118592] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:34.118627] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:34.243223] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:34.243522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:34.243558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:34.243605] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:34.247030] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=49.35%)
[2026-02-11T20:23:34.247300] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2026-02-11T20:23:34.247428] [INFO ] [sig       ] GWRE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:34.388628] [INFO ] [LOCAL     ] Saved forecast: GWRE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/GWRE.txt
[2026-02-11T20:23:34.388795] [INFO ] [sig       ] [1419/3412] Completed GWRE in 0.3s | 2.78 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-11T20:23:34.388835] [INFO ] [sig       ] [1420/3412] Forecasting GWRS...
[2026-02-11T20:23:34.388865] [INFO ] [sig       ] Generating forecast for: GWRS
[2026-02-11T20:23:34.388898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2026-02-11T20:23:34.401691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2026-02-11T20:23:34.402113] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2026-02-11T20:23:34.402974] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2026-02-11T20:23:34.403026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:34.403058] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:34.403084] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:34.403142] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:34.463263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:34.464193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:34.464281] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:34.464314] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:34.579128] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:34.579302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:34.579350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:34.579416] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:34.582947] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2026-02-11T20:23:34.583249] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2026-02-11T20:23:34.583396] [INFO ] [sig       ] GWRS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:34.728201] [INFO ] [LOCAL     ] Saved forecast: GWRS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GWRS.txt
[2026-02-11T20:23:34.728367] [INFO ] [sig       ] [1420/3412] Completed GWRS in 0.3s | 2.78 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-11T20:23:34.728407] [INFO ] [sig       ] [1421/3412] Forecasting GXAI...
[2026-02-11T20:23:34.728437] [INFO ] [sig       ] Generating forecast for: GXAI
[2026-02-11T20:23:34.728467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2026-02-11T20:23:34.742208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2026-02-11T20:23:34.742751] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2026-02-11T20:23:34.743794] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2026-02-11T20:23:34.743857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:34.743889] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:34.743916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:34.743973] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:34.801976] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:34.802717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:34.802800] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:34.802833] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:34.920666] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:34.920836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:34.920876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:34.920905] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:34.924672] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2026-02-11T20:23:34.924963] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2026-02-11T20:23:34.925100] [INFO ] [sig       ] GXAI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:35.067785] [INFO ] [LOCAL     ] Saved forecast: GXAI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GXAI.txt
[2026-02-11T20:23:35.067932] [INFO ] [sig       ] [1421/3412] Completed GXAI in 0.3s | 2.78 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-11T20:23:35.067972] [INFO ] [sig       ] [1422/3412] Forecasting GYRE...
[2026-02-11T20:23:35.068002] [INFO ] [sig       ] Generating forecast for: GYRE
[2026-02-11T20:23:35.068032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2026-02-11T20:23:35.079850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2026-02-11T20:23:35.080153] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2026-02-11T20:23:35.080957] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2026-02-11T20:23:35.081008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:35.081040] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:35.081067] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:35.081123] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:35.139550] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:35.140591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:35.140687] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:35.140721] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:35.269433] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:35.269625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:35.269670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:35.269703] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:35.274421] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=97.60%)
[2026-02-11T20:23:35.274776] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2026-02-11T20:23:35.274921] [INFO ] [sig       ] GYRE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:35.430273] [INFO ] [LOCAL     ] Saved forecast: GYRE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/GYRE.txt
[2026-02-11T20:23:35.430431] [INFO ] [sig       ] [1422/3412] Completed GYRE in 0.4s | 2.78 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-11T20:23:35.430472] [INFO ] [sig       ] [1423/3412] Forecasting H...
[2026-02-11T20:23:35.430502] [INFO ] [sig       ] Generating forecast for: H
[2026-02-11T20:23:35.430534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2026-02-11T20:23:35.443052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2026-02-11T20:23:35.443371] [INFO ] [FORECASTER] Starting predict_future for H
[2026-02-11T20:23:35.444186] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2026-02-11T20:23:35.444238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:35.444271] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:35.444297] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:35.444354] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:35.502146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:35.503108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:35.503203] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:35.503237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:35.637915] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:35.638107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:35.638165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:35.638197] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:35.642718] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=34.21%)
[2026-02-11T20:23:35.643111] [INFO ] [FORECASTER] Completed predict_future for H
[2026-02-11T20:23:35.643295] [INFO ] [sig       ] H: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:35.788704] [INFO ] [LOCAL     ] Saved forecast: H	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/H.txt
[2026-02-11T20:23:35.788871] [INFO ] [sig       ] [1423/3412] Completed H in 0.4s | 2.78 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-11T20:23:35.788923] [INFO ] [sig       ] [1424/3412] Forecasting HAE...
[2026-02-11T20:23:35.788956] [INFO ] [sig       ] Generating forecast for: HAE
[2026-02-11T20:23:35.788997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2026-02-11T20:23:35.802491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2026-02-11T20:23:35.802928] [INFO ] [FORECASTER] Starting predict_future for HAE
[2026-02-11T20:23:35.803849] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2026-02-11T20:23:35.803900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:35.803932] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:35.803959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:35.804022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:35.861531] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:35.862588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:35.862694] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:35.862729] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:35.991770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:35.991938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:35.991980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:35.992009] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:35.995487] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=20.21%)
[2026-02-11T20:23:35.995783] [INFO ] [FORECASTER] Completed predict_future for HAE
[2026-02-11T20:23:35.995914] [INFO ] [sig       ] HAE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:36.139278] [INFO ] [LOCAL     ] Saved forecast: HAE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HAE.txt
[2026-02-11T20:23:36.139408] [INFO ] [sig       ] [1424/3412] Completed HAE in 0.4s | 2.78 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-11T20:23:36.139453] [INFO ] [sig       ] [1425/3412] Forecasting HAFC...
[2026-02-11T20:23:36.139482] [INFO ] [sig       ] Generating forecast for: HAFC
[2026-02-11T20:23:36.139513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2026-02-11T20:23:36.151238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2026-02-11T20:23:36.151619] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2026-02-11T20:23:36.152454] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2026-02-11T20:23:36.152510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:36.152545] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:36.152593] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:36.152658] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:36.212374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:36.213167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:36.213266] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:36.213306] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:36.337541] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:36.337678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:36.337717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:36.337745] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:36.341006] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: DOWN (p=49.29%)
[2026-02-11T20:23:36.341286] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2026-02-11T20:23:36.341414] [INFO ] [sig       ] HAFC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:36.482961] [INFO ] [LOCAL     ] Saved forecast: HAFC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HAFC.txt
[2026-02-11T20:23:36.483090] [INFO ] [sig       ] [1425/3412] Completed HAFC in 0.3s | 2.78 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-11T20:23:36.483128] [INFO ] [sig       ] [1426/3412] Forecasting HAL...
[2026-02-11T20:23:36.483156] [INFO ] [sig       ] Generating forecast for: HAL
[2026-02-11T20:23:36.483187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2026-02-11T20:23:36.495351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2026-02-11T20:23:36.495630] [INFO ] [FORECASTER] Starting predict_future for HAL
[2026-02-11T20:23:36.496412] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2026-02-11T20:23:36.496463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:36.496495] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:36.496521] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:36.496599] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:36.554890] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:36.555495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:36.555593] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:36.555628] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:36.683207] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:36.683380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:36.683422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:36.683449] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:36.687014] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=72.74%)
[2026-02-11T20:23:36.687358] [INFO ] [FORECASTER] Completed predict_future for HAL
[2026-02-11T20:23:36.687544] [INFO ] [sig       ] HAL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:36.831367] [INFO ] [LOCAL     ] Saved forecast: HAL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HAL.txt
[2026-02-11T20:23:36.831495] [INFO ] [sig       ] [1426/3412] Completed HAL in 0.3s | 2.78 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-11T20:23:36.831543] [INFO ] [sig       ] [1427/3412] Forecasting HALO...
[2026-02-11T20:23:36.831590] [INFO ] [sig       ] Generating forecast for: HALO
[2026-02-11T20:23:36.831625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2026-02-11T20:23:36.843480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2026-02-11T20:23:36.843760] [INFO ] [FORECASTER] Starting predict_future for HALO
[2026-02-11T20:23:36.844536] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2026-02-11T20:23:36.844607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:36.844640] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:36.844668] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:36.844730] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:36.902408] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:36.903203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:36.903310] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:36.903343] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:37.025412] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:37.025553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:37.025611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:37.025642] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:37.029029] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=30.28%)
[2026-02-11T20:23:37.029337] [INFO ] [FORECASTER] Completed predict_future for HALO
[2026-02-11T20:23:37.029473] [INFO ] [sig       ] HALO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:37.171336] [INFO ] [LOCAL     ] Saved forecast: HALO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HALO.txt
[2026-02-11T20:23:37.171464] [INFO ] [sig       ] [1427/3412] Completed HALO in 0.3s | 2.78 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-11T20:23:37.171503] [INFO ] [sig       ] [1428/3412] Forecasting HAS...
[2026-02-11T20:23:37.171533] [INFO ] [sig       ] Generating forecast for: HAS
[2026-02-11T20:23:37.171563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2026-02-11T20:23:37.187179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2026-02-11T20:23:37.187930] [INFO ] [FORECASTER] Starting predict_future for HAS
[2026-02-11T20:23:37.189669] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2026-02-11T20:23:37.189836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:37.189874] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:37.189903] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:37.189976] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:37.254886] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:37.256230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:37.256374] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:37.256409] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:37.391007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:37.391256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:37.391333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:37.391366] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:37.396322] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2026-02-11T20:23:37.396979] [INFO ] [FORECASTER] Completed predict_future for HAS
[2026-02-11T20:23:37.397187] [INFO ] [sig       ] HAS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:37.547177] [INFO ] [LOCAL     ] Saved forecast: HAS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HAS.txt
[2026-02-11T20:23:37.547417] [INFO ] [sig       ] [1428/3412] Completed HAS in 0.4s | 2.78 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-11T20:23:37.547496] [INFO ] [sig       ] [1429/3412] Forecasting HASI...
[2026-02-11T20:23:37.547535] [INFO ] [sig       ] Generating forecast for: HASI
[2026-02-11T20:23:37.547587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2026-02-11T20:23:37.562192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2026-02-11T20:23:37.563024] [INFO ] [FORECASTER] Starting predict_future for HASI
[2026-02-11T20:23:37.564289] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2026-02-11T20:23:37.564345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:37.564380] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:37.564408] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:37.564470] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:37.631066] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:37.632436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:37.632601] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:37.632638] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:37.754723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:37.754957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:37.755006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:37.755038] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:37.759207] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2026-02-11T20:23:37.759521] [INFO ] [FORECASTER] Completed predict_future for HASI
[2026-02-11T20:23:37.759706] [INFO ] [sig       ] HASI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:37.925520] [INFO ] [LOCAL     ] Saved forecast: HASI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HASI.txt
[2026-02-11T20:23:37.925812] [INFO ] [sig       ] [1429/3412] Completed HASI in 0.4s | 2.78 sym/s | Total: 8.6m | ETA: 11.9m
[2026-02-11T20:23:37.925872] [INFO ] [sig       ] [1430/3412] Forecasting HBAN...
[2026-02-11T20:23:37.925915] [INFO ] [sig       ] Generating forecast for: HBAN
[2026-02-11T20:23:37.925960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2026-02-11T20:23:37.943010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2026-02-11T20:23:37.943527] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2026-02-11T20:23:37.944631] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2026-02-11T20:23:37.944686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:37.944722] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:37.944765] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:37.944861] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:38.014293] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:38.015619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:38.015733] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:38.015770] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:38.154851] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:38.155094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:38.155144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:38.155175] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:38.161331] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: DOWN (p=22.31%)
[2026-02-11T20:23:38.162036] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2026-02-11T20:23:38.162263] [INFO ] [sig       ] HBAN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:38.321645] [INFO ] [LOCAL     ] Saved forecast: HBAN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HBAN.txt
[2026-02-11T20:23:38.321910] [INFO ] [sig       ] [1430/3412] Completed HBAN in 0.4s | 2.78 sym/s | Total: 8.6m | ETA: 11.9m
[2026-02-11T20:23:38.321959] [INFO ] [sig       ] [1431/3412] Forecasting HBANL...
[2026-02-11T20:23:38.321994] [INFO ] [sig       ] Generating forecast for: HBANL
[2026-02-11T20:23:38.322029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2026-02-11T20:23:38.336961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2026-02-11T20:23:38.337616] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2026-02-11T20:23:38.338749] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2026-02-11T20:23:38.338808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:38.338844] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:38.338872] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:38.338933] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:38.420009] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:38.421325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:38.421480] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:38.421517] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:38.559523] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:38.559783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:38.559832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:38.559862] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:38.564235] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=40.37%)
[2026-02-11T20:23:38.564634] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2026-02-11T20:23:38.564803] [INFO ] [sig       ] HBANL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:38.715848] [INFO ] [LOCAL     ] Saved forecast: HBANL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HBANL.txt
[2026-02-11T20:23:38.716118] [INFO ] [sig       ] [1431/3412] Completed HBANL in 0.4s | 2.78 sym/s | Total: 8.6m | ETA: 11.9m
[2026-02-11T20:23:38.716189] [INFO ] [sig       ] [1432/3412] Forecasting HBANP...
[2026-02-11T20:23:38.716238] [INFO ] [sig       ] Generating forecast for: HBANP
[2026-02-11T20:23:38.716289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2026-02-11T20:23:38.730792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2026-02-11T20:23:38.731360] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2026-02-11T20:23:38.732883] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2026-02-11T20:23:38.732944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:38.732993] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:38.733023] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:38.733083] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:38.793867] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:38.795094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:38.795222] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:38.795259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:38.918249] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:38.918520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:38.918567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:38.918618] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:38.922774] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=31.79%)
[2026-02-11T20:23:38.923129] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2026-02-11T20:23:38.923302] [INFO ] [sig       ] HBANP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:39.074101] [INFO ] [LOCAL     ] Saved forecast: HBANP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HBANP.txt
[2026-02-11T20:23:39.074416] [INFO ] [sig       ] [1432/3412] Completed HBANP in 0.4s | 2.78 sym/s | Total: 8.6m | ETA: 11.9m
[2026-02-11T20:23:39.074479] [INFO ] [sig       ] [1433/3412] Forecasting HBB...
[2026-02-11T20:23:39.074514] [INFO ] [sig       ] Generating forecast for: HBB
[2026-02-11T20:23:39.074557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2026-02-11T20:23:39.088995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2026-02-11T20:23:39.089385] [INFO ] [FORECASTER] Starting predict_future for HBB
[2026-02-11T20:23:39.090232] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2026-02-11T20:23:39.090284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:39.090318] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:39.090344] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:39.090400] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:39.147650] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:39.148609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:39.148709] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:39.148742] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:39.262178] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:39.262384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:39.262444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:39.262491] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:39.266355] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=86.86%)
[2026-02-11T20:23:39.266706] [INFO ] [FORECASTER] Completed predict_future for HBB
[2026-02-11T20:23:39.266850] [INFO ] [sig       ] HBB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:39.408838] [INFO ] [LOCAL     ] Saved forecast: HBB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HBB.txt
[2026-02-11T20:23:39.409051] [INFO ] [sig       ] [1433/3412] Completed HBB in 0.3s | 2.78 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-11T20:23:39.409107] [INFO ] [sig       ] [1434/3412] Forecasting HBCP...
[2026-02-11T20:23:39.409150] [INFO ] [sig       ] Generating forecast for: HBCP
[2026-02-11T20:23:39.409190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2026-02-11T20:23:39.421217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2026-02-11T20:23:39.421614] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2026-02-11T20:23:39.422435] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2026-02-11T20:23:39.422489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:39.422557] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:39.422619] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:39.422705] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:39.480366] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:39.481287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:39.481374] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:39.481408] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:39.597365] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:39.597550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:39.597637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:39.597668] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:39.601084] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: DOWN (p=12.38%)
[2026-02-11T20:23:39.601363] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2026-02-11T20:23:39.601491] [INFO ] [sig       ] HBCP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:39.767647] [INFO ] [LOCAL     ] Saved forecast: HBCP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HBCP.txt
[2026-02-11T20:23:39.767823] [INFO ] [sig       ] [1434/3412] Completed HBCP in 0.4s | 2.78 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-11T20:23:39.767866] [INFO ] [sig       ] [1435/3412] Forecasting HBM...
[2026-02-11T20:23:39.767897] [INFO ] [sig       ] Generating forecast for: HBM
[2026-02-11T20:23:39.767929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2026-02-11T20:23:39.782378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2026-02-11T20:23:39.782879] [INFO ] [FORECASTER] Starting predict_future for HBM
[2026-02-11T20:23:39.783980] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2026-02-11T20:23:39.784044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:39.784088] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:39.784125] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:39.784206] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:39.857775] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:39.858809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:39.858928] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:39.858965] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:39.983811] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:39.983993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:39.984038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:39.984069] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:39.987744] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2026-02-11T20:23:39.988059] [INFO ] [FORECASTER] Completed predict_future for HBM
[2026-02-11T20:23:39.988202] [INFO ] [sig       ] HBM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:40.133594] [INFO ] [LOCAL     ] Saved forecast: HBM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HBM.txt
[2026-02-11T20:23:40.133765] [INFO ] [sig       ] [1435/3412] Completed HBM in 0.4s | 2.78 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-11T20:23:40.133807] [INFO ] [sig       ] [1436/3412] Forecasting HBNC...
[2026-02-11T20:23:40.133841] [INFO ] [sig       ] Generating forecast for: HBNC
[2026-02-11T20:23:40.133874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2026-02-11T20:23:40.145701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2026-02-11T20:23:40.146069] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2026-02-11T20:23:40.146902] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2026-02-11T20:23:40.146955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:40.146988] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:40.147014] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:40.147071] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:40.206511] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:40.207403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:40.207661] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:40.207700] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:40.325278] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:40.325441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:40.325483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:40.325512] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:40.329146] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2026-02-11T20:23:40.329457] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2026-02-11T20:23:40.329605] [INFO ] [sig       ] HBNC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:40.471553] [INFO ] [LOCAL     ] Saved forecast: HBNC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HBNC.txt
[2026-02-11T20:23:40.471706] [INFO ] [sig       ] [1436/3412] Completed HBNC in 0.3s | 2.78 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-11T20:23:40.471745] [INFO ] [sig       ] [1437/3412] Forecasting HCA...
[2026-02-11T20:23:40.471774] [INFO ] [sig       ] Generating forecast for: HCA
[2026-02-11T20:23:40.471806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2026-02-11T20:23:40.483654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2026-02-11T20:23:40.483932] [INFO ] [FORECASTER] Starting predict_future for HCA
[2026-02-11T20:23:40.484766] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2026-02-11T20:23:40.484818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:40.484850] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:40.484878] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:40.484934] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:40.545117] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:40.546046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:40.546138] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:40.546172] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:40.670641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:40.670807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:40.670849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:40.670919] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:40.674748] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=63.83%)
[2026-02-11T20:23:40.675111] [INFO ] [FORECASTER] Completed predict_future for HCA
[2026-02-11T20:23:40.675290] [INFO ] [sig       ] HCA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:40.840479] [INFO ] [LOCAL     ] Saved forecast: HCA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HCA.txt
[2026-02-11T20:23:40.840642] [INFO ] [sig       ] [1437/3412] Completed HCA in 0.4s | 2.78 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-11T20:23:40.840697] [INFO ] [sig       ] [1438/3412] Forecasting HCC...
[2026-02-11T20:23:40.840731] [INFO ] [sig       ] Generating forecast for: HCC
[2026-02-11T20:23:40.840764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2026-02-11T20:23:40.854430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2026-02-11T20:23:40.854826] [INFO ] [FORECASTER] Starting predict_future for HCC
[2026-02-11T20:23:40.855836] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2026-02-11T20:23:40.855888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:40.855919] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:40.855944] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:40.856000] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:40.915044] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:40.915895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:40.915983] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:40.916017] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:41.042243] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:41.042413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:41.042456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:41.042485] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:41.046953] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: UP (p=80.30%)
[2026-02-11T20:23:41.047370] [INFO ] [FORECASTER] Completed predict_future for HCC
[2026-02-11T20:23:41.047785] [INFO ] [sig       ] HCC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:41.201529] [INFO ] [LOCAL     ] Saved forecast: HCC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HCC.txt
[2026-02-11T20:23:41.201700] [INFO ] [sig       ] [1438/3412] Completed HCC in 0.4s | 2.78 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-11T20:23:41.201740] [INFO ] [sig       ] [1439/3412] Forecasting HCI...
[2026-02-11T20:23:41.201771] [INFO ] [sig       ] Generating forecast for: HCI
[2026-02-11T20:23:41.201803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2026-02-11T20:23:41.213460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2026-02-11T20:23:41.213830] [INFO ] [FORECASTER] Starting predict_future for HCI
[2026-02-11T20:23:41.214708] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2026-02-11T20:23:41.214761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:41.214796] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:41.214824] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:41.214884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:41.274265] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:41.274969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:41.275052] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:41.275087] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:41.397371] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:41.397556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:41.397622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:41.397673] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:41.401375] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=39.69%)
[2026-02-11T20:23:41.401706] [INFO ] [FORECASTER] Completed predict_future for HCI
[2026-02-11T20:23:41.401838] [INFO ] [sig       ] HCI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:41.552373] [INFO ] [LOCAL     ] Saved forecast: HCI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HCI.txt
[2026-02-11T20:23:41.552514] [INFO ] [sig       ] [1439/3412] Completed HCI in 0.4s | 2.78 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-11T20:23:41.552553] [INFO ] [sig       ] [1440/3412] Forecasting HCM...
[2026-02-11T20:23:41.552601] [INFO ] [sig       ] Generating forecast for: HCM
[2026-02-11T20:23:41.552635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2026-02-11T20:23:41.564228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2026-02-11T20:23:41.564503] [INFO ] [FORECASTER] Starting predict_future for HCM
[2026-02-11T20:23:41.565311] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2026-02-11T20:23:41.565375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:41.565413] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:41.565445] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:41.565512] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:41.626815] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:41.627872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:41.627971] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:41.628005] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:41.771281] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:41.771462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:41.771507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:41.771536] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:41.775829] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2026-02-11T20:23:41.776343] [INFO ] [FORECASTER] Completed predict_future for HCM
[2026-02-11T20:23:41.776596] [INFO ] [sig       ] HCM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:42.088286] [INFO ] [LOCAL     ] Saved forecast: HCM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HCM.txt
[2026-02-11T20:23:42.088539] [INFO ] [sig       ] [1440/3412] Completed HCM in 0.5s | 2.78 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-11T20:23:42.088634] [INFO ] [sig       ] [1441/3412] Forecasting HCSG...
[2026-02-11T20:23:42.088691] [INFO ] [sig       ] Generating forecast for: HCSG
[2026-02-11T20:23:42.088746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2026-02-11T20:23:42.109321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2026-02-11T20:23:42.109896] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2026-02-11T20:23:42.111299] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2026-02-11T20:23:42.111382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:42.111438] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:42.111487] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:42.111607] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:42.217422] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:42.218900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:42.219069] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:42.219150] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:42.402843] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:42.403050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:42.403122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:42.403178] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:42.410015] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: UP (p=84.37%)
[2026-02-11T20:23:42.410648] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2026-02-11T20:23:42.410896] [INFO ] [sig       ] HCSG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:42.632621] [INFO ] [LOCAL     ] Saved forecast: HCSG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HCSG.txt
[2026-02-11T20:23:42.632857] [INFO ] [sig       ] [1441/3412] Completed HCSG in 0.5s | 2.78 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-11T20:23:42.632920] [INFO ] [sig       ] [1442/3412] Forecasting HD...
[2026-02-11T20:23:42.632961] [INFO ] [sig       ] Generating forecast for: HD
[2026-02-11T20:23:42.633003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2026-02-11T20:23:42.653748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2026-02-11T20:23:42.654219] [INFO ] [FORECASTER] Starting predict_future for HD
[2026-02-11T20:23:42.655239] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2026-02-11T20:23:42.655298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:42.655335] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:42.655368] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:42.655439] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:42.730262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:42.731531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:42.731696] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:42.731749] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:42.892448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:42.892645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:42.892691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:42.892732] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:42.896886] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2026-02-11T20:23:42.897311] [INFO ] [FORECASTER] Completed predict_future for HD
[2026-02-11T20:23:42.897521] [INFO ] [sig       ] HD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:43.073009] [INFO ] [LOCAL     ] Saved forecast: HD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HD.txt
[2026-02-11T20:23:43.073197] [INFO ] [sig       ] [1442/3412] Completed HD in 0.4s | 2.78 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-11T20:23:43.073240] [INFO ] [sig       ] [1443/3412] Forecasting HDB...
[2026-02-11T20:23:43.073271] [INFO ] [sig       ] Generating forecast for: HDB
[2026-02-11T20:23:43.073302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2026-02-11T20:23:43.085744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2026-02-11T20:23:43.086153] [INFO ] [FORECASTER] Starting predict_future for HDB
[2026-02-11T20:23:43.087021] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2026-02-11T20:23:43.087074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:43.087108] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:43.087135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:43.087204] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:43.162985] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:43.163936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:43.164058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:43.164095] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:43.291762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:43.291912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:43.291953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:43.291982] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:43.295511] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=90.18%)
[2026-02-11T20:23:43.295814] [INFO ] [FORECASTER] Completed predict_future for HDB
[2026-02-11T20:23:43.295962] [INFO ] [sig       ] HDB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:43.437951] [INFO ] [LOCAL     ] Saved forecast: HDB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HDB.txt
[2026-02-11T20:23:43.438103] [INFO ] [sig       ] [1443/3412] Completed HDB in 0.4s | 2.78 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-11T20:23:43.438143] [INFO ] [sig       ] [1444/3412] Forecasting HDSN...
[2026-02-11T20:23:43.438172] [INFO ] [sig       ] Generating forecast for: HDSN
[2026-02-11T20:23:43.438202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2026-02-11T20:23:43.450940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2026-02-11T20:23:43.451227] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2026-02-11T20:23:43.452045] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2026-02-11T20:23:43.452097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:43.452129] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:43.452157] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:43.452214] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:43.514960] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:43.515763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:43.515891] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:43.515939] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:43.638080] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:43.638252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:43.638295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:43.638324] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:43.641754] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=69.38%)
[2026-02-11T20:23:43.642036] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2026-02-11T20:23:43.642165] [INFO ] [sig       ] HDSN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:43.786423] [INFO ] [LOCAL     ] Saved forecast: HDSN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HDSN.txt
[2026-02-11T20:23:43.786594] [INFO ] [sig       ] [1444/3412] Completed HDSN in 0.3s | 2.78 sym/s | Total: 8.7m | ETA: 11.8m
[2026-02-11T20:23:43.786636] [INFO ] [sig       ] [1445/3412] Forecasting HE...
[2026-02-11T20:23:43.786666] [INFO ] [sig       ] Generating forecast for: HE
[2026-02-11T20:23:43.786697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2026-02-11T20:23:43.798425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2026-02-11T20:23:43.798726] [INFO ] [FORECASTER] Starting predict_future for HE
[2026-02-11T20:23:43.799589] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2026-02-11T20:23:43.799653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:43.799686] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:43.799714] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:43.799771] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:43.857062] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:43.857770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:43.857852] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:43.857884] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:43.977334] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:43.977507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:43.977550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:43.977597] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:43.981047] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2026-02-11T20:23:43.981323] [INFO ] [FORECASTER] Completed predict_future for HE
[2026-02-11T20:23:43.981454] [INFO ] [sig       ] HE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:44.123699] [INFO ] [LOCAL     ] Saved forecast: HE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HE.txt
[2026-02-11T20:23:44.123834] [INFO ] [sig       ] [1445/3412] Completed HE in 0.3s | 2.78 sym/s | Total: 8.7m | ETA: 11.8m
[2026-02-11T20:23:44.123873] [INFO ] [sig       ] [1446/3412] Forecasting HEI...
[2026-02-11T20:23:44.123902] [INFO ] [sig       ] Generating forecast for: HEI
[2026-02-11T20:23:44.123933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2026-02-11T20:23:44.135402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2026-02-11T20:23:44.135718] [INFO ] [FORECASTER] Starting predict_future for HEI
[2026-02-11T20:23:44.136525] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2026-02-11T20:23:44.136601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:44.136636] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:44.136663] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:44.136720] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:44.193874] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:44.194534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:44.194634] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:44.194668] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:44.316667] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:44.316825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:44.316865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:44.316893] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:44.320392] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=94.06%)
[2026-02-11T20:23:44.320701] [INFO ] [FORECASTER] Completed predict_future for HEI
[2026-02-11T20:23:44.320835] [INFO ] [sig       ] HEI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:44.466414] [INFO ] [LOCAL     ] Saved forecast: HEI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HEI.txt
[2026-02-11T20:23:44.466601] [INFO ] [sig       ] [1446/3412] Completed HEI in 0.3s | 2.78 sym/s | Total: 8.7m | ETA: 11.8m
[2026-02-11T20:23:44.466644] [INFO ] [sig       ] [1447/3412] Forecasting HELE...
[2026-02-11T20:23:44.466675] [INFO ] [sig       ] Generating forecast for: HELE
[2026-02-11T20:23:44.466706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2026-02-11T20:23:44.478951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2026-02-11T20:23:44.479352] [INFO ] [FORECASTER] Starting predict_future for HELE
[2026-02-11T20:23:44.480245] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2026-02-11T20:23:44.480309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:44.480346] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:44.480374] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:44.480434] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:44.544797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:44.545690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:44.545776] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:44.545810] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:44.671677] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:44.671855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:44.671896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:44.671926] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:44.675363] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=60.73%)
[2026-02-11T20:23:44.675664] [INFO ] [FORECASTER] Completed predict_future for HELE
[2026-02-11T20:23:44.675795] [INFO ] [sig       ] HELE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:44.823978] [INFO ] [LOCAL     ] Saved forecast: HELE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HELE.txt
[2026-02-11T20:23:44.824153] [INFO ] [sig       ] [1447/3412] Completed HELE in 0.4s | 2.78 sym/s | Total: 8.7m | ETA: 11.8m
[2026-02-11T20:23:44.824193] [INFO ] [sig       ] [1448/3412] Forecasting HEPS...
[2026-02-11T20:23:44.824223] [INFO ] [sig       ] Generating forecast for: HEPS
[2026-02-11T20:23:44.824257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2026-02-11T20:23:44.836471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2026-02-11T20:23:44.836825] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2026-02-11T20:23:44.837690] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2026-02-11T20:23:44.837743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:44.837775] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:44.837802] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:44.837859] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:44.901401] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:44.902347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:44.902442] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:44.902482] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:45.025729] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:45.025896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:45.025937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:45.025966] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:45.029442] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: DOWN (p=47.06%)
[2026-02-11T20:23:45.029757] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2026-02-11T20:23:45.029893] [INFO ] [sig       ] HEPS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:45.170190] [INFO ] [LOCAL     ] Saved forecast: HEPS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HEPS.txt
[2026-02-11T20:23:45.170342] [INFO ] [sig       ] [1448/3412] Completed HEPS in 0.3s | 2.78 sym/s | Total: 8.7m | ETA: 11.8m
[2026-02-11T20:23:45.170382] [INFO ] [sig       ] [1449/3412] Forecasting HEQ...
[2026-02-11T20:23:45.170412] [INFO ] [sig       ] Generating forecast for: HEQ
[2026-02-11T20:23:45.170442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2026-02-11T20:23:45.182023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2026-02-11T20:23:45.182323] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2026-02-11T20:23:45.183145] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2026-02-11T20:23:45.183197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:45.183229] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:45.183256] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:45.183313] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:45.241254] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:45.241947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:45.242029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:45.242061] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:45.356170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:45.356326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:45.356367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:45.356395] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:45.359888] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2026-02-11T20:23:45.360166] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2026-02-11T20:23:45.360295] [INFO ] [sig       ] HEQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:45.500394] [INFO ] [LOCAL     ] Saved forecast: HEQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HEQ.txt
[2026-02-11T20:23:45.500563] [INFO ] [sig       ] [1449/3412] Completed HEQ in 0.3s | 2.78 sym/s | Total: 8.7m | ETA: 11.8m
[2026-02-11T20:23:45.500625] [INFO ] [sig       ] [1450/3412] Forecasting HERO...
[2026-02-11T20:23:45.500657] [INFO ] [sig       ] Generating forecast for: HERO
[2026-02-11T20:23:45.500687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2026-02-11T20:23:45.512617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2026-02-11T20:23:45.513008] [INFO ] [FORECASTER] Starting predict_future for HERO
[2026-02-11T20:23:45.513931] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2026-02-11T20:23:45.513987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:45.514021] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:45.514049] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:45.514108] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:45.574785] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:45.575686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:45.575771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:45.575805] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:45.709347] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:45.709538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:45.709618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:45.709658] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:45.714812] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=21.61%)
[2026-02-11T20:23:45.715188] [INFO ] [FORECASTER] Completed predict_future for HERO
[2026-02-11T20:23:45.715351] [INFO ] [sig       ] HERO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:45.869206] [INFO ] [LOCAL     ] Saved forecast: HERO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HERO.txt
[2026-02-11T20:23:45.869362] [INFO ] [sig       ] [1450/3412] Completed HERO in 0.4s | 2.78 sym/s | Total: 8.7m | ETA: 11.8m
[2026-02-11T20:23:45.869402] [INFO ] [sig       ] [1451/3412] Forecasting HESM...
[2026-02-11T20:23:45.869433] [INFO ] [sig       ] Generating forecast for: HESM
[2026-02-11T20:23:45.869462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2026-02-11T20:23:45.882128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2026-02-11T20:23:45.882493] [INFO ] [FORECASTER] Starting predict_future for HESM
[2026-02-11T20:23:45.883341] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2026-02-11T20:23:45.883394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:45.883462] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:45.883497] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:45.883568] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:45.945291] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:45.946245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:45.946339] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:45.946374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:46.078125] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:46.078291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:46.078333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:46.078363] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:46.082234] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2026-02-11T20:23:46.082548] [INFO ] [FORECASTER] Completed predict_future for HESM
[2026-02-11T20:23:46.082707] [INFO ] [sig       ] HESM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:46.248438] [INFO ] [LOCAL     ] Saved forecast: HESM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HESM.txt
[2026-02-11T20:23:46.248633] [INFO ] [sig       ] [1451/3412] Completed HESM in 0.4s | 2.78 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-11T20:23:46.248678] [INFO ] [sig       ] [1452/3412] Forecasting HFFG...
[2026-02-11T20:23:46.248907] [INFO ] [sig       ] Generating forecast for: HFFG
[2026-02-11T20:23:46.248939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2026-02-11T20:23:46.261945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2026-02-11T20:23:46.262349] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2026-02-11T20:23:46.263250] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2026-02-11T20:23:46.263306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:46.263339] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:46.263367] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:46.263426] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:46.329283] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:46.330402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:46.330497] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:46.330532] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:46.458939] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:46.459126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:46.459171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:46.459201] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:46.462823] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2026-02-11T20:23:46.463189] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2026-02-11T20:23:46.463357] [INFO ] [sig       ] HFFG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:46.623812] [INFO ] [LOCAL     ] Saved forecast: HFFG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HFFG.txt
[2026-02-11T20:23:46.623976] [INFO ] [sig       ] [1452/3412] Completed HFFG in 0.4s | 2.78 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-11T20:23:46.624017] [INFO ] [sig       ] [1453/3412] Forecasting HFRO...
[2026-02-11T20:23:46.624048] [INFO ] [sig       ] Generating forecast for: HFRO
[2026-02-11T20:23:46.624078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2026-02-11T20:23:46.636451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2026-02-11T20:23:46.636883] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2026-02-11T20:23:46.637828] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2026-02-11T20:23:46.637891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:46.637926] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:46.637955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:46.638014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:46.701538] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:46.702494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:46.702641] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:46.702682] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:46.828692] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:46.828854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:46.828896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:46.828926] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:46.832479] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=52.75%)
[2026-02-11T20:23:46.832815] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2026-02-11T20:23:46.832951] [INFO ] [sig       ] HFRO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:46.975943] [INFO ] [LOCAL     ] Saved forecast: HFRO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HFRO.txt
[2026-02-11T20:23:46.976088] [INFO ] [sig       ] [1453/3412] Completed HFRO in 0.4s | 2.78 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-11T20:23:46.976129] [INFO ] [sig       ] [1454/3412] Forecasting HFWA...
[2026-02-11T20:23:46.976159] [INFO ] [sig       ] Generating forecast for: HFWA
[2026-02-11T20:23:46.976191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2026-02-11T20:23:46.987814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2026-02-11T20:23:46.988154] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2026-02-11T20:23:46.989049] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2026-02-11T20:23:46.989104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:46.989138] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:46.989166] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:46.989224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:47.047507] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:47.048569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:47.048688] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:47.048726] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:47.174299] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:47.174466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:47.174507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:47.174600] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:47.178256] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=42.43%)
[2026-02-11T20:23:47.178615] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2026-02-11T20:23:47.178770] [INFO ] [sig       ] HFWA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:47.327172] [INFO ] [LOCAL     ] Saved forecast: HFWA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HFWA.txt
[2026-02-11T20:23:47.327310] [INFO ] [sig       ] [1454/3412] Completed HFWA in 0.4s | 2.78 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-11T20:23:47.327350] [INFO ] [sig       ] [1455/3412] Forecasting HG...
[2026-02-11T20:23:47.327380] [INFO ] [sig       ] Generating forecast for: HG
[2026-02-11T20:23:47.327409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2026-02-11T20:23:47.338820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2026-02-11T20:23:47.339091] [INFO ] [FORECASTER] Starting predict_future for HG
[2026-02-11T20:23:47.339944] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2026-02-11T20:23:47.339998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:47.340030] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:47.340057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:47.340114] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:47.397855] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:47.398470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:47.398564] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:47.398624] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:47.520159] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:47.520291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:47.520330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:47.520358] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:47.524316] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2026-02-11T20:23:47.524766] [INFO ] [FORECASTER] Completed predict_future for HG
[2026-02-11T20:23:47.524897] [INFO ] [sig       ] HG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:47.665562] [INFO ] [LOCAL     ] Saved forecast: HG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HG.txt
[2026-02-11T20:23:47.665710] [INFO ] [sig       ] [1455/3412] Completed HG in 0.3s | 2.78 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-11T20:23:47.665938] [INFO ] [sig       ] [1456/3412] Forecasting HGBL...
[2026-02-11T20:23:47.665966] [INFO ] [sig       ] Generating forecast for: HGBL
[2026-02-11T20:23:47.665996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2026-02-11T20:23:47.678087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2026-02-11T20:23:47.678338] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2026-02-11T20:23:47.679151] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2026-02-11T20:23:47.679203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:47.679245] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:47.679272] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:47.679329] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:47.739879] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:47.740817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:47.740904] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:47.740938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:47.857736] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:47.857897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:47.857939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:47.857968] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:47.861371] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: UP (p=54.98%)
[2026-02-11T20:23:47.861673] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2026-02-11T20:23:47.861800] [INFO ] [sig       ] HGBL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:48.004365] [INFO ] [LOCAL     ] Saved forecast: HGBL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HGBL.txt
[2026-02-11T20:23:48.004506] [INFO ] [sig       ] [1456/3412] Completed HGBL in 0.3s | 2.78 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-11T20:23:48.004553] [INFO ] [sig       ] [1457/3412] Forecasting HGLB...
[2026-02-11T20:23:48.004613] [INFO ] [sig       ] Generating forecast for: HGLB
[2026-02-11T20:23:48.004653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2026-02-11T20:23:48.016011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2026-02-11T20:23:48.016278] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2026-02-11T20:23:48.017106] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2026-02-11T20:23:48.017158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:48.017189] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:48.017215] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:48.017272] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:48.075826] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:48.076420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:48.076504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:48.076539] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:48.197950] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:48.198089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:48.198127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:48.198154] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:48.201535] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=70.90%)
[2026-02-11T20:23:48.201830] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2026-02-11T20:23:48.201960] [INFO ] [sig       ] HGLB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:48.343166] [INFO ] [LOCAL     ] Saved forecast: HGLB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HGLB.txt
[2026-02-11T20:23:48.343296] [INFO ] [sig       ] [1457/3412] Completed HGLB in 0.3s | 2.78 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-11T20:23:48.343334] [INFO ] [sig       ] [1458/3412] Forecasting HGTY...
[2026-02-11T20:23:48.343364] [INFO ] [sig       ] Generating forecast for: HGTY
[2026-02-11T20:23:48.343394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2026-02-11T20:23:48.354960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2026-02-11T20:23:48.355234] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2026-02-11T20:23:48.356054] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2026-02-11T20:23:48.356107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:48.356139] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:48.356166] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:48.356228] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:48.414091] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:48.414702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:48.414780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:48.414813] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:48.532663] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:48.532792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:48.532830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:48.532859] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:48.536177] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=61.54%)
[2026-02-11T20:23:48.536449] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2026-02-11T20:23:48.536600] [INFO ] [sig       ] HGTY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:48.678156] [INFO ] [LOCAL     ] Saved forecast: HGTY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HGTY.txt
[2026-02-11T20:23:48.678273] [INFO ] [sig       ] [1458/3412] Completed HGTY in 0.3s | 2.78 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-11T20:23:48.678311] [INFO ] [sig       ] [1459/3412] Forecasting HHH...
[2026-02-11T20:23:48.678340] [INFO ] [sig       ] Generating forecast for: HHH
[2026-02-11T20:23:48.678369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2026-02-11T20:23:48.691787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2026-02-11T20:23:48.692052] [INFO ] [FORECASTER] Starting predict_future for HHH
[2026-02-11T20:23:48.692855] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2026-02-11T20:23:48.692907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:48.692939] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:48.692966] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:48.693028] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:48.750746] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:48.751364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:48.751446] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:48.751477] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:48.871102] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:48.871246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:48.871286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:48.871314] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:48.875226] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=46.98%)
[2026-02-11T20:23:48.875503] [INFO ] [FORECASTER] Completed predict_future for HHH
[2026-02-11T20:23:48.875647] [INFO ] [sig       ] HHH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:49.018499] [INFO ] [LOCAL     ] Saved forecast: HHH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HHH.txt
[2026-02-11T20:23:49.018709] [INFO ] [sig       ] [1459/3412] Completed HHH in 0.3s | 2.78 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-11T20:23:49.018756] [INFO ] [sig       ] [1460/3412] Forecasting HIFS...
[2026-02-11T20:23:49.018789] [INFO ] [sig       ] Generating forecast for: HIFS
[2026-02-11T20:23:49.018819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2026-02-11T20:23:49.030787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2026-02-11T20:23:49.031175] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2026-02-11T20:23:49.032018] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2026-02-11T20:23:49.032082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:49.032121] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:49.032153] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:49.032218] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:49.090245] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:49.091116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:49.091200] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:49.091233] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:49.214353] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:49.214514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:49.214554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:49.214601] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:49.218092] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2026-02-11T20:23:49.218371] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2026-02-11T20:23:49.218508] [INFO ] [sig       ] HIFS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:49.388490] [INFO ] [LOCAL     ] Saved forecast: HIFS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HIFS.txt
[2026-02-11T20:23:49.388716] [INFO ] [sig       ] [1460/3412] Completed HIFS in 0.4s | 2.78 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-11T20:23:49.388764] [INFO ] [sig       ] [1461/3412] Forecasting HIG...
[2026-02-11T20:23:49.388796] [INFO ] [sig       ] Generating forecast for: HIG
[2026-02-11T20:23:49.388831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2026-02-11T20:23:49.402039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2026-02-11T20:23:49.402489] [INFO ] [FORECASTER] Starting predict_future for HIG
[2026-02-11T20:23:49.403438] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2026-02-11T20:23:49.403495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:49.403528] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:49.403558] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:49.403640] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:49.465837] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:49.466741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:49.466858] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:49.466893] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:49.588220] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:49.588380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:49.588421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:49.588450] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:49.591902] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=16.92%)
[2026-02-11T20:23:49.592181] [INFO ] [FORECASTER] Completed predict_future for HIG
[2026-02-11T20:23:49.592330] [INFO ] [sig       ] HIG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:49.732961] [INFO ] [LOCAL     ] Saved forecast: HIG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HIG.txt
[2026-02-11T20:23:49.733139] [INFO ] [sig       ] [1461/3412] Completed HIG in 0.3s | 2.78 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-11T20:23:49.733195] [INFO ] [sig       ] [1462/3412] Forecasting HII...
[2026-02-11T20:23:49.733237] [INFO ] [sig       ] Generating forecast for: HII
[2026-02-11T20:23:49.733281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2026-02-11T20:23:49.745919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2026-02-11T20:23:49.746250] [INFO ] [FORECASTER] Starting predict_future for HII
[2026-02-11T20:23:49.747094] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2026-02-11T20:23:49.747147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:49.747180] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:49.747208] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:49.747267] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:49.807164] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:49.808018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:49.808111] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:49.808147] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:49.940048] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:49.940206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:49.940254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:49.940286] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:49.944043] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=53.51%)
[2026-02-11T20:23:49.944409] [INFO ] [FORECASTER] Completed predict_future for HII
[2026-02-11T20:23:49.944595] [INFO ] [sig       ] HII: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:50.087855] [INFO ] [LOCAL     ] Saved forecast: HII	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HII.txt
[2026-02-11T20:23:50.088013] [INFO ] [sig       ] [1462/3412] Completed HII in 0.4s | 2.78 sym/s | Total: 8.8m | ETA: 11.7m
[2026-02-11T20:23:50.088054] [INFO ] [sig       ] [1463/3412] Forecasting HIMS...
[2026-02-11T20:23:50.088094] [INFO ] [sig       ] Generating forecast for: HIMS
[2026-02-11T20:23:50.088133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2026-02-11T20:23:50.100388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2026-02-11T20:23:50.100826] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2026-02-11T20:23:50.101730] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2026-02-11T20:23:50.101785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:50.101820] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:50.101849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:50.101909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:50.166981] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:50.168105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:50.168197] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:50.168231] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:50.291961] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:50.292118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:50.292162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:50.292211] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:50.296544] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2026-02-11T20:23:50.296855] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2026-02-11T20:23:50.296990] [INFO ] [sig       ] HIMS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:50.449383] [INFO ] [LOCAL     ] Saved forecast: HIMS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HIMS.txt
[2026-02-11T20:23:50.449544] [INFO ] [sig       ] [1463/3412] Completed HIMS in 0.4s | 2.78 sym/s | Total: 8.8m | ETA: 11.7m
[2026-02-11T20:23:50.449616] [INFO ] [sig       ] [1464/3412] Forecasting HIMX...
[2026-02-11T20:23:50.449655] [INFO ] [sig       ] Generating forecast for: HIMX
[2026-02-11T20:23:50.449692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2026-02-11T20:23:50.462710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2026-02-11T20:23:50.463269] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2026-02-11T20:23:50.464186] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2026-02-11T20:23:50.464241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:50.464279] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:50.464319] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:50.464381] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:50.530826] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:50.531724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:50.531811] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:50.531845] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:50.655372] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:50.655529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:50.655587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:50.655620] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:50.659107] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=68.53%)
[2026-02-11T20:23:50.659393] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2026-02-11T20:23:50.659524] [INFO ] [sig       ] HIMX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:50.810844] [INFO ] [LOCAL     ] Saved forecast: HIMX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HIMX.txt
[2026-02-11T20:23:50.811035] [INFO ] [sig       ] [1464/3412] Completed HIMX in 0.4s | 2.78 sym/s | Total: 8.8m | ETA: 11.7m
[2026-02-11T20:23:50.811079] [INFO ] [sig       ] [1465/3412] Forecasting HIO...
[2026-02-11T20:23:50.811111] [INFO ] [sig       ] Generating forecast for: HIO
[2026-02-11T20:23:50.811143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2026-02-11T20:23:50.822511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2026-02-11T20:23:50.822931] [INFO ] [FORECASTER] Starting predict_future for HIO
[2026-02-11T20:23:50.823980] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2026-02-11T20:23:50.824040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:50.824077] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:50.824107] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:50.824180] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:50.884772] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:50.885519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:50.885639] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:50.885676] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:51.012279] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:51.012442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:51.012487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:51.012518] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:51.016341] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=78.66%)
[2026-02-11T20:23:51.016649] [INFO ] [FORECASTER] Completed predict_future for HIO
[2026-02-11T20:23:51.016783] [INFO ] [sig       ] HIO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:51.159853] [INFO ] [LOCAL     ] Saved forecast: HIO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HIO.txt
[2026-02-11T20:23:51.159989] [INFO ] [sig       ] [1465/3412] Completed HIO in 0.3s | 2.78 sym/s | Total: 8.8m | ETA: 11.7m
[2026-02-11T20:23:51.160028] [INFO ] [sig       ] [1466/3412] Forecasting HIPO...
[2026-02-11T20:23:51.160057] [INFO ] [sig       ] Generating forecast for: HIPO
[2026-02-11T20:23:51.160087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2026-02-11T20:23:51.171636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2026-02-11T20:23:51.171950] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2026-02-11T20:23:51.172769] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2026-02-11T20:23:51.172821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:51.172853] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:51.172880] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:51.172936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:51.235092] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:51.235959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:51.236044] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:51.236078] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:51.362378] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:51.362522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:51.362564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:51.362615] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:51.366488] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2026-02-11T20:23:51.366793] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2026-02-11T20:23:51.366927] [INFO ] [sig       ] HIPO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:51.512476] [INFO ] [LOCAL     ] Saved forecast: HIPO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HIPO.txt
[2026-02-11T20:23:51.512633] [INFO ] [sig       ] [1466/3412] Completed HIPO in 0.4s | 2.78 sym/s | Total: 8.8m | ETA: 11.7m
[2026-02-11T20:23:51.512676] [INFO ] [sig       ] [1467/3412] Forecasting HITI...
[2026-02-11T20:23:51.512707] [INFO ] [sig       ] Generating forecast for: HITI
[2026-02-11T20:23:51.512736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2026-02-11T20:23:51.524250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2026-02-11T20:23:51.524614] [INFO ] [FORECASTER] Starting predict_future for HITI
[2026-02-11T20:23:51.525799] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2026-02-11T20:23:51.525853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:51.525886] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:51.525924] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:51.525983] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:51.590481] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:51.591362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:51.591450] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:51.591484] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:51.711530] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:51.711707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:51.711749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:51.711777] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:51.715225] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=39.80%)
[2026-02-11T20:23:51.715502] [INFO ] [FORECASTER] Completed predict_future for HITI
[2026-02-11T20:23:51.715652] [INFO ] [sig       ] HITI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:51.861126] [INFO ] [LOCAL     ] Saved forecast: HITI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HITI.txt
[2026-02-11T20:23:51.861275] [INFO ] [sig       ] [1467/3412] Completed HITI in 0.3s | 2.78 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-11T20:23:51.861315] [INFO ] [sig       ] [1468/3412] Forecasting HIVE...
[2026-02-11T20:23:51.861346] [INFO ] [sig       ] Generating forecast for: HIVE
[2026-02-11T20:23:51.861376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2026-02-11T20:23:51.872851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2026-02-11T20:23:51.873179] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2026-02-11T20:23:51.874028] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2026-02-11T20:23:51.874082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:51.874151] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:51.874193] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:51.874277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:51.934391] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:51.935111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:51.935194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:51.935229] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:52.059376] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:52.059526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:52.059589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:52.059623] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:52.063301] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: UP (p=54.31%)
[2026-02-11T20:23:52.063625] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2026-02-11T20:23:52.063759] [INFO ] [sig       ] HIVE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:52.212465] [INFO ] [LOCAL     ] Saved forecast: HIVE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HIVE.txt
[2026-02-11T20:23:52.212667] [INFO ] [sig       ] [1468/3412] Completed HIVE in 0.4s | 2.78 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-11T20:23:52.212719] [INFO ] [sig       ] [1469/3412] Forecasting HIX...
[2026-02-11T20:23:52.212757] [INFO ] [sig       ] Generating forecast for: HIX
[2026-02-11T20:23:52.212790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2026-02-11T20:23:52.224499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2026-02-11T20:23:52.224949] [INFO ] [FORECASTER] Starting predict_future for HIX
[2026-02-11T20:23:52.225877] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2026-02-11T20:23:52.225933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:52.225966] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:52.225993] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:52.226049] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:52.286270] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:52.287267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:52.287378] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:52.287413] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:52.416258] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:52.416421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:52.416464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:52.416493] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:52.420011] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2026-02-11T20:23:52.420286] [INFO ] [FORECASTER] Completed predict_future for HIX
[2026-02-11T20:23:52.420414] [INFO ] [sig       ] HIX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:52.562642] [INFO ] [LOCAL     ] Saved forecast: HIX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HIX.txt
[2026-02-11T20:23:52.562773] [INFO ] [sig       ] [1469/3412] Completed HIX in 0.4s | 2.78 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-11T20:23:52.562811] [INFO ] [sig       ] [1470/3412] Forecasting HL...
[2026-02-11T20:23:52.562840] [INFO ] [sig       ] Generating forecast for: HL
[2026-02-11T20:23:52.562871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2026-02-11T20:23:52.576332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2026-02-11T20:23:52.576624] [INFO ] [FORECASTER] Starting predict_future for HL
[2026-02-11T20:23:52.577440] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2026-02-11T20:23:52.577518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:52.577556] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:52.577601] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:52.577666] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:52.636884] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:52.638151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:52.638239] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:52.638273] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:52.765840] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:52.766013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:52.766057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:52.766088] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:52.770180] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2026-02-11T20:23:52.770496] [INFO ] [FORECASTER] Completed predict_future for HL
[2026-02-11T20:23:52.770689] [INFO ] [sig       ] HL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:52.921634] [INFO ] [LOCAL     ] Saved forecast: HL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HL.txt
[2026-02-11T20:23:52.921820] [INFO ] [sig       ] [1470/3412] Completed HL in 0.4s | 2.78 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-11T20:23:52.921861] [INFO ] [sig       ] [1471/3412] Forecasting HLAL...
[2026-02-11T20:23:52.921893] [INFO ] [sig       ] Generating forecast for: HLAL
[2026-02-11T20:23:52.921933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2026-02-11T20:23:52.935377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2026-02-11T20:23:52.935957] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2026-02-11T20:23:52.936916] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2026-02-11T20:23:52.936970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:52.937004] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:52.937031] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:52.937100] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:53.007234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:53.008215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:53.008311] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:53.008344] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:53.140116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:53.140276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:53.140318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:53.140346] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:53.144258] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=14.96%)
[2026-02-11T20:23:53.144537] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2026-02-11T20:23:53.144691] [INFO ] [sig       ] HLAL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:53.291519] [INFO ] [LOCAL     ] Saved forecast: HLAL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HLAL.txt
[2026-02-11T20:23:53.291658] [INFO ] [sig       ] [1471/3412] Completed HLAL in 0.4s | 2.78 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-11T20:23:53.291699] [INFO ] [sig       ] [1472/3412] Forecasting HLF...
[2026-02-11T20:23:53.291729] [INFO ] [sig       ] Generating forecast for: HLF
[2026-02-11T20:23:53.291759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2026-02-11T20:23:53.303560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2026-02-11T20:23:53.303891] [INFO ] [FORECASTER] Starting predict_future for HLF
[2026-02-11T20:23:53.304706] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2026-02-11T20:23:53.304766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:53.304798] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:53.304824] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:53.304881] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:53.365551] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:53.366268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:53.366355] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:53.366390] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:53.491259] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:53.491420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:53.491466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:53.491497] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:53.495277] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2026-02-11T20:23:53.495568] [INFO ] [FORECASTER] Completed predict_future for HLF
[2026-02-11T20:23:53.495721] [INFO ] [sig       ] HLF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:53.651435] [INFO ] [LOCAL     ] Saved forecast: HLF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HLF.txt
[2026-02-11T20:23:53.651590] [INFO ] [sig       ] [1472/3412] Completed HLF in 0.4s | 2.78 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-11T20:23:53.651632] [INFO ] [sig       ] [1473/3412] Forecasting HLI...
[2026-02-11T20:23:53.651662] [INFO ] [sig       ] Generating forecast for: HLI
[2026-02-11T20:23:53.651693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2026-02-11T20:23:53.665030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2026-02-11T20:23:53.665298] [INFO ] [FORECASTER] Starting predict_future for HLI
[2026-02-11T20:23:53.666147] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2026-02-11T20:23:53.666199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:53.666231] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:53.666257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:53.666314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:53.724987] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:53.725642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:53.725723] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:53.725755] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:53.843607] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:53.843779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:53.844005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:53.844032] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:53.848222] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2026-02-11T20:23:53.848491] [INFO ] [FORECASTER] Completed predict_future for HLI
[2026-02-11T20:23:53.848636] [INFO ] [sig       ] HLI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:53.990975] [INFO ] [LOCAL     ] Saved forecast: HLI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HLI.txt
[2026-02-11T20:23:53.991129] [INFO ] [sig       ] [1473/3412] Completed HLI in 0.3s | 2.78 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-11T20:23:53.991168] [INFO ] [sig       ] [1474/3412] Forecasting HLIO...
[2026-02-11T20:23:53.991197] [INFO ] [sig       ] Generating forecast for: HLIO
[2026-02-11T20:23:53.991228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2026-02-11T20:23:54.003234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2026-02-11T20:23:54.003614] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2026-02-11T20:23:54.004638] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2026-02-11T20:23:54.004691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:54.004722] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:54.004749] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:54.004806] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:54.065418] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:54.066251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:54.066337] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:54.066373] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:54.191221] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:54.191374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:54.191415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:54.191444] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:54.194996] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2026-02-11T20:23:54.195275] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2026-02-11T20:23:54.195409] [INFO ] [sig       ] HLIO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:54.344979] [INFO ] [LOCAL     ] Saved forecast: HLIO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HLIO.txt
[2026-02-11T20:23:54.345104] [INFO ] [sig       ] [1474/3412] Completed HLIO in 0.4s | 2.78 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-11T20:23:54.345144] [INFO ] [sig       ] [1475/3412] Forecasting HLLY...
[2026-02-11T20:23:54.345171] [INFO ] [sig       ] Generating forecast for: HLLY
[2026-02-11T20:23:54.345200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2026-02-11T20:23:54.356134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2026-02-11T20:23:54.356387] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2026-02-11T20:23:54.357192] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2026-02-11T20:23:54.357244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:54.357276] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:54.357303] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:54.357360] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:54.416388] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:54.417044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:54.417125] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:54.417158] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:54.535652] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:54.535798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:54.535837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:54.535866] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:54.539316] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2026-02-11T20:23:54.539607] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2026-02-11T20:23:54.539753] [INFO ] [sig       ] HLLY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:54.684857] [INFO ] [LOCAL     ] Saved forecast: HLLY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HLLY.txt
[2026-02-11T20:23:54.684976] [INFO ] [sig       ] [1475/3412] Completed HLLY in 0.3s | 2.78 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-11T20:23:54.685014] [INFO ] [sig       ] [1476/3412] Forecasting HLMN...
[2026-02-11T20:23:54.685042] [INFO ] [sig       ] Generating forecast for: HLMN
[2026-02-11T20:23:54.685073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2026-02-11T20:23:54.696353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2026-02-11T20:23:54.696639] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2026-02-11T20:23:54.697419] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2026-02-11T20:23:54.697501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:54.697539] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:54.697566] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:54.697646] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:54.756117] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:54.756746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:54.756827] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:54.756859] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:54.875176] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:54.875313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:54.875352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:54.875380] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:54.878867] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=3.70%)
[2026-02-11T20:23:54.879141] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2026-02-11T20:23:54.879270] [INFO ] [sig       ] HLMN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:55.033351] [INFO ] [LOCAL     ] Saved forecast: HLMN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HLMN.txt
[2026-02-11T20:23:55.033510] [INFO ] [sig       ] [1476/3412] Completed HLMN in 0.3s | 2.78 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-11T20:23:55.033549] [INFO ] [sig       ] [1477/3412] Forecasting HLN...
[2026-02-11T20:23:55.033600] [INFO ] [sig       ] Generating forecast for: HLN
[2026-02-11T20:23:55.033634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2026-02-11T20:23:55.047453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2026-02-11T20:23:55.047865] [INFO ] [FORECASTER] Starting predict_future for HLN
[2026-02-11T20:23:55.048699] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2026-02-11T20:23:55.048762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:55.048801] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:55.048834] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:55.048898] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:55.107499] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:55.108410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:55.108494] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:55.108528] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:55.228550] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:55.228740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:55.228781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:55.228810] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:55.232326] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2026-02-11T20:23:55.232630] [INFO ] [FORECASTER] Completed predict_future for HLN
[2026-02-11T20:23:55.232779] [INFO ] [sig       ] HLN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:55.381520] [INFO ] [LOCAL     ] Saved forecast: HLN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HLN.txt
[2026-02-11T20:23:55.381700] [INFO ] [sig       ] [1477/3412] Completed HLN in 0.3s | 2.78 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-11T20:23:55.381744] [INFO ] [sig       ] [1478/3412] Forecasting HLNE...
[2026-02-11T20:23:55.381777] [INFO ] [sig       ] Generating forecast for: HLNE
[2026-02-11T20:23:55.381807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2026-02-11T20:23:55.394145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2026-02-11T20:23:55.394462] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2026-02-11T20:23:55.395313] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2026-02-11T20:23:55.395365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:55.395396] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:55.395424] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:55.395481] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:55.453645] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:55.454786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:55.454910] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:55.454944] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:55.572477] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:55.572668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:55.572718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:55.572753] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:55.576744] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2026-02-11T20:23:55.577065] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2026-02-11T20:23:55.577204] [INFO ] [sig       ] HLNE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:55.745162] [INFO ] [LOCAL     ] Saved forecast: HLNE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HLNE.txt
[2026-02-11T20:23:55.745342] [INFO ] [sig       ] [1478/3412] Completed HLNE in 0.4s | 2.78 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-11T20:23:55.745383] [INFO ] [sig       ] [1479/3412] Forecasting HLX...
[2026-02-11T20:23:55.745415] [INFO ] [sig       ] Generating forecast for: HLX
[2026-02-11T20:23:55.745445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2026-02-11T20:23:55.759257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2026-02-11T20:23:55.759688] [INFO ] [FORECASTER] Starting predict_future for HLX
[2026-02-11T20:23:55.760684] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2026-02-11T20:23:55.760744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:55.760777] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:55.760804] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:55.760861] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:55.822800] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:55.823755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:55.823848] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:55.823882] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:55.944808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:55.944974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:55.945018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:55.945049] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:55.948736] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=53.93%)
[2026-02-11T20:23:55.949047] [INFO ] [FORECASTER] Completed predict_future for HLX
[2026-02-11T20:23:55.949182] [INFO ] [sig       ] HLX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:56.098794] [INFO ] [LOCAL     ] Saved forecast: HLX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HLX.txt
[2026-02-11T20:23:56.098941] [INFO ] [sig       ] [1479/3412] Completed HLX in 0.4s | 2.78 sym/s | Total: 8.9m | ETA: 11.6m
[2026-02-11T20:23:56.098979] [INFO ] [sig       ] [1480/3412] Forecasting HMC...
[2026-02-11T20:23:56.099008] [INFO ] [sig       ] Generating forecast for: HMC
[2026-02-11T20:23:56.099039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2026-02-11T20:23:56.111434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2026-02-11T20:23:56.111745] [INFO ] [FORECASTER] Starting predict_future for HMC
[2026-02-11T20:23:56.112774] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2026-02-11T20:23:56.112835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:56.112867] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:56.112893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:56.112949] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:56.175874] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:56.176725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:56.176811] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:56.176844] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:56.298807] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:56.298969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:56.299008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:56.299036] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:56.302499] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2026-02-11T20:23:56.302820] [INFO ] [FORECASTER] Completed predict_future for HMC
[2026-02-11T20:23:56.302973] [INFO ] [sig       ] HMC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:56.450291] [INFO ] [LOCAL     ] Saved forecast: HMC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HMC.txt
[2026-02-11T20:23:56.450438] [INFO ] [sig       ] [1480/3412] Completed HMC in 0.4s | 2.78 sym/s | Total: 8.9m | ETA: 11.6m
[2026-02-11T20:23:56.450478] [INFO ] [sig       ] [1481/3412] Forecasting HMN...
[2026-02-11T20:23:56.450506] [INFO ] [sig       ] Generating forecast for: HMN
[2026-02-11T20:23:56.450538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2026-02-11T20:23:56.462294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2026-02-11T20:23:56.462603] [INFO ] [FORECASTER] Starting predict_future for HMN
[2026-02-11T20:23:56.463408] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2026-02-11T20:23:56.463462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:56.463494] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:56.463521] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:56.463601] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:56.521612] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:56.522314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:56.522398] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:56.522433] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:56.642923] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:56.643081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:56.643123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:56.643152] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:56.646837] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2026-02-11T20:23:56.647126] [INFO ] [FORECASTER] Completed predict_future for HMN
[2026-02-11T20:23:56.647260] [INFO ] [sig       ] HMN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:56.794567] [INFO ] [LOCAL     ] Saved forecast: HMN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HMN.txt
[2026-02-11T20:23:56.794763] [INFO ] [sig       ] [1481/3412] Completed HMN in 0.3s | 2.78 sym/s | Total: 8.9m | ETA: 11.6m
[2026-02-11T20:23:56.794805] [INFO ] [sig       ] [1482/3412] Forecasting HMY...
[2026-02-11T20:23:56.794835] [INFO ] [sig       ] Generating forecast for: HMY
[2026-02-11T20:23:56.794869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2026-02-11T20:23:56.806217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2026-02-11T20:23:56.806508] [INFO ] [FORECASTER] Starting predict_future for HMY
[2026-02-11T20:23:56.807318] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2026-02-11T20:23:56.807371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:56.807403] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:56.807430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:56.807511] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:56.867702] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:56.868428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:56.868511] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:56.868545] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:56.995551] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:56.995734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:56.995775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:56.995805] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:56.999492] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: DOWN (p=46.81%)
[2026-02-11T20:23:56.999797] [INFO ] [FORECASTER] Completed predict_future for HMY
[2026-02-11T20:23:56.999942] [INFO ] [sig       ] HMY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:57.143286] [INFO ] [LOCAL     ] Saved forecast: HMY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HMY.txt
[2026-02-11T20:23:57.143420] [INFO ] [sig       ] [1482/3412] Completed HMY in 0.3s | 2.78 sym/s | Total: 8.9m | ETA: 11.6m
[2026-02-11T20:23:57.143458] [INFO ] [sig       ] [1483/3412] Forecasting HNDL...
[2026-02-11T20:23:57.143487] [INFO ] [sig       ] Generating forecast for: HNDL
[2026-02-11T20:23:57.143518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2026-02-11T20:23:57.154950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2026-02-11T20:23:57.155254] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2026-02-11T20:23:57.156089] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2026-02-11T20:23:57.156142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:57.156174] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:57.156201] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:57.156259] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:57.216705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:57.217456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:57.217565] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:57.217618] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:57.336507] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:57.336683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:57.336725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:57.336755] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:57.340343] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2026-02-11T20:23:57.340643] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2026-02-11T20:23:57.340783] [INFO ] [sig       ] HNDL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:57.488592] [INFO ] [LOCAL     ] Saved forecast: HNDL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HNDL.txt
[2026-02-11T20:23:57.488735] [INFO ] [sig       ] [1483/3412] Completed HNDL in 0.3s | 2.78 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-11T20:23:57.488780] [INFO ] [sig       ] [1484/3412] Forecasting HNI...
[2026-02-11T20:23:57.488810] [INFO ] [sig       ] Generating forecast for: HNI
[2026-02-11T20:23:57.488841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2026-02-11T20:23:57.500139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2026-02-11T20:23:57.500455] [INFO ] [FORECASTER] Starting predict_future for HNI
[2026-02-11T20:23:57.501298] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2026-02-11T20:23:57.501350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:57.501381] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:57.501408] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:57.501465] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:57.562426] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:57.563339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:57.563428] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:57.563462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:57.692017] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:57.692178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:57.692221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:57.692252] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:57.696025] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=4.19%)
[2026-02-11T20:23:57.696321] [INFO ] [FORECASTER] Completed predict_future for HNI
[2026-02-11T20:23:57.696470] [INFO ] [sig       ] HNI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:57.851668] [INFO ] [LOCAL     ] Saved forecast: HNI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HNI.txt
[2026-02-11T20:23:57.851820] [INFO ] [sig       ] [1484/3412] Completed HNI in 0.4s | 2.78 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-11T20:23:57.851867] [INFO ] [sig       ] [1485/3412] Forecasting HNRG...
[2026-02-11T20:23:57.851901] [INFO ] [sig       ] Generating forecast for: HNRG
[2026-02-11T20:23:57.851932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2026-02-11T20:23:57.863752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2026-02-11T20:23:57.864054] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2026-02-11T20:23:57.864887] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2026-02-11T20:23:57.864940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:57.865009] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:57.865038] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:57.865097] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:57.923611] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:57.924375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:57.924458] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:57.924492] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:58.050554] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:58.050743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:58.050787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:58.050820] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:58.054485] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: UP (p=60.44%)
[2026-02-11T20:23:58.054789] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2026-02-11T20:23:58.054940] [INFO ] [sig       ] HNRG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:58.206634] [INFO ] [LOCAL     ] Saved forecast: HNRG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HNRG.txt
[2026-02-11T20:23:58.206787] [INFO ] [sig       ] [1485/3412] Completed HNRG in 0.4s | 2.78 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-11T20:23:58.206834] [INFO ] [sig       ] [1486/3412] Forecasting HOG...
[2026-02-11T20:23:58.206870] [INFO ] [sig       ] Generating forecast for: HOG
[2026-02-11T20:23:58.206906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2026-02-11T20:23:58.218111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2026-02-11T20:23:58.218396] [INFO ] [FORECASTER] Starting predict_future for HOG
[2026-02-11T20:23:58.219221] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2026-02-11T20:23:58.219273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:58.219305] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:58.219331] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:58.219389] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:58.281330] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:58.282136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:58.282218] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:58.282250] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:58.409153] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:58.409320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:58.409382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:58.409415] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:58.413274] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2026-02-11T20:23:58.413562] [INFO ] [FORECASTER] Completed predict_future for HOG
[2026-02-11T20:23:58.413733] [INFO ] [sig       ] HOG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:58.577966] [INFO ] [LOCAL     ] Saved forecast: HOG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HOG.txt
[2026-02-11T20:23:58.578143] [INFO ] [sig       ] [1486/3412] Completed HOG in 0.4s | 2.78 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-11T20:23:58.578196] [INFO ] [sig       ] [1487/3412] Forecasting HOLO...
[2026-02-11T20:23:58.578228] [INFO ] [sig       ] Generating forecast for: HOLO
[2026-02-11T20:23:58.578262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2026-02-11T20:23:58.591195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2026-02-11T20:23:58.591520] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2026-02-11T20:23:58.592387] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2026-02-11T20:23:58.592442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:58.592475] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:58.592504] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:58.592562] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:58.654856] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:58.655783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:58.655917] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:58.655954] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:58.782811] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:58.782981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:58.783041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:58.783073] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:58.786622] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=20.41%)
[2026-02-11T20:23:58.786943] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2026-02-11T20:23:58.787074] [INFO ] [sig       ] HOLO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:58.945753] [INFO ] [LOCAL     ] Saved forecast: HOLO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HOLO.txt
[2026-02-11T20:23:58.945915] [INFO ] [sig       ] [1487/3412] Completed HOLO in 0.4s | 2.78 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-11T20:23:58.945955] [INFO ] [sig       ] [1488/3412] Forecasting HOLX...
[2026-02-11T20:23:58.945983] [INFO ] [sig       ] Generating forecast for: HOLX
[2026-02-11T20:23:58.946015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2026-02-11T20:23:58.958624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2026-02-11T20:23:58.959035] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2026-02-11T20:23:58.959967] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2026-02-11T20:23:58.960020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:58.960052] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:58.960079] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:58.960137] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:59.025142] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:59.026052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:59.026142] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:59.026177] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:59.155173] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:59.155334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:59.155377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:59.155446] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:59.159354] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: UP (p=76.12%)
[2026-02-11T20:23:59.159688] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2026-02-11T20:23:59.159834] [INFO ] [sig       ] HOLX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:23:59.305782] [INFO ] [LOCAL     ] Saved forecast: HOLX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HOLX.txt
[2026-02-11T20:23:59.305956] [INFO ] [sig       ] [1488/3412] Completed HOLX in 0.4s | 2.78 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-11T20:23:59.306001] [INFO ] [sig       ] [1489/3412] Forecasting HOMB...
[2026-02-11T20:23:59.306044] [INFO ] [sig       ] Generating forecast for: HOMB
[2026-02-11T20:23:59.306088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2026-02-11T20:23:59.317922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2026-02-11T20:23:59.318331] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2026-02-11T20:23:59.319388] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2026-02-11T20:23:59.319447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:59.319479] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:59.319506] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:59.319565] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:59.378893] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:59.379769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:59.379857] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:59.379893] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:59.497693] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:59.497848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:59.497889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:59.497919] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:59.501518] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2026-02-11T20:23:59.501834] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2026-02-11T20:23:59.501972] [INFO ] [sig       ] HOMB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:59.646309] [INFO ] [LOCAL     ] Saved forecast: HOMB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HOMB.txt
[2026-02-11T20:23:59.646480] [INFO ] [sig       ] [1489/3412] Completed HOMB in 0.3s | 2.78 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-11T20:23:59.646533] [INFO ] [sig       ] [1490/3412] Forecasting HON...
[2026-02-11T20:23:59.646587] [INFO ] [sig       ] Generating forecast for: HON
[2026-02-11T20:23:59.646635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2026-02-11T20:23:59.658983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2026-02-11T20:23:59.659322] [INFO ] [FORECASTER] Starting predict_future for HON
[2026-02-11T20:23:59.660207] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2026-02-11T20:23:59.660261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:23:59.660305] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:23:59.660337] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:23:59.660398] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:23:59.721550] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:23:59.722378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:23:59.722462] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:23:59.722495] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:23:59.848782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:23:59.848939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:23:59.848980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:23:59.849009] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:23:59.852631] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: DOWN (p=22.53%)
[2026-02-11T20:23:59.852915] [INFO ] [FORECASTER] Completed predict_future for HON
[2026-02-11T20:23:59.853048] [INFO ] [sig       ] HON: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:23:59.996593] [INFO ] [LOCAL     ] Saved forecast: HON	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HON.txt
[2026-02-11T20:23:59.996760] [INFO ] [sig       ] [1490/3412] Completed HON in 0.4s | 2.78 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-11T20:23:59.996803] [INFO ] [sig       ] [1491/3412] Forecasting HOOD...
[2026-02-11T20:23:59.996835] [INFO ] [sig       ] Generating forecast for: HOOD
[2026-02-11T20:23:59.996879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2026-02-11T20:24:00.008614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2026-02-11T20:24:00.008954] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2026-02-11T20:24:00.009838] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2026-02-11T20:24:00.009906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:00.009955] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:00.009985] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:00.010043] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:00.070308] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:00.071432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:00.071527] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:00.071561] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:00.205289] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:00.205462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:00.205504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:00.205533] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:00.210010] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: UP (p=74.98%)
[2026-02-11T20:24:00.210302] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2026-02-11T20:24:00.210437] [INFO ] [sig       ] HOOD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:00.368089] [INFO ] [LOCAL     ] Saved forecast: HOOD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HOOD.txt
[2026-02-11T20:24:00.368240] [INFO ] [sig       ] [1491/3412] Completed HOOD in 0.4s | 2.78 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-11T20:24:00.368280] [INFO ] [sig       ] [1492/3412] Forecasting HOPE...
[2026-02-11T20:24:00.368309] [INFO ] [sig       ] Generating forecast for: HOPE
[2026-02-11T20:24:00.368340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2026-02-11T20:24:00.380061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2026-02-11T20:24:00.380406] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2026-02-11T20:24:00.381266] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2026-02-11T20:24:00.381319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:00.381352] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:00.381378] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:00.381436] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:00.443455] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:00.444412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:00.444513] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:00.444548] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:00.566542] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:00.566719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:00.566762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:00.566792] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:00.570724] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2026-02-11T20:24:00.571036] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2026-02-11T20:24:00.571170] [INFO ] [sig       ] HOPE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:00.713284] [INFO ] [LOCAL     ] Saved forecast: HOPE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HOPE.txt
[2026-02-11T20:24:00.713444] [INFO ] [sig       ] [1492/3412] Completed HOPE in 0.3s | 2.78 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-11T20:24:00.713484] [INFO ] [sig       ] [1493/3412] Forecasting HP...
[2026-02-11T20:24:00.713512] [INFO ] [sig       ] Generating forecast for: HP
[2026-02-11T20:24:00.713543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2026-02-11T20:24:00.727210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2026-02-11T20:24:00.727687] [INFO ] [FORECASTER] Starting predict_future for HP
[2026-02-11T20:24:00.728519] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2026-02-11T20:24:00.728592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:00.728628] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:00.728655] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:00.728711] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:00.789146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:00.790284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:00.790377] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:00.790411] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:00.926958] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:00.927096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:00.927143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:00.927173] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:00.931048] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=21.04%)
[2026-02-11T20:24:00.931374] [INFO ] [FORECASTER] Completed predict_future for HP
[2026-02-11T20:24:00.931537] [INFO ] [sig       ] HP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:01.083491] [INFO ] [LOCAL     ] Saved forecast: HP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HP.txt
[2026-02-11T20:24:01.083691] [INFO ] [sig       ] [1493/3412] Completed HP in 0.4s | 2.78 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-11T20:24:01.083753] [INFO ] [sig       ] [1494/3412] Forecasting HPE...
[2026-02-11T20:24:01.083795] [INFO ] [sig       ] Generating forecast for: HPE
[2026-02-11T20:24:01.083828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2026-02-11T20:24:01.097370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2026-02-11T20:24:01.097792] [INFO ] [FORECASTER] Starting predict_future for HPE
[2026-02-11T20:24:01.098774] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2026-02-11T20:24:01.098852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:01.098899] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:01.098933] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:01.098997] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:01.165955] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:01.167027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:01.167136] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:01.167180] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:01.298162] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:01.298341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:01.298390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:01.298430] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:01.302178] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=37.29%)
[2026-02-11T20:24:01.302472] [INFO ] [FORECASTER] Completed predict_future for HPE
[2026-02-11T20:24:01.302637] [INFO ] [sig       ] HPE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:01.452234] [INFO ] [LOCAL     ] Saved forecast: HPE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HPE.txt
[2026-02-11T20:24:01.452397] [INFO ] [sig       ] [1494/3412] Completed HPE in 0.4s | 2.78 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-11T20:24:01.452438] [INFO ] [sig       ] [1495/3412] Forecasting HPF...
[2026-02-11T20:24:01.452475] [INFO ] [sig       ] Generating forecast for: HPF
[2026-02-11T20:24:01.452509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2026-02-11T20:24:01.464275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2026-02-11T20:24:01.464651] [INFO ] [FORECASTER] Starting predict_future for HPF
[2026-02-11T20:24:01.465524] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2026-02-11T20:24:01.465601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:01.465637] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:01.465666] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:01.465725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:01.532491] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:01.533446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:01.533606] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:01.533648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:01.661063] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:01.661190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:01.661231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:01.661262] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:01.664932] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2026-02-11T20:24:01.665228] [INFO ] [FORECASTER] Completed predict_future for HPF
[2026-02-11T20:24:01.665363] [INFO ] [sig       ] HPF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:01.818533] [INFO ] [LOCAL     ] Saved forecast: HPF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HPF.txt
[2026-02-11T20:24:01.818716] [INFO ] [sig       ] [1495/3412] Completed HPF in 0.4s | 2.78 sym/s | Total: 9.0m | ETA: 11.5m
[2026-02-11T20:24:01.818759] [INFO ] [sig       ] [1496/3412] Forecasting HPI...
[2026-02-11T20:24:01.818788] [INFO ] [sig       ] Generating forecast for: HPI
[2026-02-11T20:24:01.818820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2026-02-11T20:24:01.834249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2026-02-11T20:24:01.834787] [INFO ] [FORECASTER] Starting predict_future for HPI
[2026-02-11T20:24:01.835981] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2026-02-11T20:24:01.836058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:01.836102] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:01.836139] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:01.836220] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:01.912281] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:01.913372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:01.913498] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:01.913545] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:02.045476] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:02.045660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:02.045703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:02.045734] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:02.049420] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=16.75%)
[2026-02-11T20:24:02.049769] [INFO ] [FORECASTER] Completed predict_future for HPI
[2026-02-11T20:24:02.049942] [INFO ] [sig       ] HPI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:02.197630] [INFO ] [LOCAL     ] Saved forecast: HPI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HPI.txt
[2026-02-11T20:24:02.197811] [INFO ] [sig       ] [1496/3412] Completed HPI in 0.4s | 2.78 sym/s | Total: 9.0m | ETA: 11.5m
[2026-02-11T20:24:02.197860] [INFO ] [sig       ] [1497/3412] Forecasting HPK...
[2026-02-11T20:24:02.197896] [INFO ] [sig       ] Generating forecast for: HPK
[2026-02-11T20:24:02.197935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2026-02-11T20:24:02.209978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2026-02-11T20:24:02.210375] [INFO ] [FORECASTER] Starting predict_future for HPK
[2026-02-11T20:24:02.211212] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2026-02-11T20:24:02.211264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:02.211296] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:02.211323] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:02.211380] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:02.271197] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:02.272083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:02.272168] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:02.272202] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:02.393549] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:02.393737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:02.393778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:02.393806] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:02.397459] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: UP (p=70.99%)
[2026-02-11T20:24:02.397823] [INFO ] [FORECASTER] Completed predict_future for HPK
[2026-02-11T20:24:02.397967] [INFO ] [sig       ] HPK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:02.549269] [INFO ] [LOCAL     ] Saved forecast: HPK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HPK.txt
[2026-02-11T20:24:02.549448] [INFO ] [sig       ] [1497/3412] Completed HPK in 0.4s | 2.78 sym/s | Total: 9.0m | ETA: 11.5m
[2026-02-11T20:24:02.549495] [INFO ] [sig       ] [1498/3412] Forecasting HPP...
[2026-02-11T20:24:02.549527] [INFO ] [sig       ] Generating forecast for: HPP
[2026-02-11T20:24:02.549560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2026-02-11T20:24:02.561758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2026-02-11T20:24:02.562100] [INFO ] [FORECASTER] Starting predict_future for HPP
[2026-02-11T20:24:02.562958] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2026-02-11T20:24:02.563012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:02.563046] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:02.563073] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:02.563130] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:02.622005] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:02.622907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:02.623000] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:02.623034] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:02.752230] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:02.752407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:02.752468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:02.752520] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:02.756229] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=39.09%)
[2026-02-11T20:24:02.756549] [INFO ] [FORECASTER] Completed predict_future for HPP
[2026-02-11T20:24:02.756741] [INFO ] [sig       ] HPP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:02.910268] [INFO ] [LOCAL     ] Saved forecast: HPP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HPP.txt
[2026-02-11T20:24:02.910491] [INFO ] [sig       ] [1498/3412] Completed HPP in 0.4s | 2.78 sym/s | Total: 9.0m | ETA: 11.5m
[2026-02-11T20:24:02.910551] [INFO ] [sig       ] [1499/3412] Forecasting HPQ...
[2026-02-11T20:24:02.910616] [INFO ] [sig       ] Generating forecast for: HPQ
[2026-02-11T20:24:02.910669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2026-02-11T20:24:02.922949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2026-02-11T20:24:02.923330] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2026-02-11T20:24:02.924219] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2026-02-11T20:24:02.924274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:02.924315] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:02.924356] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:02.924426] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:02.994683] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:02.995614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:02.995705] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:02.995740] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:03.129910] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:03.130070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:03.130112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:03.130142] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:03.133692] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=24.54%)
[2026-02-11T20:24:03.133983] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2026-02-11T20:24:03.134119] [INFO ] [sig       ] HPQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:03.281953] [INFO ] [LOCAL     ] Saved forecast: HPQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HPQ.txt
[2026-02-11T20:24:03.282108] [INFO ] [sig       ] [1499/3412] Completed HPQ in 0.4s | 2.78 sym/s | Total: 9.0m | ETA: 11.5m
[2026-02-11T20:24:03.282150] [INFO ] [sig       ] [1500/3412] Forecasting HPS...
[2026-02-11T20:24:03.282180] [INFO ] [sig       ] Generating forecast for: HPS
[2026-02-11T20:24:03.282212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2026-02-11T20:24:03.294488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2026-02-11T20:24:03.294849] [INFO ] [FORECASTER] Starting predict_future for HPS
[2026-02-11T20:24:03.295917] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2026-02-11T20:24:03.295985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:03.296024] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:03.296053] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:03.296112] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:03.359126] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:03.360089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:03.360182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:03.360217] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:03.490390] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:03.490554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:03.490626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:03.490658] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:03.494302] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2026-02-11T20:24:03.494638] [INFO ] [FORECASTER] Completed predict_future for HPS
[2026-02-11T20:24:03.494784] [INFO ] [sig       ] HPS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:03.649798] [INFO ] [LOCAL     ] Saved forecast: HPS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HPS.txt
[2026-02-11T20:24:03.650001] [INFO ] [sig       ] [1500/3412] Completed HPS in 0.4s | 2.78 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-11T20:24:03.650058] [INFO ] [sig       ] [1501/3412] Forecasting HQI...
[2026-02-11T20:24:03.650096] [INFO ] [sig       ] Generating forecast for: HQI
[2026-02-11T20:24:03.650132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2026-02-11T20:24:03.662794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2026-02-11T20:24:03.663162] [INFO ] [FORECASTER] Starting predict_future for HQI
[2026-02-11T20:24:03.664090] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2026-02-11T20:24:03.664144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:03.664178] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:03.664204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:03.664262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:03.727885] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:03.728843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:03.728936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:03.728970] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:03.846698] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:03.846864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:03.846908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:03.846939] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:03.851009] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=48.11%)
[2026-02-11T20:24:03.851310] [INFO ] [FORECASTER] Completed predict_future for HQI
[2026-02-11T20:24:03.851445] [INFO ] [sig       ] HQI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:04.007366] [INFO ] [LOCAL     ] Saved forecast: HQI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HQI.txt
[2026-02-11T20:24:04.007548] [INFO ] [sig       ] [1501/3412] Completed HQI in 0.4s | 2.78 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-11T20:24:04.007608] [INFO ] [sig       ] [1502/3412] Forecasting HQL...
[2026-02-11T20:24:04.007640] [INFO ] [sig       ] Generating forecast for: HQL
[2026-02-11T20:24:04.007671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2026-02-11T20:24:04.019947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2026-02-11T20:24:04.020281] [INFO ] [FORECASTER] Starting predict_future for HQL
[2026-02-11T20:24:04.021111] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2026-02-11T20:24:04.021164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:04.021221] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:04.021248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:04.021316] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:04.082955] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:04.083960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:04.084053] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:04.084087] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:04.204566] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:04.204727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:04.204769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:04.204799] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:04.208689] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=20.07%)
[2026-02-11T20:24:04.208993] [INFO ] [FORECASTER] Completed predict_future for HQL
[2026-02-11T20:24:04.209309] [INFO ] [sig       ] HQL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:04.360041] [INFO ] [LOCAL     ] Saved forecast: HQL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HQL.txt
[2026-02-11T20:24:04.360207] [INFO ] [sig       ] [1502/3412] Completed HQL in 0.4s | 2.78 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-11T20:24:04.360249] [INFO ] [sig       ] [1503/3412] Forecasting HQY...
[2026-02-11T20:24:04.360278] [INFO ] [sig       ] Generating forecast for: HQY
[2026-02-11T20:24:04.360310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2026-02-11T20:24:04.373550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2026-02-11T20:24:04.373929] [INFO ] [FORECASTER] Starting predict_future for HQY
[2026-02-11T20:24:04.374780] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2026-02-11T20:24:04.374833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:04.374866] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:04.374893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:04.374950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:04.437029] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:04.437921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:04.438026] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:04.438067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:04.560831] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:04.560995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:04.561038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:04.561067] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:04.565344] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: DOWN (p=37.26%)
[2026-02-11T20:24:04.565656] [INFO ] [FORECASTER] Completed predict_future for HQY
[2026-02-11T20:24:04.565791] [INFO ] [sig       ] HQY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:04.714661] [INFO ] [LOCAL     ] Saved forecast: HQY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HQY.txt
[2026-02-11T20:24:04.714849] [INFO ] [sig       ] [1503/3412] Completed HQY in 0.4s | 2.78 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-11T20:24:04.714904] [INFO ] [sig       ] [1504/3412] Forecasting HRB...
[2026-02-11T20:24:04.714937] [INFO ] [sig       ] Generating forecast for: HRB
[2026-02-11T20:24:04.714970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2026-02-11T20:24:04.728061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2026-02-11T20:24:04.728734] [INFO ] [FORECASTER] Starting predict_future for HRB
[2026-02-11T20:24:04.729869] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2026-02-11T20:24:04.729950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:04.729994] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:04.730030] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:04.730100] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:04.796369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:04.797390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:04.797570] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:04.797633] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:04.932405] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:04.932589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:04.932633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:04.932662] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:04.936143] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2026-02-11T20:24:04.936430] [INFO ] [FORECASTER] Completed predict_future for HRB
[2026-02-11T20:24:04.936567] [INFO ] [sig       ] HRB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:05.079297] [INFO ] [LOCAL     ] Saved forecast: HRB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HRB.txt
[2026-02-11T20:24:05.079437] [INFO ] [sig       ] [1504/3412] Completed HRB in 0.4s | 2.78 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-11T20:24:05.079475] [INFO ] [sig       ] [1505/3412] Forecasting HRL...
[2026-02-11T20:24:05.079503] [INFO ] [sig       ] Generating forecast for: HRL
[2026-02-11T20:24:05.079535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2026-02-11T20:24:05.090517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2026-02-11T20:24:05.090856] [INFO ] [FORECASTER] Starting predict_future for HRL
[2026-02-11T20:24:05.091683] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2026-02-11T20:24:05.091735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:05.091767] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:05.091794] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:05.091851] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:05.154103] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:05.155055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:05.155154] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:05.155189] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:05.276114] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:05.276255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:05.276294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:05.276352] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:05.279918] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=88.70%)
[2026-02-11T20:24:05.280204] [INFO ] [FORECASTER] Completed predict_future for HRL
[2026-02-11T20:24:05.280350] [INFO ] [sig       ] HRL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:05.426256] [INFO ] [LOCAL     ] Saved forecast: HRL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HRL.txt
[2026-02-11T20:24:05.426411] [INFO ] [sig       ] [1505/3412] Completed HRL in 0.3s | 2.78 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-11T20:24:05.426451] [INFO ] [sig       ] [1506/3412] Forecasting HRMY...
[2026-02-11T20:24:05.426480] [INFO ] [sig       ] Generating forecast for: HRMY
[2026-02-11T20:24:05.426511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2026-02-11T20:24:05.437628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2026-02-11T20:24:05.437925] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2026-02-11T20:24:05.438780] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2026-02-11T20:24:05.438833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:05.438866] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:05.438893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:05.438950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:05.497785] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:05.498528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:05.498637] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:05.498680] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:05.617684] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:05.617844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:05.617887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:05.617915] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:05.621439] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: UP (p=85.86%)
[2026-02-11T20:24:05.621746] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2026-02-11T20:24:05.621881] [INFO ] [sig       ] HRMY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:05.764148] [INFO ] [LOCAL     ] Saved forecast: HRMY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HRMY.txt
[2026-02-11T20:24:05.764274] [INFO ] [sig       ] [1506/3412] Completed HRMY in 0.3s | 2.78 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-11T20:24:05.764313] [INFO ] [sig       ] [1507/3412] Forecasting HRTG...
[2026-02-11T20:24:05.764343] [INFO ] [sig       ] Generating forecast for: HRTG
[2026-02-11T20:24:05.764372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2026-02-11T20:24:05.775486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2026-02-11T20:24:05.775789] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2026-02-11T20:24:05.776598] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2026-02-11T20:24:05.776652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:05.776684] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:05.776711] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:05.776769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:05.833944] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:05.834604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:05.834684] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:05.834716] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:05.957945] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:05.958109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:05.958153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:05.958183] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:05.961783] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2026-02-11T20:24:05.962085] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2026-02-11T20:24:05.962219] [INFO ] [sig       ] HRTG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:06.105895] [INFO ] [LOCAL     ] Saved forecast: HRTG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HRTG.txt
[2026-02-11T20:24:06.106101] [INFO ] [sig       ] [1507/3412] Completed HRTG in 0.3s | 2.78 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-11T20:24:06.106149] [INFO ] [sig       ] [1508/3412] Forecasting HRTX...
[2026-02-11T20:24:06.106182] [INFO ] [sig       ] Generating forecast for: HRTX
[2026-02-11T20:24:06.106222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2026-02-11T20:24:06.118932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2026-02-11T20:24:06.119256] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2026-02-11T20:24:06.120242] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2026-02-11T20:24:06.120296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:06.120328] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:06.120356] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:06.120413] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:06.179846] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:06.180945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:06.181041] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:06.181076] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:06.299349] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:06.299514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:06.299555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:06.299610] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:06.303228] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=48.54%)
[2026-02-11T20:24:06.303509] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2026-02-11T20:24:06.303675] [INFO ] [sig       ] HRTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:06.451386] [INFO ] [LOCAL     ] Saved forecast: HRTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HRTX.txt
[2026-02-11T20:24:06.451524] [INFO ] [sig       ] [1508/3412] Completed HRTX in 0.3s | 2.78 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-11T20:24:06.451564] [INFO ] [sig       ] [1509/3412] Forecasting HRZN...
[2026-02-11T20:24:06.451615] [INFO ] [sig       ] Generating forecast for: HRZN
[2026-02-11T20:24:06.451647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2026-02-11T20:24:06.463053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2026-02-11T20:24:06.463437] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2026-02-11T20:24:06.464455] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2026-02-11T20:24:06.464510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:06.464543] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:06.464570] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:06.464659] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:06.524139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:06.525001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:06.525090] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:06.525124] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:06.646812] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:06.647008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:06.647063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:06.647095] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:06.650826] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: UP (p=82.15%)
[2026-02-11T20:24:06.651173] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2026-02-11T20:24:06.651315] [INFO ] [sig       ] HRZN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:06.801011] [INFO ] [LOCAL     ] Saved forecast: HRZN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HRZN.txt
[2026-02-11T20:24:06.801217] [INFO ] [sig       ] [1509/3412] Completed HRZN in 0.3s | 2.78 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-11T20:24:06.801289] [INFO ] [sig       ] [1510/3412] Forecasting HSAI...
[2026-02-11T20:24:06.801342] [INFO ] [sig       ] Generating forecast for: HSAI
[2026-02-11T20:24:06.801407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2026-02-11T20:24:06.815249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2026-02-11T20:24:06.815616] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2026-02-11T20:24:06.816454] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2026-02-11T20:24:06.816509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:06.816543] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:06.816599] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:06.816674] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:06.876019] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:06.877014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:06.877107] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:06.877142] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:07.003915] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:07.004085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:07.004128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:07.004159] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:07.007953] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2026-02-11T20:24:07.008280] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2026-02-11T20:24:07.008422] [INFO ] [sig       ] HSAI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:07.158592] [INFO ] [LOCAL     ] Saved forecast: HSAI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HSAI.txt
[2026-02-11T20:24:07.158760] [INFO ] [sig       ] [1510/3412] Completed HSAI in 0.4s | 2.78 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-11T20:24:07.158802] [INFO ] [sig       ] [1511/3412] Forecasting HSBC...
[2026-02-11T20:24:07.158834] [INFO ] [sig       ] Generating forecast for: HSBC
[2026-02-11T20:24:07.158865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2026-02-11T20:24:07.170704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2026-02-11T20:24:07.171037] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2026-02-11T20:24:07.171864] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2026-02-11T20:24:07.171917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:07.171950] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:07.171981] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:07.172038] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:07.231793] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:07.232691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:07.232779] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:07.232814] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:07.358050] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:07.358218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:07.358277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:07.358308] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:07.361859] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2026-02-11T20:24:07.362139] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2026-02-11T20:24:07.362274] [INFO ] [sig       ] HSBC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:07.511942] [INFO ] [LOCAL     ] Saved forecast: HSBC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HSBC.txt
[2026-02-11T20:24:07.512131] [INFO ] [sig       ] [1511/3412] Completed HSBC in 0.4s | 2.78 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-11T20:24:07.512178] [INFO ] [sig       ] [1512/3412] Forecasting HSCS...
[2026-02-11T20:24:07.512210] [INFO ] [sig       ] Generating forecast for: HSCS
[2026-02-11T20:24:07.512245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2026-02-11T20:24:07.523851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2026-02-11T20:24:07.524201] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2026-02-11T20:24:07.525094] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2026-02-11T20:24:07.525147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:07.525189] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:07.525218] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:07.525293] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:07.584548] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:07.585592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:07.585743] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:07.585781] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:07.698807] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:07.698974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:07.699024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:07.699062] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:07.702698] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2026-02-11T20:24:07.702988] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2026-02-11T20:24:07.703146] [INFO ] [sig       ] HSCS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:07.848239] [INFO ] [LOCAL     ] Saved forecast: HSCS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HSCS.txt
[2026-02-11T20:24:07.848385] [INFO ] [sig       ] [1512/3412] Completed HSCS in 0.3s | 2.78 sym/s | Total: 9.1m | ETA: 11.4m
[2026-02-11T20:24:07.848423] [INFO ] [sig       ] [1513/3412] Forecasting HSHP...
[2026-02-11T20:24:07.848454] [INFO ] [sig       ] Generating forecast for: HSHP
[2026-02-11T20:24:07.848484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2026-02-11T20:24:07.859514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2026-02-11T20:24:07.859855] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2026-02-11T20:24:07.860697] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2026-02-11T20:24:07.860749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:07.860779] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:07.860805] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:07.860861] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:07.918989] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:07.919871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:07.919958] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:07.919991] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:08.045981] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:08.046149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:08.046192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:08.046221] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:08.049884] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: DOWN (p=26.10%)
[2026-02-11T20:24:08.050195] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2026-02-11T20:24:08.050337] [INFO ] [sig       ] HSHP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:08.203688] [INFO ] [LOCAL     ] Saved forecast: HSHP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HSHP.txt
[2026-02-11T20:24:08.203890] [INFO ] [sig       ] [1513/3412] Completed HSHP in 0.4s | 2.78 sym/s | Total: 9.1m | ETA: 11.4m
[2026-02-11T20:24:08.203947] [INFO ] [sig       ] [1514/3412] Forecasting HSIC...
[2026-02-11T20:24:08.203992] [INFO ] [sig       ] Generating forecast for: HSIC
[2026-02-11T20:24:08.204036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2026-02-11T20:24:08.216146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2026-02-11T20:24:08.216551] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2026-02-11T20:24:08.217414] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2026-02-11T20:24:08.217507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:08.217543] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:08.217570] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:08.217654] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:08.275784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:08.276676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:08.276764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:08.276798] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:08.403427] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:08.403743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:08.403798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:08.403829] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:08.407458] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: UP (p=90.74%)
[2026-02-11T20:24:08.407781] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2026-02-11T20:24:08.407920] [INFO ] [sig       ] HSIC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:08.553157] [INFO ] [LOCAL     ] Saved forecast: HSIC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HSIC.txt
[2026-02-11T20:24:08.553284] [INFO ] [sig       ] [1514/3412] Completed HSIC in 0.3s | 2.78 sym/s | Total: 9.1m | ETA: 11.4m
[2026-02-11T20:24:08.553323] [INFO ] [sig       ] [1515/3412] Forecasting HSTM...
[2026-02-11T20:24:08.553353] [INFO ] [sig       ] Generating forecast for: HSTM
[2026-02-11T20:24:08.553383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2026-02-11T20:24:08.565921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2026-02-11T20:24:08.566206] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2026-02-11T20:24:08.567042] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2026-02-11T20:24:08.567106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:08.567154] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:08.567182] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:08.567240] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:08.625201] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:08.625845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:08.625942] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:08.625984] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:08.746692] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:08.746851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:08.746893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:08.746924] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:08.750396] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2026-02-11T20:24:08.750691] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2026-02-11T20:24:08.750825] [INFO ] [sig       ] HSTM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:08.900159] [INFO ] [LOCAL     ] Saved forecast: HSTM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HSTM.txt
[2026-02-11T20:24:08.900348] [INFO ] [sig       ] [1515/3412] Completed HSTM in 0.3s | 2.78 sym/s | Total: 9.1m | ETA: 11.4m
[2026-02-11T20:24:08.900389] [INFO ] [sig       ] [1516/3412] Forecasting HSY...
[2026-02-11T20:24:08.900419] [INFO ] [sig       ] Generating forecast for: HSY
[2026-02-11T20:24:08.900450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2026-02-11T20:24:08.911423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2026-02-11T20:24:08.911789] [INFO ] [FORECASTER] Starting predict_future for HSY
[2026-02-11T20:24:08.912665] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2026-02-11T20:24:08.912717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:08.912749] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:08.912776] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:08.912834] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:08.971635] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:08.972605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:08.972692] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:08.972726] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:09.095831] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:09.096013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:09.096054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:09.096089] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:09.099751] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2026-02-11T20:24:09.100072] [INFO ] [FORECASTER] Completed predict_future for HSY
[2026-02-11T20:24:09.100215] [INFO ] [sig       ] HSY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:09.248216] [INFO ] [LOCAL     ] Saved forecast: HSY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HSY.txt
[2026-02-11T20:24:09.248377] [INFO ] [sig       ] [1516/3412] Completed HSY in 0.3s | 2.78 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-11T20:24:09.248429] [INFO ] [sig       ] [1517/3412] Forecasting HTBK...
[2026-02-11T20:24:09.248462] [INFO ] [sig       ] Generating forecast for: HTBK
[2026-02-11T20:24:09.248494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2026-02-11T20:24:09.259862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2026-02-11T20:24:09.260205] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2026-02-11T20:24:09.261061] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2026-02-11T20:24:09.261116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:09.261150] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:09.261180] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:09.261241] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:09.319383] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:09.320205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:09.320310] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:09.320345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:09.443425] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:09.443604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:09.443648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:09.443678] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:09.447212] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2026-02-11T20:24:09.447518] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2026-02-11T20:24:09.447674] [INFO ] [sig       ] HTBK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:09.601904] [INFO ] [LOCAL     ] Saved forecast: HTBK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HTBK.txt
[2026-02-11T20:24:09.602270] [INFO ] [sig       ] [1517/3412] Completed HTBK in 0.4s | 2.78 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-11T20:24:09.602331] [INFO ] [sig       ] [1518/3412] Forecasting HTD...
[2026-02-11T20:24:09.602364] [INFO ] [sig       ] Generating forecast for: HTD
[2026-02-11T20:24:09.602395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2026-02-11T20:24:09.614633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2026-02-11T20:24:09.614983] [INFO ] [FORECASTER] Starting predict_future for HTD
[2026-02-11T20:24:09.615897] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2026-02-11T20:24:09.615960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:09.615997] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:09.616029] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:09.616102] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:09.680619] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:09.681544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:09.681662] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:09.681698] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:09.810370] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:09.810536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:09.810598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:09.810632] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:09.814692] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2026-02-11T20:24:09.815005] [INFO ] [FORECASTER] Completed predict_future for HTD
[2026-02-11T20:24:09.815186] [INFO ] [sig       ] HTD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:09.970783] [INFO ] [LOCAL     ] Saved forecast: HTD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HTD.txt
[2026-02-11T20:24:09.970936] [INFO ] [sig       ] [1518/3412] Completed HTD in 0.4s | 2.78 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-11T20:24:09.971007] [INFO ] [sig       ] [1519/3412] Forecasting HTGC...
[2026-02-11T20:24:09.971047] [INFO ] [sig       ] Generating forecast for: HTGC
[2026-02-11T20:24:09.971085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2026-02-11T20:24:09.984033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2026-02-11T20:24:09.984441] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2026-02-11T20:24:09.985366] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2026-02-11T20:24:09.985420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:09.985491] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:09.985521] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:09.985598] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:10.048962] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:10.049877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:10.049974] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:10.050010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:10.179058] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:10.179230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:10.179272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:10.179302] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:10.182995] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=68.71%)
[2026-02-11T20:24:10.183325] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2026-02-11T20:24:10.183489] [INFO ] [sig       ] HTGC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:10.330567] [INFO ] [LOCAL     ] Saved forecast: HTGC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HTGC.txt
[2026-02-11T20:24:10.330775] [INFO ] [sig       ] [1519/3412] Completed HTGC in 0.4s | 2.78 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-11T20:24:10.330819] [INFO ] [sig       ] [1520/3412] Forecasting HTH...
[2026-02-11T20:24:10.330856] [INFO ] [sig       ] Generating forecast for: HTH
[2026-02-11T20:24:10.330917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2026-02-11T20:24:10.342769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2026-02-11T20:24:10.343079] [INFO ] [FORECASTER] Starting predict_future for HTH
[2026-02-11T20:24:10.343953] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2026-02-11T20:24:10.344006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:10.344038] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:10.344064] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:10.344120] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:10.403534] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:10.404305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:10.404392] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:10.404450] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:10.529425] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:10.529611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:10.529658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:10.529692] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:10.533496] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2026-02-11T20:24:10.533821] [INFO ] [FORECASTER] Completed predict_future for HTH
[2026-02-11T20:24:10.533981] [INFO ] [sig       ] HTH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:10.684428] [INFO ] [LOCAL     ] Saved forecast: HTH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HTH.txt
[2026-02-11T20:24:10.684632] [INFO ] [sig       ] [1520/3412] Completed HTH in 0.4s | 2.78 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-11T20:24:10.684679] [INFO ] [sig       ] [1521/3412] Forecasting HTLD...
[2026-02-11T20:24:10.684712] [INFO ] [sig       ] Generating forecast for: HTLD
[2026-02-11T20:24:10.684743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2026-02-11T20:24:10.697647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2026-02-11T20:24:10.698105] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2026-02-11T20:24:10.699066] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2026-02-11T20:24:10.699137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:10.699180] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:10.699207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:10.699267] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:10.760536] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:10.761449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:10.761541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:10.761595] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:10.887346] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:10.887589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:10.887636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:10.887664] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:10.891265] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2026-02-11T20:24:10.891563] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2026-02-11T20:24:10.891720] [INFO ] [sig       ] HTLD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:11.042622] [INFO ] [LOCAL     ] Saved forecast: HTLD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HTLD.txt
[2026-02-11T20:24:11.042780] [INFO ] [sig       ] [1521/3412] Completed HTLD in 0.4s | 2.78 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-11T20:24:11.042821] [INFO ] [sig       ] [1522/3412] Forecasting HTOO...
[2026-02-11T20:24:11.042850] [INFO ] [sig       ] Generating forecast for: HTOO
[2026-02-11T20:24:11.042882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2026-02-11T20:24:11.054658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2026-02-11T20:24:11.054947] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2026-02-11T20:24:11.055822] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2026-02-11T20:24:11.055876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:11.055909] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:11.055937] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:11.055996] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:11.114844] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:11.115589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:11.115676] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:11.115709] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:11.232075] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:11.232234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:11.232277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:11.232376] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:11.235936] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2026-02-11T20:24:11.236233] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2026-02-11T20:24:11.236366] [INFO ] [sig       ] HTOO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:11.384066] [INFO ] [LOCAL     ] Saved forecast: HTOO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HTOO.txt
[2026-02-11T20:24:11.384234] [INFO ] [sig       ] [1522/3412] Completed HTOO in 0.3s | 2.78 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-11T20:24:11.384275] [INFO ] [sig       ] [1523/3412] Forecasting HTZ...
[2026-02-11T20:24:11.384304] [INFO ] [sig       ] Generating forecast for: HTZ
[2026-02-11T20:24:11.384336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2026-02-11T20:24:11.396519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2026-02-11T20:24:11.396886] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2026-02-11T20:24:11.397824] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2026-02-11T20:24:11.397901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:11.397959] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:11.397998] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:11.398076] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:11.465081] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:11.466148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:11.466237] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:11.466271] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:11.601418] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:11.601606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:11.601651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:11.601682] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:11.605608] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: UP (p=61.20%)
[2026-02-11T20:24:11.605962] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2026-02-11T20:24:11.606113] [INFO ] [sig       ] HTZ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:11.757824] [INFO ] [LOCAL     ] Saved forecast: HTZ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HTZ.txt
[2026-02-11T20:24:11.757963] [INFO ] [sig       ] [1523/3412] Completed HTZ in 0.4s | 2.78 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-11T20:24:11.758002] [INFO ] [sig       ] [1524/3412] Forecasting HUBB...
[2026-02-11T20:24:11.758035] [INFO ] [sig       ] Generating forecast for: HUBB
[2026-02-11T20:24:11.758071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2026-02-11T20:24:11.770213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2026-02-11T20:24:11.770496] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2026-02-11T20:24:11.771317] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2026-02-11T20:24:11.771370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:11.771402] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:11.771430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:11.771487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:11.829517] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:11.830246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:11.830546] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:11.830598] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:11.954542] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:11.954721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:11.954764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:11.954792] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:11.958288] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2026-02-11T20:24:11.958592] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2026-02-11T20:24:11.958724] [INFO ] [sig       ] HUBB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:12.099292] [INFO ] [LOCAL     ] Saved forecast: HUBB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HUBB.txt
[2026-02-11T20:24:12.099418] [INFO ] [sig       ] [1524/3412] Completed HUBB in 0.3s | 2.78 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-11T20:24:12.099458] [INFO ] [sig       ] [1525/3412] Forecasting HUBG...
[2026-02-11T20:24:12.099488] [INFO ] [sig       ] Generating forecast for: HUBG
[2026-02-11T20:24:12.099519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2026-02-11T20:24:12.110886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2026-02-11T20:24:12.111153] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2026-02-11T20:24:12.111956] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2026-02-11T20:24:12.112008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:12.112041] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:12.112073] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:12.112143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:12.170026] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:12.170775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:12.170858] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:12.170891] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:12.306680] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:12.306872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:12.306921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:12.306951] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:12.310717] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: UP (p=69.71%)
[2026-02-11T20:24:12.311023] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2026-02-11T20:24:12.311183] [INFO ] [sig       ] HUBG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:12.454405] [INFO ] [LOCAL     ] Saved forecast: HUBG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HUBG.txt
[2026-02-11T20:24:12.454550] [INFO ] [sig       ] [1525/3412] Completed HUBG in 0.4s | 2.78 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-11T20:24:12.454609] [INFO ] [sig       ] [1526/3412] Forecasting HUBS...
[2026-02-11T20:24:12.454642] [INFO ] [sig       ] Generating forecast for: HUBS
[2026-02-11T20:24:12.454672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2026-02-11T20:24:12.466448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2026-02-11T20:24:12.466779] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2026-02-11T20:24:12.467685] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2026-02-11T20:24:12.467739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:12.467772] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:12.467810] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:12.467877] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:12.528135] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:12.529087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:12.529180] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:12.529214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:12.654085] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:12.654250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:12.654291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:12.654321] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:12.657851] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=37.77%)
[2026-02-11T20:24:12.658141] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2026-02-11T20:24:12.658275] [INFO ] [sig       ] HUBS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:12.804507] [INFO ] [LOCAL     ] Saved forecast: HUBS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HUBS.txt
[2026-02-11T20:24:12.804698] [INFO ] [sig       ] [1526/3412] Completed HUBS in 0.4s | 2.78 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-11T20:24:12.804741] [INFO ] [sig       ] [1527/3412] Forecasting HUM...
[2026-02-11T20:24:12.804772] [INFO ] [sig       ] Generating forecast for: HUM
[2026-02-11T20:24:12.804802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2026-02-11T20:24:12.817973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2026-02-11T20:24:12.818398] [INFO ] [FORECASTER] Starting predict_future for HUM
[2026-02-11T20:24:12.819278] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2026-02-11T20:24:12.819332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:12.819364] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:12.819391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:12.819453] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:12.877955] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:12.878880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:12.878970] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:12.879004] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:13.000603] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:13.000763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:13.000804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:13.000833] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:13.004358] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=47.45%)
[2026-02-11T20:24:13.004662] [INFO ] [FORECASTER] Completed predict_future for HUM
[2026-02-11T20:24:13.004793] [INFO ] [sig       ] HUM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:13.149596] [INFO ] [LOCAL     ] Saved forecast: HUM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HUM.txt
[2026-02-11T20:24:13.149761] [INFO ] [sig       ] [1527/3412] Completed HUM in 0.3s | 2.78 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-11T20:24:13.149803] [INFO ] [sig       ] [1528/3412] Forecasting HUN...
[2026-02-11T20:24:13.149831] [INFO ] [sig       ] Generating forecast for: HUN
[2026-02-11T20:24:13.149863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2026-02-11T20:24:13.161608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2026-02-11T20:24:13.161918] [INFO ] [FORECASTER] Starting predict_future for HUN
[2026-02-11T20:24:13.162782] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2026-02-11T20:24:13.162834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:13.162866] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:13.162893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:13.162949] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:13.221011] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:13.221792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:13.221878] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:13.221912] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:13.341388] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:13.341556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:13.341619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:13.341648] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:13.345163] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=72.48%)
[2026-02-11T20:24:13.345482] [INFO ] [FORECASTER] Completed predict_future for HUN
[2026-02-11T20:24:13.345639] [INFO ] [sig       ] HUN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:13.493193] [INFO ] [LOCAL     ] Saved forecast: HUN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HUN.txt
[2026-02-11T20:24:13.493375] [INFO ] [sig       ] [1528/3412] Completed HUN in 0.3s | 2.78 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-11T20:24:13.493447] [INFO ] [sig       ] [1529/3412] Forecasting HURC...
[2026-02-11T20:24:13.493496] [INFO ] [sig       ] Generating forecast for: HURC
[2026-02-11T20:24:13.493535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2026-02-11T20:24:13.506989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2026-02-11T20:24:13.507621] [INFO ] [FORECASTER] Starting predict_future for HURC
[2026-02-11T20:24:13.508500] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2026-02-11T20:24:13.508554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:13.508609] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:13.508639] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:13.508697] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:13.571051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:13.572030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:13.572156] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:13.572192] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:13.693828] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:13.693998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:13.694054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:13.694095] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:13.698202] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2026-02-11T20:24:13.698562] [INFO ] [FORECASTER] Completed predict_future for HURC
[2026-02-11T20:24:13.698752] [INFO ] [sig       ] HURC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:13.859715] [INFO ] [LOCAL     ] Saved forecast: HURC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HURC.txt
[2026-02-11T20:24:13.859901] [INFO ] [sig       ] [1529/3412] Completed HURC in 0.4s | 2.78 sym/s | Total: 9.2m | ETA: 11.3m
[2026-02-11T20:24:13.859944] [INFO ] [sig       ] [1530/3412] Forecasting HURN...
[2026-02-11T20:24:13.859975] [INFO ] [sig       ] Generating forecast for: HURN
[2026-02-11T20:24:13.860011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2026-02-11T20:24:13.872729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2026-02-11T20:24:13.873012] [INFO ] [FORECASTER] Starting predict_future for HURN
[2026-02-11T20:24:13.873847] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2026-02-11T20:24:13.873899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:13.873931] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:13.873958] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:13.874015] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:13.931699] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:13.932455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:13.932537] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:13.932570] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:14.051882] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:14.052047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:14.052090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:14.052120] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:14.055673] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=81.62%)
[2026-02-11T20:24:14.055954] [INFO ] [FORECASTER] Completed predict_future for HURN
[2026-02-11T20:24:14.056085] [INFO ] [sig       ] HURN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:14.202565] [INFO ] [LOCAL     ] Saved forecast: HURN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HURN.txt
[2026-02-11T20:24:14.202728] [INFO ] [sig       ] [1530/3412] Completed HURN in 0.3s | 2.78 sym/s | Total: 9.2m | ETA: 11.3m
[2026-02-11T20:24:14.202770] [INFO ] [sig       ] [1531/3412] Forecasting HUYA...
[2026-02-11T20:24:14.202802] [INFO ] [sig       ] Generating forecast for: HUYA
[2026-02-11T20:24:14.202835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2026-02-11T20:24:14.214845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2026-02-11T20:24:14.215202] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2026-02-11T20:24:14.216035] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2026-02-11T20:24:14.216089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:14.216123] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:14.216156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:14.216226] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:14.274312] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:14.275203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:14.275291] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:14.275324] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:14.397441] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:14.397648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:14.397694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:14.397724] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:14.401372] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: UP (p=70.22%)
[2026-02-11T20:24:14.401725] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2026-02-11T20:24:14.401872] [INFO ] [sig       ] HUYA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:14.551196] [INFO ] [LOCAL     ] Saved forecast: HUYA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HUYA.txt
[2026-02-11T20:24:14.551363] [INFO ] [sig       ] [1531/3412] Completed HUYA in 0.3s | 2.78 sym/s | Total: 9.2m | ETA: 11.3m
[2026-02-11T20:24:14.551403] [INFO ] [sig       ] [1532/3412] Forecasting HWC...
[2026-02-11T20:24:14.551433] [INFO ] [sig       ] Generating forecast for: HWC
[2026-02-11T20:24:14.551463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2026-02-11T20:24:14.563042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2026-02-11T20:24:14.563370] [INFO ] [FORECASTER] Starting predict_future for HWC
[2026-02-11T20:24:14.564181] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2026-02-11T20:24:14.564233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:14.564271] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:14.564305] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:14.564371] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:14.625084] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:14.626215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:14.626305] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:14.626534] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:14.753030] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:14.753248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:14.753291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:14.753322] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:14.757446] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=48.88%)
[2026-02-11T20:24:14.757790] [INFO ] [FORECASTER] Completed predict_future for HWC
[2026-02-11T20:24:14.757924] [INFO ] [sig       ] HWC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:14.916238] [INFO ] [LOCAL     ] Saved forecast: HWC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HWC.txt
[2026-02-11T20:24:14.916505] [INFO ] [sig       ] [1532/3412] Completed HWC in 0.4s | 2.78 sym/s | Total: 9.2m | ETA: 11.3m
[2026-02-11T20:24:14.916561] [INFO ] [sig       ] [1533/3412] Forecasting HWH...
[2026-02-11T20:24:14.916628] [INFO ] [sig       ] Generating forecast for: HWH
[2026-02-11T20:24:14.916675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2026-02-11T20:24:14.930797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2026-02-11T20:24:14.931208] [INFO ] [FORECASTER] Starting predict_future for HWH
[2026-02-11T20:24:14.932123] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2026-02-11T20:24:14.932178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:14.932212] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:14.932240] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:14.932299] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:14.995378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:14.996749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:14.996839] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:14.996874] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:15.121587] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:15.121747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:15.121788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:15.121818] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:15.125546] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: UP (p=61.52%)
[2026-02-11T20:24:15.125859] [INFO ] [FORECASTER] Completed predict_future for HWH
[2026-02-11T20:24:15.125998] [INFO ] [sig       ] HWH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:15.272171] [INFO ] [LOCAL     ] Saved forecast: HWH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HWH.txt
[2026-02-11T20:24:15.272335] [INFO ] [sig       ] [1533/3412] Completed HWH in 0.4s | 2.78 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-11T20:24:15.272377] [INFO ] [sig       ] [1534/3412] Forecasting HWKN...
[2026-02-11T20:24:15.272409] [INFO ] [sig       ] Generating forecast for: HWKN
[2026-02-11T20:24:15.272444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2026-02-11T20:24:15.285013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2026-02-11T20:24:15.285501] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2026-02-11T20:24:15.286649] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2026-02-11T20:24:15.286718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:15.286756] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:15.286789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:15.286866] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:15.351477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:15.352430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:15.352721] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:15.352756] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:15.472610] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:15.472772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:15.472815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:15.472845] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:15.476389] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=82.21%)
[2026-02-11T20:24:15.476713] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2026-02-11T20:24:15.476865] [INFO ] [sig       ] HWKN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:15.624747] [INFO ] [LOCAL     ] Saved forecast: HWKN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HWKN.txt
[2026-02-11T20:24:15.624928] [INFO ] [sig       ] [1534/3412] Completed HWKN in 0.4s | 2.78 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-11T20:24:15.624979] [INFO ] [sig       ] [1535/3412] Forecasting HWM...
[2026-02-11T20:24:15.625011] [INFO ] [sig       ] Generating forecast for: HWM
[2026-02-11T20:24:15.625045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2026-02-11T20:24:15.637281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2026-02-11T20:24:15.637721] [INFO ] [FORECASTER] Starting predict_future for HWM
[2026-02-11T20:24:15.638625] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2026-02-11T20:24:15.638680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:15.638715] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:15.638744] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:15.638804] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:15.700801] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:15.701736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:15.701823] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:15.701859] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:15.825263] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:15.825418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:15.825460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:15.825491] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:15.829215] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=9.72%)
[2026-02-11T20:24:15.829528] [INFO ] [FORECASTER] Completed predict_future for HWM
[2026-02-11T20:24:15.829715] [INFO ] [sig       ] HWM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:15.979266] [INFO ] [LOCAL     ] Saved forecast: HWM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HWM.txt
[2026-02-11T20:24:15.979432] [INFO ] [sig       ] [1535/3412] Completed HWM in 0.4s | 2.78 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-11T20:24:15.979474] [INFO ] [sig       ] [1536/3412] Forecasting HXL...
[2026-02-11T20:24:15.979506] [INFO ] [sig       ] Generating forecast for: HXL
[2026-02-11T20:24:15.979540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2026-02-11T20:24:15.991287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2026-02-11T20:24:15.991737] [INFO ] [FORECASTER] Starting predict_future for HXL
[2026-02-11T20:24:15.992629] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2026-02-11T20:24:15.992684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:15.992744] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:15.992772] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:15.992830] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:16.080807] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:16.081963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:16.082084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:16.082137] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:16.224418] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:16.224602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:16.224646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:16.224676] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:16.228242] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=50.71%)
[2026-02-11T20:24:16.228558] [INFO ] [FORECASTER] Completed predict_future for HXL
[2026-02-11T20:24:16.228734] [INFO ] [sig       ] HXL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:16.376817] [INFO ] [LOCAL     ] Saved forecast: HXL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HXL.txt
[2026-02-11T20:24:16.376962] [INFO ] [sig       ] [1536/3412] Completed HXL in 0.4s | 2.78 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-11T20:24:16.377002] [INFO ] [sig       ] [1537/3412] Forecasting HY...
[2026-02-11T20:24:16.377031] [INFO ] [sig       ] Generating forecast for: HY
[2026-02-11T20:24:16.377062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2026-02-11T20:24:16.388654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2026-02-11T20:24:16.388991] [INFO ] [FORECASTER] Starting predict_future for HY
[2026-02-11T20:24:16.389878] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2026-02-11T20:24:16.389933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:16.389965] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:16.389991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:16.390050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:16.448455] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:16.449315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:16.449400] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:16.449433] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:16.572075] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:16.572241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:16.572285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:16.572317] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:16.576314] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=57.74%)
[2026-02-11T20:24:16.576658] [INFO ] [FORECASTER] Completed predict_future for HY
[2026-02-11T20:24:16.576801] [INFO ] [sig       ] HY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:16.726206] [INFO ] [LOCAL     ] Saved forecast: HY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HY.txt
[2026-02-11T20:24:16.726362] [INFO ] [sig       ] [1537/3412] Completed HY in 0.3s | 2.78 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-11T20:24:16.726403] [INFO ] [sig       ] [1538/3412] Forecasting HYFM...
[2026-02-11T20:24:16.726432] [INFO ] [sig       ] Generating forecast for: HYFM
[2026-02-11T20:24:16.726463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2026-02-11T20:24:16.738822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2026-02-11T20:24:16.739324] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2026-02-11T20:24:16.740354] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2026-02-11T20:24:16.740421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:16.740470] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:16.740509] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:16.740624] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:16.798416] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:16.799117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:16.799203] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:16.799238] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:16.912843] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:16.912997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:16.913038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:16.913066] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:16.916544] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=15.88%)
[2026-02-11T20:24:16.916842] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2026-02-11T20:24:16.916976] [INFO ] [sig       ] HYFM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:17.063403] [INFO ] [LOCAL     ] Saved forecast: HYFM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HYFM.txt
[2026-02-11T20:24:17.063628] [INFO ] [sig       ] [1538/3412] Completed HYFM in 0.3s | 2.78 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-11T20:24:17.063692] [INFO ] [sig       ] [1539/3412] Forecasting HYI...
[2026-02-11T20:24:17.063734] [INFO ] [sig       ] Generating forecast for: HYI
[2026-02-11T20:24:17.063773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2026-02-11T20:24:17.076183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2026-02-11T20:24:17.076511] [INFO ] [FORECASTER] Starting predict_future for HYI
[2026-02-11T20:24:17.077341] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2026-02-11T20:24:17.077406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:17.077440] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:17.077493] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:17.077556] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:17.137777] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:17.138877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:17.138969] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:17.139003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:17.258988] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:17.259151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:17.259201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:17.259236] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:17.262890] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2026-02-11T20:24:17.263171] [INFO ] [FORECASTER] Completed predict_future for HYI
[2026-02-11T20:24:17.263303] [INFO ] [sig       ] HYI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:17.409151] [INFO ] [LOCAL     ] Saved forecast: HYI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HYI.txt
[2026-02-11T20:24:17.409339] [INFO ] [sig       ] [1539/3412] Completed HYI in 0.3s | 2.78 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-11T20:24:17.409382] [INFO ] [sig       ] [1540/3412] Forecasting HYLS...
[2026-02-11T20:24:17.409412] [INFO ] [sig       ] Generating forecast for: HYLS
[2026-02-11T20:24:17.409441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2026-02-11T20:24:17.421416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2026-02-11T20:24:17.421818] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2026-02-11T20:24:17.422689] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2026-02-11T20:24:17.422741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:17.422774] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:17.422803] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:17.422868] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:17.480888] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:17.481807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:17.481897] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:17.481930] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:17.601135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:17.601303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:17.601345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:17.601373] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:17.604843] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2026-02-11T20:24:17.605128] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2026-02-11T20:24:17.605259] [INFO ] [sig       ] HYLS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:17.746251] [INFO ] [LOCAL     ] Saved forecast: HYLS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HYLS.txt
[2026-02-11T20:24:17.746450] [INFO ] [sig       ] [1540/3412] Completed HYLS in 0.3s | 2.78 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-11T20:24:17.746489] [INFO ] [sig       ] [1541/3412] Forecasting HYMC...
[2026-02-11T20:24:17.746519] [INFO ] [sig       ] Generating forecast for: HYMC
[2026-02-11T20:24:17.746550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2026-02-11T20:24:17.758471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2026-02-11T20:24:17.758822] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2026-02-11T20:24:17.759678] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2026-02-11T20:24:17.759730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:17.759761] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:17.759789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:17.759846] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:17.818076] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:17.819061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:17.819159] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:17.819192] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:17.940030] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:17.940196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:17.940242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:17.940271] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:17.943813] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2026-02-11T20:24:17.944132] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2026-02-11T20:24:17.944274] [INFO ] [sig       ] HYMC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:18.089106] [INFO ] [LOCAL     ] Saved forecast: HYMC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HYMC.txt
[2026-02-11T20:24:18.089281] [INFO ] [sig       ] [1541/3412] Completed HYMC in 0.3s | 2.78 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-11T20:24:18.089330] [INFO ] [sig       ] [1542/3412] Forecasting HYXF...
[2026-02-11T20:24:18.089362] [INFO ] [sig       ] Generating forecast for: HYXF
[2026-02-11T20:24:18.089394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2026-02-11T20:24:18.101657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2026-02-11T20:24:18.102088] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2026-02-11T20:24:18.102990] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2026-02-11T20:24:18.103046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:18.103078] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:18.103105] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:18.103163] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:18.166524] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:18.167504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:18.167821] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:18.167861] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:18.278187] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:18.278358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:18.278400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:18.278427] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:18.282086] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2026-02-11T20:24:18.282359] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2026-02-11T20:24:18.282491] [INFO ] [sig       ] HYXF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:18.430150] [INFO ] [LOCAL     ] Saved forecast: HYXF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HYXF.txt
[2026-02-11T20:24:18.430305] [INFO ] [sig       ] [1542/3412] Completed HYXF in 0.3s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-11T20:24:18.430354] [INFO ] [sig       ] [1543/3412] Forecasting HYZD...
[2026-02-11T20:24:18.430384] [INFO ] [sig       ] Generating forecast for: HYZD
[2026-02-11T20:24:18.430415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2026-02-11T20:24:18.441704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2026-02-11T20:24:18.442038] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2026-02-11T20:24:18.442936] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2026-02-11T20:24:18.442992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:18.443026] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:18.443054] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:18.443113] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:18.503498] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:18.504412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:18.504501] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:18.504535] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:18.634017] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:18.634178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:18.634221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:18.634250] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:18.637893] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: UP (p=78.11%)
[2026-02-11T20:24:18.638178] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2026-02-11T20:24:18.638315] [INFO ] [sig       ] HYZD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:18.782981] [INFO ] [LOCAL     ] Saved forecast: HYZD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/HYZD.txt
[2026-02-11T20:24:18.783165] [INFO ] [sig       ] [1543/3412] Completed HYZD in 0.4s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-11T20:24:18.783208] [INFO ] [sig       ] [1544/3412] Forecasting HZO...
[2026-02-11T20:24:18.783237] [INFO ] [sig       ] Generating forecast for: HZO
[2026-02-11T20:24:18.783268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2026-02-11T20:24:18.797871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2026-02-11T20:24:18.798381] [INFO ] [FORECASTER] Starting predict_future for HZO
[2026-02-11T20:24:18.799391] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2026-02-11T20:24:18.799448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:18.799487] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:18.799528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:18.799656] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:18.871177] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:18.872313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:18.872419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:18.872454] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:18.997158] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:18.997323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:18.997365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:18.997396] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:19.000911] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=12.53%)
[2026-02-11T20:24:19.001224] [INFO ] [FORECASTER] Completed predict_future for HZO
[2026-02-11T20:24:19.001384] [INFO ] [sig       ] HZO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:19.150356] [INFO ] [LOCAL     ] Saved forecast: HZO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/HZO.txt
[2026-02-11T20:24:19.150514] [INFO ] [sig       ] [1544/3412] Completed HZO in 0.4s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-11T20:24:19.150590] [INFO ] [sig       ] [1545/3412] Forecasting IAC...
[2026-02-11T20:24:19.150630] [INFO ] [sig       ] Generating forecast for: IAC
[2026-02-11T20:24:19.150663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2026-02-11T20:24:19.162673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2026-02-11T20:24:19.162994] [INFO ] [FORECASTER] Starting predict_future for IAC
[2026-02-11T20:24:19.163921] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2026-02-11T20:24:19.163976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:19.164008] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:19.164035] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:19.164092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:19.226452] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:19.227289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:19.227376] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:19.227411] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:19.355057] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:19.355227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:19.355289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:19.355327] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:19.359040] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=66.09%)
[2026-02-11T20:24:19.359330] [INFO ] [FORECASTER] Completed predict_future for IAC
[2026-02-11T20:24:19.359464] [INFO ] [sig       ] IAC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:19.507083] [INFO ] [LOCAL     ] Saved forecast: IAC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IAC.txt
[2026-02-11T20:24:19.507224] [INFO ] [sig       ] [1545/3412] Completed IAC in 0.4s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-11T20:24:19.507266] [INFO ] [sig       ] [1546/3412] Forecasting IAE...
[2026-02-11T20:24:19.507296] [INFO ] [sig       ] Generating forecast for: IAE
[2026-02-11T20:24:19.507329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2026-02-11T20:24:19.519022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2026-02-11T20:24:19.519433] [INFO ] [FORECASTER] Starting predict_future for IAE
[2026-02-11T20:24:19.520267] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2026-02-11T20:24:19.520319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:19.520350] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:19.520377] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:19.520433] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:19.579055] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:19.579784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:19.579890] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:19.579925] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:19.694477] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:19.694693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:19.694765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:19.694803] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:19.698512] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=88.61%)
[2026-02-11T20:24:19.698818] [INFO ] [FORECASTER] Completed predict_future for IAE
[2026-02-11T20:24:19.698957] [INFO ] [sig       ] IAE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:19.845463] [INFO ] [LOCAL     ] Saved forecast: IAE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IAE.txt
[2026-02-11T20:24:19.845637] [INFO ] [sig       ] [1546/3412] Completed IAE in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.2m
[2026-02-11T20:24:19.845680] [INFO ] [sig       ] [1547/3412] Forecasting IAG...
[2026-02-11T20:24:19.845709] [INFO ] [sig       ] Generating forecast for: IAG
[2026-02-11T20:24:19.845740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2026-02-11T20:24:19.857753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2026-02-11T20:24:19.858057] [INFO ] [FORECASTER] Starting predict_future for IAG
[2026-02-11T20:24:19.858916] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2026-02-11T20:24:19.858971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:19.859004] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:19.859031] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:19.859091] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:19.920973] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:19.921745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:19.921829] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:19.921871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:20.053362] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:20.053513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:20.053555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:20.053605] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:20.057251] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=43.68%)
[2026-02-11T20:24:20.057561] [INFO ] [FORECASTER] Completed predict_future for IAG
[2026-02-11T20:24:20.057718] [INFO ] [sig       ] IAG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:20.209644] [INFO ] [LOCAL     ] Saved forecast: IAG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IAG.txt
[2026-02-11T20:24:20.209802] [INFO ] [sig       ] [1547/3412] Completed IAG in 0.4s | 2.79 sym/s | Total: 9.3m | ETA: 11.2m
[2026-02-11T20:24:20.209843] [INFO ] [sig       ] [1548/3412] Forecasting IBB...
[2026-02-11T20:24:20.209874] [INFO ] [sig       ] Generating forecast for: IBB
[2026-02-11T20:24:20.209904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2026-02-11T20:24:20.222155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2026-02-11T20:24:20.222462] [INFO ] [FORECASTER] Starting predict_future for IBB
[2026-02-11T20:24:20.223275] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2026-02-11T20:24:20.223328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:20.223360] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:20.223387] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:20.223444] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:20.281402] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:20.282168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:20.282294] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:20.282337] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:20.404155] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:20.404325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:20.404381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:20.404420] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:20.407927] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=29.46%)
[2026-02-11T20:24:20.408202] [INFO ] [FORECASTER] Completed predict_future for IBB
[2026-02-11T20:24:20.408333] [INFO ] [sig       ] IBB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:20.562027] [INFO ] [LOCAL     ] Saved forecast: IBB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IBB.txt
[2026-02-11T20:24:20.562188] [INFO ] [sig       ] [1548/3412] Completed IBB in 0.4s | 2.79 sym/s | Total: 9.3m | ETA: 11.2m
[2026-02-11T20:24:20.562229] [INFO ] [sig       ] [1549/3412] Forecasting IBBQ...
[2026-02-11T20:24:20.562260] [INFO ] [sig       ] Generating forecast for: IBBQ
[2026-02-11T20:24:20.562292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2026-02-11T20:24:20.575063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2026-02-11T20:24:20.575364] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2026-02-11T20:24:20.576188] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2026-02-11T20:24:20.576241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:20.576275] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:20.576303] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:20.576361] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:20.635470] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:20.636334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:20.636425] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:20.636460] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:20.748501] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:20.748692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:20.748735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:20.748765] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:20.752238] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2026-02-11T20:24:20.752546] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2026-02-11T20:24:20.752704] [INFO ] [sig       ] IBBQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:20.896079] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IBBQ.txt
[2026-02-11T20:24:20.896256] [INFO ] [sig       ] [1549/3412] Completed IBBQ in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-11T20:24:20.896299] [INFO ] [sig       ] [1550/3412] Forecasting IBCP...
[2026-02-11T20:24:20.896331] [INFO ] [sig       ] Generating forecast for: IBCP
[2026-02-11T20:24:20.896362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2026-02-11T20:24:20.907608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2026-02-11T20:24:20.907901] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2026-02-11T20:24:20.908711] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2026-02-11T20:24:20.908765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:20.908821] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:20.908851] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:20.908909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:20.967630] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:20.968548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:20.968654] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:20.968689] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:21.086817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:21.086987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:21.087029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:21.087060] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:21.090667] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2026-02-11T20:24:21.090961] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2026-02-11T20:24:21.091095] [INFO ] [sig       ] IBCP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:21.233109] [INFO ] [LOCAL     ] Saved forecast: IBCP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IBCP.txt
[2026-02-11T20:24:21.233250] [INFO ] [sig       ] [1550/3412] Completed IBCP in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-11T20:24:21.233298] [INFO ] [sig       ] [1551/3412] Forecasting IBEX...
[2026-02-11T20:24:21.233335] [INFO ] [sig       ] Generating forecast for: IBEX
[2026-02-11T20:24:21.233372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2026-02-11T20:24:21.245551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2026-02-11T20:24:21.245878] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2026-02-11T20:24:21.246717] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2026-02-11T20:24:21.246770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:21.246803] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:21.246832] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:21.246891] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:21.307738] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:21.308508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:21.308612] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:21.308649] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:21.430867] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:21.431022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:21.431063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:21.431092] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:21.434549] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=46.89%)
[2026-02-11T20:24:21.434846] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2026-02-11T20:24:21.434976] [INFO ] [sig       ] IBEX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:21.579343] [INFO ] [LOCAL     ] Saved forecast: IBEX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IBEX.txt
[2026-02-11T20:24:21.579499] [INFO ] [sig       ] [1551/3412] Completed IBEX in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-11T20:24:21.579538] [INFO ] [sig       ] [1552/3412] Forecasting IBM...
[2026-02-11T20:24:21.579567] [INFO ] [sig       ] Generating forecast for: IBM
[2026-02-11T20:24:21.579618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2026-02-11T20:24:21.591892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2026-02-11T20:24:21.592231] [INFO ] [FORECASTER] Starting predict_future for IBM
[2026-02-11T20:24:21.593069] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2026-02-11T20:24:21.593123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:21.593163] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:21.593191] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:21.593249] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:21.670126] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:21.671753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:21.671911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:21.671955] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:21.798614] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:21.798788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:21.798830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:21.798868] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:21.802929] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2026-02-11T20:24:21.803222] [INFO ] [FORECASTER] Completed predict_future for IBM
[2026-02-11T20:24:21.803367] [INFO ] [sig       ] IBM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:21.947209] [INFO ] [LOCAL     ] Saved forecast: IBM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IBM.txt
[2026-02-11T20:24:21.947367] [INFO ] [sig       ] [1552/3412] Completed IBM in 0.4s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-11T20:24:21.947418] [INFO ] [sig       ] [1553/3412] Forecasting IBN...
[2026-02-11T20:24:21.947451] [INFO ] [sig       ] Generating forecast for: IBN
[2026-02-11T20:24:21.947517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2026-02-11T20:24:21.960639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2026-02-11T20:24:21.961047] [INFO ] [FORECASTER] Starting predict_future for IBN
[2026-02-11T20:24:21.962115] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2026-02-11T20:24:21.962179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:21.962251] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:21.962290] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:21.962376] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:22.024378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:22.025471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:22.025599] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:22.025659] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:22.149247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:22.149417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:22.149458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:22.149487] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:22.153276] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2026-02-11T20:24:22.153777] [INFO ] [FORECASTER] Completed predict_future for IBN
[2026-02-11T20:24:22.153939] [INFO ] [sig       ] IBN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:22.298840] [INFO ] [LOCAL     ] Saved forecast: IBN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IBN.txt
[2026-02-11T20:24:22.299005] [INFO ] [sig       ] [1553/3412] Completed IBN in 0.4s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-11T20:24:22.299056] [INFO ] [sig       ] [1554/3412] Forecasting IBOC...
[2026-02-11T20:24:22.299096] [INFO ] [sig       ] Generating forecast for: IBOC
[2026-02-11T20:24:22.299128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2026-02-11T20:24:22.311352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2026-02-11T20:24:22.311755] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2026-02-11T20:24:22.312609] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2026-02-11T20:24:22.312662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:22.312693] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:22.312719] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:22.312777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:22.373787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:22.374686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:22.374771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:22.374804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:22.491789] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:22.491955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:22.491997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:22.492025] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:22.495603] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: UP (p=60.38%)
[2026-02-11T20:24:22.495923] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2026-02-11T20:24:22.496062] [INFO ] [sig       ] IBOC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:22.636805] [INFO ] [LOCAL     ] Saved forecast: IBOC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IBOC.txt
[2026-02-11T20:24:22.636988] [INFO ] [sig       ] [1554/3412] Completed IBOC in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-11T20:24:22.637040] [INFO ] [sig       ] [1555/3412] Forecasting IBP...
[2026-02-11T20:24:22.637071] [INFO ] [sig       ] Generating forecast for: IBP
[2026-02-11T20:24:22.637105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2026-02-11T20:24:22.648982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2026-02-11T20:24:22.649323] [INFO ] [FORECASTER] Starting predict_future for IBP
[2026-02-11T20:24:22.650156] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2026-02-11T20:24:22.650209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:22.650242] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:22.650269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:22.650326] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:22.710515] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:22.711441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:22.711538] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:22.711598] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:22.838397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:22.838556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:22.838617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:22.838648] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:22.842212] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2026-02-11T20:24:22.842522] [INFO ] [FORECASTER] Completed predict_future for IBP
[2026-02-11T20:24:22.842669] [INFO ] [sig       ] IBP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:22.984424] [INFO ] [LOCAL     ] Saved forecast: IBP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IBP.txt
[2026-02-11T20:24:22.984585] [INFO ] [sig       ] [1555/3412] Completed IBP in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-11T20:24:22.984628] [INFO ] [sig       ] [1556/3412] Forecasting IBRX...
[2026-02-11T20:24:22.984660] [INFO ] [sig       ] Generating forecast for: IBRX
[2026-02-11T20:24:22.984691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2026-02-11T20:24:22.996916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2026-02-11T20:24:22.997238] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2026-02-11T20:24:22.998089] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2026-02-11T20:24:22.998141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:22.998172] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:22.998198] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:22.998254] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:23.058009] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:23.058740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:23.058825] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:23.058859] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:23.184928] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:23.185085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:23.185128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:23.185191] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:23.188679] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: DOWN (p=9.70%)
[2026-02-11T20:24:23.188956] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2026-02-11T20:24:23.189088] [INFO ] [sig       ] IBRX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:23.337009] [INFO ] [LOCAL     ] Saved forecast: IBRX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IBRX.txt
[2026-02-11T20:24:23.337167] [INFO ] [sig       ] [1556/3412] Completed IBRX in 0.4s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-11T20:24:23.337209] [INFO ] [sig       ] [1557/3412] Forecasting IBTG...
[2026-02-11T20:24:23.337240] [INFO ] [sig       ] Generating forecast for: IBTG
[2026-02-11T20:24:23.337280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2026-02-11T20:24:23.350789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2026-02-11T20:24:23.351071] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2026-02-11T20:24:23.352082] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2026-02-11T20:24:23.352134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:23.352165] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:23.352192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:23.352247] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:23.412309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:23.413129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:23.413238] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:23.413274] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:23.534258] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:23.534419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:23.534461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:23.534508] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:23.538105] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=91.36%)
[2026-02-11T20:24:23.538411] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2026-02-11T20:24:23.538558] [INFO ] [sig       ] IBTG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:23.682625] [INFO ] [LOCAL     ] Saved forecast: IBTG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IBTG.txt
[2026-02-11T20:24:23.682767] [INFO ] [sig       ] [1557/3412] Completed IBTG in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-11T20:24:23.682806] [INFO ] [sig       ] [1558/3412] Forecasting IBTH...
[2026-02-11T20:24:23.682836] [INFO ] [sig       ] Generating forecast for: IBTH
[2026-02-11T20:24:23.682867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2026-02-11T20:24:23.695093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2026-02-11T20:24:23.695363] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2026-02-11T20:24:23.696158] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2026-02-11T20:24:23.696210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:23.696243] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:23.696269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:23.696334] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:23.757060] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:23.758193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:23.758280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:23.758314] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:23.882165] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:23.882321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:23.882371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:23.882407] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:23.885974] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=64.71%)
[2026-02-11T20:24:23.886260] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2026-02-11T20:24:23.886397] [INFO ] [sig       ] IBTH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:24.033202] [INFO ] [LOCAL     ] Saved forecast: IBTH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IBTH.txt
[2026-02-11T20:24:24.033340] [INFO ] [sig       ] [1558/3412] Completed IBTH in 0.4s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-11T20:24:24.033379] [INFO ] [sig       ] [1559/3412] Forecasting IBTI...
[2026-02-11T20:24:24.033408] [INFO ] [sig       ] Generating forecast for: IBTI
[2026-02-11T20:24:24.033440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2026-02-11T20:24:24.045180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2026-02-11T20:24:24.045475] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2026-02-11T20:24:24.046283] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2026-02-11T20:24:24.046337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:24.046372] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:24.046401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:24.046458] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:24.107699] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:24.108605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:24.108693] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:24.108744] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:24.232119] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:24.232275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:24.232317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:24.232350] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:24.235873] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: DOWN (p=40.70%)
[2026-02-11T20:24:24.236154] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2026-02-11T20:24:24.236287] [INFO ] [sig       ] IBTI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:24.386998] [INFO ] [LOCAL     ] Saved forecast: IBTI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IBTI.txt
[2026-02-11T20:24:24.387149] [INFO ] [sig       ] [1559/3412] Completed IBTI in 0.4s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-11T20:24:24.387188] [INFO ] [sig       ] [1560/3412] Forecasting IBTJ...
[2026-02-11T20:24:24.387218] [INFO ] [sig       ] Generating forecast for: IBTJ
[2026-02-11T20:24:24.387247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2026-02-11T20:24:24.399500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2026-02-11T20:24:24.399842] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2026-02-11T20:24:24.400699] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2026-02-11T20:24:24.400754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:24.400786] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:24.400815] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:24.400873] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:24.461883] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:24.462764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:24.462851] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:24.462884] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:24.589232] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:24.589390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:24.589434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:24.589468] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:24.592997] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: UP (p=63.74%)
[2026-02-11T20:24:24.593279] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2026-02-11T20:24:24.593410] [INFO ] [sig       ] IBTJ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:24.744190] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IBTJ.txt
[2026-02-11T20:24:24.744330] [INFO ] [sig       ] [1560/3412] Completed IBTJ in 0.4s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-11T20:24:24.744369] [INFO ] [sig       ] [1561/3412] Forecasting IBTK...
[2026-02-11T20:24:24.744399] [INFO ] [sig       ] Generating forecast for: IBTK
[2026-02-11T20:24:24.744430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2026-02-11T20:24:24.758155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2026-02-11T20:24:24.758650] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2026-02-11T20:24:24.759659] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2026-02-11T20:24:24.759727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:24.759760] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:24.759803] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:24.759865] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:24.819537] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:24.820490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:24.820598] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:24.820635] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:24.938773] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:24.938934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:24.938977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:24.939006] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:24.942493] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=16.70%)
[2026-02-11T20:24:24.942814] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2026-02-11T20:24:24.942953] [INFO ] [sig       ] IBTK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:25.088990] [INFO ] [LOCAL     ] Saved forecast: IBTK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IBTK.txt
[2026-02-11T20:24:25.089117] [INFO ] [sig       ] [1561/3412] Completed IBTK in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-11T20:24:25.089176] [INFO ] [sig       ] [1562/3412] Forecasting IBTL...
[2026-02-11T20:24:25.089207] [INFO ] [sig       ] Generating forecast for: IBTL
[2026-02-11T20:24:25.089238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2026-02-11T20:24:25.102265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2026-02-11T20:24:25.102727] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2026-02-11T20:24:25.103621] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2026-02-11T20:24:25.103676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:25.103721] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:25.103752] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:25.103811] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:25.167374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:25.168402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:25.168533] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:25.168594] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:25.286433] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:25.286611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:25.286655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:25.286683] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:25.290310] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=70.19%)
[2026-02-11T20:24:25.290648] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2026-02-11T20:24:25.290783] [INFO ] [sig       ] IBTL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:25.437829] [INFO ] [LOCAL     ] Saved forecast: IBTL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IBTL.txt
[2026-02-11T20:24:25.437982] [INFO ] [sig       ] [1562/3412] Completed IBTL in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-11T20:24:25.438023] [INFO ] [sig       ] [1563/3412] Forecasting IBTM...
[2026-02-11T20:24:25.438054] [INFO ] [sig       ] Generating forecast for: IBTM
[2026-02-11T20:24:25.438087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2026-02-11T20:24:25.449891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2026-02-11T20:24:25.450264] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2026-02-11T20:24:25.451131] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2026-02-11T20:24:25.451186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:25.451219] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:25.451248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:25.451308] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:25.513042] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:25.513964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:25.514086] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:25.514123] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:25.631925] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:25.632087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:25.632135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:25.632178] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:25.635729] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2026-02-11T20:24:25.636013] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2026-02-11T20:24:25.636147] [INFO ] [sig       ] IBTM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:25.785237] [INFO ] [LOCAL     ] Saved forecast: IBTM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IBTM.txt
[2026-02-11T20:24:25.785374] [INFO ] [sig       ] [1563/3412] Completed IBTM in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.1m
[2026-02-11T20:24:25.785435] [INFO ] [sig       ] [1564/3412] Forecasting IBTO...
[2026-02-11T20:24:25.785468] [INFO ] [sig       ] Generating forecast for: IBTO
[2026-02-11T20:24:25.785499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2026-02-11T20:24:25.797669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2026-02-11T20:24:25.797995] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2026-02-11T20:24:25.798855] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2026-02-11T20:24:25.798909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:25.798942] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:25.798970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:25.799029] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:25.862281] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:25.863207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:25.863296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:25.863332] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:25.984877] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:25.985034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:25.985074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:25.985103] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:25.988542] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: UP (p=92.62%)
[2026-02-11T20:24:25.988848] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2026-02-11T20:24:25.988982] [INFO ] [sig       ] IBTO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:26.139423] [INFO ] [LOCAL     ] Saved forecast: IBTO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IBTO.txt
[2026-02-11T20:24:26.139620] [INFO ] [sig       ] [1564/3412] Completed IBTO in 0.4s | 2.79 sym/s | Total: 9.4m | ETA: 11.1m
[2026-02-11T20:24:26.139664] [INFO ] [sig       ] [1565/3412] Forecasting ICE...
[2026-02-11T20:24:26.139696] [INFO ] [sig       ] Generating forecast for: ICE
[2026-02-11T20:24:26.139735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2026-02-11T20:24:26.152676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2026-02-11T20:24:26.153060] [INFO ] [FORECASTER] Starting predict_future for ICE
[2026-02-11T20:24:26.153911] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2026-02-11T20:24:26.153965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:26.153998] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:26.154026] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:26.154084] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:26.212778] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:26.213695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:26.213783] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:26.213817] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:26.336436] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:26.336625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:26.336669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:26.336698] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:26.340313] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2026-02-11T20:24:26.340617] [INFO ] [FORECASTER] Completed predict_future for ICE
[2026-02-11T20:24:26.340754] [INFO ] [sig       ] ICE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:26.484376] [INFO ] [LOCAL     ] Saved forecast: ICE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ICE.txt
[2026-02-11T20:24:26.484589] [INFO ] [sig       ] [1565/3412] Completed ICE in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:26.484654] [INFO ] [sig       ] [1566/3412] Forecasting ICFI...
[2026-02-11T20:24:26.484691] [INFO ] [sig       ] Generating forecast for: ICFI
[2026-02-11T20:24:26.484722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2026-02-11T20:24:26.496642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2026-02-11T20:24:26.496971] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2026-02-11T20:24:26.497845] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2026-02-11T20:24:26.497897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:26.497931] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:26.497958] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:26.498016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:26.556775] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:26.557648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:26.557735] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:26.557770] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:26.688398] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:26.688594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:26.688638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:26.688666] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:26.692212] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=26.91%)
[2026-02-11T20:24:26.692502] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2026-02-11T20:24:26.692655] [INFO ] [sig       ] ICFI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:26.836538] [INFO ] [LOCAL     ] Saved forecast: ICFI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ICFI.txt
[2026-02-11T20:24:26.836733] [INFO ] [sig       ] [1566/3412] Completed ICFI in 0.4s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:26.836775] [INFO ] [sig       ] [1567/3412] Forecasting ICL...
[2026-02-11T20:24:26.836805] [INFO ] [sig       ] Generating forecast for: ICL
[2026-02-11T20:24:26.836837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2026-02-11T20:24:26.848264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2026-02-11T20:24:26.848608] [INFO ] [FORECASTER] Starting predict_future for ICL
[2026-02-11T20:24:26.849402] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2026-02-11T20:24:26.849465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:26.849504] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:26.849537] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:26.849626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:26.908658] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:26.909597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:26.909686] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:26.909909] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:27.032945] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:27.033117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:27.033160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:27.033189] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:27.036672] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: DOWN (p=13.26%)
[2026-02-11T20:24:27.036954] [INFO ] [FORECASTER] Completed predict_future for ICL
[2026-02-11T20:24:27.037093] [INFO ] [sig       ] ICL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:27.178216] [INFO ] [LOCAL     ] Saved forecast: ICL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ICL.txt
[2026-02-11T20:24:27.178371] [INFO ] [sig       ] [1567/3412] Completed ICL in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:27.178412] [INFO ] [sig       ] [1568/3412] Forecasting ICLN...
[2026-02-11T20:24:27.178445] [INFO ] [sig       ] Generating forecast for: ICLN
[2026-02-11T20:24:27.178477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2026-02-11T20:24:27.190202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2026-02-11T20:24:27.190449] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2026-02-11T20:24:27.191260] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2026-02-11T20:24:27.191312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:27.191343] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:27.191370] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:27.191427] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:27.249928] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:27.250832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:27.250917] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:27.250950] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:27.373016] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:27.373173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:27.373214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:27.373242] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:27.376813] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=77.60%)
[2026-02-11T20:24:27.377140] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2026-02-11T20:24:27.377282] [INFO ] [sig       ] ICLN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:27.518080] [INFO ] [LOCAL     ] Saved forecast: ICLN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ICLN.txt
[2026-02-11T20:24:27.518240] [INFO ] [sig       ] [1568/3412] Completed ICLN in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:27.518280] [INFO ] [sig       ] [1569/3412] Forecasting ICMB...
[2026-02-11T20:24:27.518310] [INFO ] [sig       ] Generating forecast for: ICMB
[2026-02-11T20:24:27.518340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2026-02-11T20:24:27.529970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2026-02-11T20:24:27.530232] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2026-02-11T20:24:27.531032] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2026-02-11T20:24:27.531084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:27.531116] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:27.531143] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:27.531199] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:27.595489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:27.596727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:27.596832] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:27.596871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:27.713508] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:27.713697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:27.713742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:27.713771] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:27.717314] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=9.66%)
[2026-02-11T20:24:27.717641] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2026-02-11T20:24:27.717774] [INFO ] [sig       ] ICMB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:27.863748] [INFO ] [LOCAL     ] Saved forecast: ICMB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ICMB.txt
[2026-02-11T20:24:27.863894] [INFO ] [sig       ] [1569/3412] Completed ICMB in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:27.863936] [INFO ] [sig       ] [1570/3412] Forecasting ICOP...
[2026-02-11T20:24:27.863970] [INFO ] [sig       ] Generating forecast for: ICOP
[2026-02-11T20:24:27.864000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2026-02-11T20:24:27.874902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2026-02-11T20:24:27.875156] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2026-02-11T20:24:27.875956] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2026-02-11T20:24:27.876008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:27.876064] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:27.876092] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:27.876148] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:27.933233] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:27.933854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:27.933960] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:27.933994] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:28.047800] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:28.047905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:28.047942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:28.047969] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:28.051208] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: DOWN (p=41.40%)
[2026-02-11T20:24:28.051477] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2026-02-11T20:24:28.051627] [INFO ] [sig       ] ICOP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:28.191143] [INFO ] [LOCAL     ] Saved forecast: ICOP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ICOP.txt
[2026-02-11T20:24:28.191265] [INFO ] [sig       ] [1570/3412] Completed ICOP in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:28.191302] [INFO ] [sig       ] [1571/3412] Forecasting ICUI...
[2026-02-11T20:24:28.191331] [INFO ] [sig       ] Generating forecast for: ICUI
[2026-02-11T20:24:28.191361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2026-02-11T20:24:28.203506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2026-02-11T20:24:28.203777] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2026-02-11T20:24:28.204562] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2026-02-11T20:24:28.204633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:28.204665] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:28.204691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:28.204747] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:28.261718] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:28.262342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:28.262423] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:28.262457] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:28.379280] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:28.379431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:28.379474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:28.379507] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:28.383145] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=46.69%)
[2026-02-11T20:24:28.383424] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2026-02-11T20:24:28.383553] [INFO ] [sig       ] ICUI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:28.595490] [INFO ] [LOCAL     ] Saved forecast: ICUI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ICUI.txt
[2026-02-11T20:24:28.595650] [INFO ] [sig       ] [1571/3412] Completed ICUI in 0.4s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:28.595693] [INFO ] [sig       ] [1572/3412] Forecasting IDA...
[2026-02-11T20:24:28.595723] [INFO ] [sig       ] Generating forecast for: IDA
[2026-02-11T20:24:28.595753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2026-02-11T20:24:28.607659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2026-02-11T20:24:28.607910] [INFO ] [FORECASTER] Starting predict_future for IDA
[2026-02-11T20:24:28.608721] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2026-02-11T20:24:28.608773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:28.608805] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:28.608844] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:28.608911] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:28.667355] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:28.668008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:28.668088] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:28.668120] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:28.786988] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:28.787117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:28.787155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:28.787184] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:28.790591] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=79.89%)
[2026-02-11T20:24:28.790864] [INFO ] [FORECASTER] Completed predict_future for IDA
[2026-02-11T20:24:28.790994] [INFO ] [sig       ] IDA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:28.932443] [INFO ] [LOCAL     ] Saved forecast: IDA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IDA.txt
[2026-02-11T20:24:28.932599] [INFO ] [sig       ] [1572/3412] Completed IDA in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:28.932648] [INFO ] [sig       ] [1573/3412] Forecasting IDAI...
[2026-02-11T20:24:28.932677] [INFO ] [sig       ] Generating forecast for: IDAI
[2026-02-11T20:24:28.932708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2026-02-11T20:24:28.944320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2026-02-11T20:24:28.944596] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2026-02-11T20:24:28.945368] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2026-02-11T20:24:28.945421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:28.945458] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:28.945490] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:28.945559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:29.003673] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:29.004257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:29.004336] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:29.004369] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:29.121895] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:29.122033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:29.122072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:29.122130] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:29.125457] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2026-02-11T20:24:29.125753] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2026-02-11T20:24:29.125883] [INFO ] [sig       ] IDAI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:29.266685] [INFO ] [LOCAL     ] Saved forecast: IDAI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IDAI.txt
[2026-02-11T20:24:29.266803] [INFO ] [sig       ] [1573/3412] Completed IDAI in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:29.266842] [INFO ] [sig       ] [1574/3412] Forecasting IDCC...
[2026-02-11T20:24:29.266871] [INFO ] [sig       ] Generating forecast for: IDCC
[2026-02-11T20:24:29.266901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2026-02-11T20:24:29.277922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2026-02-11T20:24:29.278180] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2026-02-11T20:24:29.279018] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2026-02-11T20:24:29.279081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:29.279114] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:29.279141] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:29.279198] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:29.341676] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:29.342378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:29.342492] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:29.342530] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:29.464442] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:29.464638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:29.464688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:29.464719] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:29.468299] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2026-02-11T20:24:29.468627] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2026-02-11T20:24:29.468767] [INFO ] [sig       ] IDCC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:29.610775] [INFO ] [LOCAL     ] Saved forecast: IDCC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IDCC.txt
[2026-02-11T20:24:29.610898] [INFO ] [sig       ] [1574/3412] Completed IDCC in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:29.610937] [INFO ] [sig       ] [1575/3412] Forecasting IDE...
[2026-02-11T20:24:29.610967] [INFO ] [sig       ] Generating forecast for: IDE
[2026-02-11T20:24:29.610996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2026-02-11T20:24:29.622622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2026-02-11T20:24:29.622893] [INFO ] [FORECASTER] Starting predict_future for IDE
[2026-02-11T20:24:29.623705] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2026-02-11T20:24:29.623757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:29.623789] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:29.623816] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:29.623874] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:29.681174] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:29.681785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:29.681865] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:29.681897] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:29.808997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:29.809154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:29.809197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:29.809227] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:29.812677] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2026-02-11T20:24:29.812956] [INFO ] [FORECASTER] Completed predict_future for IDE
[2026-02-11T20:24:29.813083] [INFO ] [sig       ] IDE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:29.954689] [INFO ] [LOCAL     ] Saved forecast: IDE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IDE.txt
[2026-02-11T20:24:29.954856] [INFO ] [sig       ] [1575/3412] Completed IDE in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:29.954896] [INFO ] [sig       ] [1576/3412] Forecasting IDN...
[2026-02-11T20:24:29.954926] [INFO ] [sig       ] Generating forecast for: IDN
[2026-02-11T20:24:29.954958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2026-02-11T20:24:29.966175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2026-02-11T20:24:29.966485] [INFO ] [FORECASTER] Starting predict_future for IDN
[2026-02-11T20:24:29.967325] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2026-02-11T20:24:29.967376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:29.967407] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:29.967433] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:29.967508] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:30.025471] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:30.026374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:30.026460] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:30.026501] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:30.145803] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:30.145997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:30.146038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:30.146066] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:30.149533] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=94.34%)
[2026-02-11T20:24:30.149852] [INFO ] [FORECASTER] Completed predict_future for IDN
[2026-02-11T20:24:30.149982] [INFO ] [sig       ] IDN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:30.295058] [INFO ] [LOCAL     ] Saved forecast: IDN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IDN.txt
[2026-02-11T20:24:30.295204] [INFO ] [sig       ] [1576/3412] Completed IDN in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:30.295244] [INFO ] [sig       ] [1577/3412] Forecasting IDXX...
[2026-02-11T20:24:30.295274] [INFO ] [sig       ] Generating forecast for: IDXX
[2026-02-11T20:24:30.295304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2026-02-11T20:24:30.306779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2026-02-11T20:24:30.307083] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2026-02-11T20:24:30.307930] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2026-02-11T20:24:30.307982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:30.308014] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:30.308041] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:30.308098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:30.366836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:30.367716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:30.367803] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:30.367838] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:30.488104] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:30.488266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:30.488308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:30.488337] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:30.491748] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: UP (p=59.24%)
[2026-02-11T20:24:30.492021] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2026-02-11T20:24:30.492151] [INFO ] [sig       ] IDXX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:30.633058] [INFO ] [LOCAL     ] Saved forecast: IDXX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IDXX.txt
[2026-02-11T20:24:30.633176] [INFO ] [sig       ] [1577/3412] Completed IDXX in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:30.633220] [INFO ] [sig       ] [1578/3412] Forecasting IDYA...
[2026-02-11T20:24:30.633250] [INFO ] [sig       ] Generating forecast for: IDYA
[2026-02-11T20:24:30.633281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2026-02-11T20:24:30.644778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2026-02-11T20:24:30.645030] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2026-02-11T20:24:30.645832] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2026-02-11T20:24:30.645884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:30.645916] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:30.645943] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:30.646001] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:30.704127] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:30.704742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:30.704822] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:30.704853] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:30.823522] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:30.823671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:30.823712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:30.823741] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:30.827267] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: UP (p=88.85%)
[2026-02-11T20:24:30.827595] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2026-02-11T20:24:30.827748] [INFO ] [sig       ] IDYA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:30.968487] [INFO ] [LOCAL     ] Saved forecast: IDYA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IDYA.txt
[2026-02-11T20:24:30.968619] [INFO ] [sig       ] [1578/3412] Completed IDYA in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:30.968660] [INFO ] [sig       ] [1579/3412] Forecasting IEF...
[2026-02-11T20:24:30.968690] [INFO ] [sig       ] Generating forecast for: IEF
[2026-02-11T20:24:30.968719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2026-02-11T20:24:30.979934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2026-02-11T20:24:30.980192] [INFO ] [FORECASTER] Starting predict_future for IEF
[2026-02-11T20:24:30.981009] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2026-02-11T20:24:30.981062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:30.981093] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:30.981120] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:30.981177] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:31.039262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:31.039871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:31.039951] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:31.039983] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:31.160882] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:31.161019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:31.161058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:31.161086] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:31.164417] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=80.33%)
[2026-02-11T20:24:31.164729] [INFO ] [FORECASTER] Completed predict_future for IEF
[2026-02-11T20:24:31.164859] [INFO ] [sig       ] IEF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:31.305870] [INFO ] [LOCAL     ] Saved forecast: IEF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IEF.txt
[2026-02-11T20:24:31.305979] [INFO ] [sig       ] [1579/3412] Completed IEF in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:31.306017] [INFO ] [sig       ] [1580/3412] Forecasting IEI...
[2026-02-11T20:24:31.306046] [INFO ] [sig       ] Generating forecast for: IEI
[2026-02-11T20:24:31.306077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2026-02-11T20:24:31.317832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2026-02-11T20:24:31.318128] [INFO ] [FORECASTER] Starting predict_future for IEI
[2026-02-11T20:24:31.318948] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2026-02-11T20:24:31.319000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:31.319031] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:31.319058] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:31.319118] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:31.377424] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:31.378065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:31.378167] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:31.378201] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:31.497507] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:31.497646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:31.497685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:31.497714] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:31.501135] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=74.17%)
[2026-02-11T20:24:31.501416] [INFO ] [FORECASTER] Completed predict_future for IEI
[2026-02-11T20:24:31.501551] [INFO ] [sig       ] IEI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:31.646479] [INFO ] [LOCAL     ] Saved forecast: IEI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IEI.txt
[2026-02-11T20:24:31.646632] [INFO ] [sig       ] [1580/3412] Completed IEI in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-11T20:24:31.646674] [INFO ] [sig       ] [1581/3412] Forecasting IEP...
[2026-02-11T20:24:31.646705] [INFO ] [sig       ] Generating forecast for: IEP
[2026-02-11T20:24:31.646734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2026-02-11T20:24:31.658038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2026-02-11T20:24:31.658327] [INFO ] [FORECASTER] Starting predict_future for IEP
[2026-02-11T20:24:31.659178] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2026-02-11T20:24:31.659231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:31.659263] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:31.659289] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:31.659347] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:31.719105] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:31.719796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:31.719876] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:31.719909] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:31.838790] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:31.838933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:31.838989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:31.839019] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:31.842440] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: DOWN (p=10.82%)
[2026-02-11T20:24:31.842764] [INFO ] [FORECASTER] Completed predict_future for IEP
[2026-02-11T20:24:31.842897] [INFO ] [sig       ] IEP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:31.983191] [INFO ] [LOCAL     ] Saved forecast: IEP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IEP.txt
[2026-02-11T20:24:31.983325] [INFO ] [sig       ] [1581/3412] Completed IEP in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:31.983364] [INFO ] [sig       ] [1582/3412] Forecasting IESC...
[2026-02-11T20:24:31.983394] [INFO ] [sig       ] Generating forecast for: IESC
[2026-02-11T20:24:31.983423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2026-02-11T20:24:31.994947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2026-02-11T20:24:31.995217] [INFO ] [FORECASTER] Starting predict_future for IESC
[2026-02-11T20:24:31.996069] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2026-02-11T20:24:31.996120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:31.996151] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:31.996177] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:31.996234] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:32.053361] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:32.054025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:32.054107] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:32.054138] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:32.174021] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:32.174182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:32.174224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:32.174252] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:32.177719] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2026-02-11T20:24:32.177997] [INFO ] [FORECASTER] Completed predict_future for IESC
[2026-02-11T20:24:32.178126] [INFO ] [sig       ] IESC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:32.317053] [INFO ] [LOCAL     ] Saved forecast: IESC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IESC.txt
[2026-02-11T20:24:32.317192] [INFO ] [sig       ] [1582/3412] Completed IESC in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:32.317231] [INFO ] [sig       ] [1583/3412] Forecasting IEX...
[2026-02-11T20:24:32.317261] [INFO ] [sig       ] Generating forecast for: IEX
[2026-02-11T20:24:32.317292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2026-02-11T20:24:32.330930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2026-02-11T20:24:32.331369] [INFO ] [FORECASTER] Starting predict_future for IEX
[2026-02-11T20:24:32.332240] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2026-02-11T20:24:32.332296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:32.332330] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:32.332358] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:32.332416] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:32.395950] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:32.396882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:32.396970] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:32.397005] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:32.529881] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:32.530054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:32.530099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:32.530130] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:32.533890] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=88.80%)
[2026-02-11T20:24:32.534222] [INFO ] [FORECASTER] Completed predict_future for IEX
[2026-02-11T20:24:32.534392] [INFO ] [sig       ] IEX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:32.689274] [INFO ] [LOCAL     ] Saved forecast: IEX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IEX.txt
[2026-02-11T20:24:32.689466] [INFO ] [sig       ] [1583/3412] Completed IEX in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:32.689507] [INFO ] [sig       ] [1584/3412] Forecasting IFN...
[2026-02-11T20:24:32.689537] [INFO ] [sig       ] Generating forecast for: IFN
[2026-02-11T20:24:32.689593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2026-02-11T20:24:32.701778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2026-02-11T20:24:32.702175] [INFO ] [FORECASTER] Starting predict_future for IFN
[2026-02-11T20:24:32.703050] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2026-02-11T20:24:32.703104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:32.703138] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:32.703166] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:32.703225] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:32.765076] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:32.766007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:32.766094] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:32.766129] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:32.890701] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:32.890873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:32.890916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:32.890946] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:32.894519] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=0.21%)
[2026-02-11T20:24:32.894888] [INFO ] [FORECASTER] Completed predict_future for IFN
[2026-02-11T20:24:32.895034] [INFO ] [sig       ] IFN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:33.044895] [INFO ] [LOCAL     ] Saved forecast: IFN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IFN.txt
[2026-02-11T20:24:33.045060] [INFO ] [sig       ] [1584/3412] Completed IFN in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:33.045100] [INFO ] [sig       ] [1585/3412] Forecasting IFS...
[2026-02-11T20:24:33.045130] [INFO ] [sig       ] Generating forecast for: IFS
[2026-02-11T20:24:33.045160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2026-02-11T20:24:33.057660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2026-02-11T20:24:33.058029] [INFO ] [FORECASTER] Starting predict_future for IFS
[2026-02-11T20:24:33.058885] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2026-02-11T20:24:33.058938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:33.058980] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:33.059008] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:33.059064] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:33.121956] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:33.123130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:33.123236] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:33.123272] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:33.246222] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:33.246379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:33.246420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:33.246450] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:33.250107] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2026-02-11T20:24:33.250398] [INFO ] [FORECASTER] Completed predict_future for IFS
[2026-02-11T20:24:33.250535] [INFO ] [sig       ] IFS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:33.391756] [INFO ] [LOCAL     ] Saved forecast: IFS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IFS.txt
[2026-02-11T20:24:33.391897] [INFO ] [sig       ] [1585/3412] Completed IFS in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:33.391936] [INFO ] [sig       ] [1586/3412] Forecasting IGA...
[2026-02-11T20:24:33.391965] [INFO ] [sig       ] Generating forecast for: IGA
[2026-02-11T20:24:33.391995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2026-02-11T20:24:33.403186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2026-02-11T20:24:33.403483] [INFO ] [FORECASTER] Starting predict_future for IGA
[2026-02-11T20:24:33.404319] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2026-02-11T20:24:33.404372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:33.404406] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:33.404434] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:33.404491] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:33.464627] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:33.465310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:33.465393] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:33.465427] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:33.589599] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:33.589773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:33.589817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:33.589847] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:33.593381] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=71.20%)
[2026-02-11T20:24:33.593720] [INFO ] [FORECASTER] Completed predict_future for IGA
[2026-02-11T20:24:33.593863] [INFO ] [sig       ] IGA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:33.736541] [INFO ] [LOCAL     ] Saved forecast: IGA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IGA.txt
[2026-02-11T20:24:33.736697] [INFO ] [sig       ] [1586/3412] Completed IGA in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:33.736736] [INFO ] [sig       ] [1587/3412] Forecasting IGD...
[2026-02-11T20:24:33.736765] [INFO ] [sig       ] Generating forecast for: IGD
[2026-02-11T20:24:33.736794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2026-02-11T20:24:33.749640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2026-02-11T20:24:33.750080] [INFO ] [FORECASTER] Starting predict_future for IGD
[2026-02-11T20:24:33.750959] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2026-02-11T20:24:33.751014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:33.751075] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:33.751104] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:33.751163] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:33.810065] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:33.810873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:33.810961] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:33.810995] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:33.930173] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:33.930336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:33.930380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:33.930410] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:33.933983] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=79.97%)
[2026-02-11T20:24:33.934273] [INFO ] [FORECASTER] Completed predict_future for IGD
[2026-02-11T20:24:33.934410] [INFO ] [sig       ] IGD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:34.076282] [INFO ] [LOCAL     ] Saved forecast: IGD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IGD.txt
[2026-02-11T20:24:34.076422] [INFO ] [sig       ] [1587/3412] Completed IGD in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:34.076461] [INFO ] [sig       ] [1588/3412] Forecasting IGF...
[2026-02-11T20:24:34.076489] [INFO ] [sig       ] Generating forecast for: IGF
[2026-02-11T20:24:34.076521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2026-02-11T20:24:34.088202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2026-02-11T20:24:34.088516] [INFO ] [FORECASTER] Starting predict_future for IGF
[2026-02-11T20:24:34.089360] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2026-02-11T20:24:34.089414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:34.089445] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:34.089473] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:34.089529] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:34.150966] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:34.151996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:34.152096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:34.152130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:34.290049] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:34.290210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:34.290254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:34.290284] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:34.294036] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2026-02-11T20:24:34.294353] [INFO ] [FORECASTER] Completed predict_future for IGF
[2026-02-11T20:24:34.294493] [INFO ] [sig       ] IGF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:34.434177] [INFO ] [LOCAL     ] Saved forecast: IGF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IGF.txt
[2026-02-11T20:24:34.434325] [INFO ] [sig       ] [1588/3412] Completed IGF in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:34.434365] [INFO ] [sig       ] [1589/3412] Forecasting IGI...
[2026-02-11T20:24:34.434395] [INFO ] [sig       ] Generating forecast for: IGI
[2026-02-11T20:24:34.434432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2026-02-11T20:24:34.445851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2026-02-11T20:24:34.446131] [INFO ] [FORECASTER] Starting predict_future for IGI
[2026-02-11T20:24:34.446982] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2026-02-11T20:24:34.447034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:34.447067] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:34.447093] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:34.447149] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:34.504233] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:34.505014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:34.505100] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:34.505133] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:34.616374] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:34.616549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:34.616610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:34.616643] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:34.620365] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=25.66%)
[2026-02-11T20:24:34.620681] [INFO ] [FORECASTER] Completed predict_future for IGI
[2026-02-11T20:24:34.620824] [INFO ] [sig       ] IGI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:34.773741] [INFO ] [LOCAL     ] Saved forecast: IGI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IGI.txt
[2026-02-11T20:24:34.773894] [INFO ] [sig       ] [1589/3412] Completed IGI in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:34.773936] [INFO ] [sig       ] [1590/3412] Forecasting IGIB...
[2026-02-11T20:24:34.773968] [INFO ] [sig       ] Generating forecast for: IGIB
[2026-02-11T20:24:34.774001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2026-02-11T20:24:34.785978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2026-02-11T20:24:34.786335] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2026-02-11T20:24:34.787197] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2026-02-11T20:24:34.787252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:34.787284] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:34.787312] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:34.787371] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:34.849630] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:34.850526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:34.850641] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:34.850684] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:34.981690] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:34.981853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:34.981895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:34.981985] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:34.986165] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: UP (p=81.55%)
[2026-02-11T20:24:34.986480] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2026-02-11T20:24:34.986700] [INFO ] [sig       ] IGIB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:35.140350] [INFO ] [LOCAL     ] Saved forecast: IGIB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IGIB.txt
[2026-02-11T20:24:35.140518] [INFO ] [sig       ] [1590/3412] Completed IGIB in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:35.140560] [INFO ] [sig       ] [1591/3412] Forecasting IGIC...
[2026-02-11T20:24:35.140612] [INFO ] [sig       ] Generating forecast for: IGIC
[2026-02-11T20:24:35.140645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2026-02-11T20:24:35.152730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2026-02-11T20:24:35.153069] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2026-02-11T20:24:35.153948] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2026-02-11T20:24:35.154002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:35.154035] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:35.154064] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:35.154132] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:35.215970] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:35.216775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:35.216861] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:35.216894] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:35.342035] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:35.342194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:35.342236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:35.342265] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:35.345851] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: UP (p=82.68%)
[2026-02-11T20:24:35.346148] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2026-02-11T20:24:35.346283] [INFO ] [sig       ] IGIC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:35.498327] [INFO ] [LOCAL     ] Saved forecast: IGIC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IGIC.txt
[2026-02-11T20:24:35.498469] [INFO ] [sig       ] [1591/3412] Completed IGIC in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:35.498510] [INFO ] [sig       ] [1592/3412] Forecasting IGSB...
[2026-02-11T20:24:35.498538] [INFO ] [sig       ] Generating forecast for: IGSB
[2026-02-11T20:24:35.498586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2026-02-11T20:24:35.510085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2026-02-11T20:24:35.510378] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2026-02-11T20:24:35.511209] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2026-02-11T20:24:35.511262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:35.511293] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:35.511320] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:35.511377] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:35.568130] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:35.568980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:35.569067] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:35.569100] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:35.695355] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:35.695519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:35.695630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:35.695692] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:35.699474] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=56.39%)
[2026-02-11T20:24:35.699803] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2026-02-11T20:24:35.699973] [INFO ] [sig       ] IGSB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:35.846959] [INFO ] [LOCAL     ] Saved forecast: IGSB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IGSB.txt
[2026-02-11T20:24:35.847128] [INFO ] [sig       ] [1592/3412] Completed IGSB in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:35.847170] [INFO ] [sig       ] [1593/3412] Forecasting IHD...
[2026-02-11T20:24:35.847201] [INFO ] [sig       ] Generating forecast for: IHD
[2026-02-11T20:24:35.847232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2026-02-11T20:24:35.858844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2026-02-11T20:24:35.859170] [INFO ] [FORECASTER] Starting predict_future for IHD
[2026-02-11T20:24:35.860064] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2026-02-11T20:24:35.860118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:35.860150] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:35.860178] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:35.860237] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:35.923945] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:35.924775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:35.924861] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:35.924894] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:36.051963] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:36.052127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:36.052170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:36.052199] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:36.056053] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=58.32%)
[2026-02-11T20:24:36.056395] [INFO ] [FORECASTER] Completed predict_future for IHD
[2026-02-11T20:24:36.056606] [INFO ] [sig       ] IHD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:36.198098] [INFO ] [LOCAL     ] Saved forecast: IHD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IHD.txt
[2026-02-11T20:24:36.198241] [INFO ] [sig       ] [1593/3412] Completed IHD in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:36.198282] [INFO ] [sig       ] [1594/3412] Forecasting IHG...
[2026-02-11T20:24:36.198312] [INFO ] [sig       ] Generating forecast for: IHG
[2026-02-11T20:24:36.198344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2026-02-11T20:24:36.209949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2026-02-11T20:24:36.210254] [INFO ] [FORECASTER] Starting predict_future for IHG
[2026-02-11T20:24:36.211218] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2026-02-11T20:24:36.211286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:36.211336] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:36.211380] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:36.211445] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:36.275622] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:36.276441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:36.276542] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:36.276600] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:36.399890] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:36.400058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:36.400100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:36.400130] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:36.403619] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=37.71%)
[2026-02-11T20:24:36.403939] [INFO ] [FORECASTER] Completed predict_future for IHG
[2026-02-11T20:24:36.404072] [INFO ] [sig       ] IHG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:36.543863] [INFO ] [LOCAL     ] Saved forecast: IHG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IHG.txt
[2026-02-11T20:24:36.544008] [INFO ] [sig       ] [1594/3412] Completed IHG in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:36.544049] [INFO ] [sig       ] [1595/3412] Forecasting IHS...
[2026-02-11T20:24:36.544079] [INFO ] [sig       ] Generating forecast for: IHS
[2026-02-11T20:24:36.544110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2026-02-11T20:24:36.555218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2026-02-11T20:24:36.555530] [INFO ] [FORECASTER] Starting predict_future for IHS
[2026-02-11T20:24:36.556360] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2026-02-11T20:24:36.556412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:36.556444] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:36.556470] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:36.556526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:36.614255] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:36.615050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:36.615158] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:36.615199] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:36.741989] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:36.742177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:36.742229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:36.742263] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:36.746657] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2026-02-11T20:24:36.747025] [INFO ] [FORECASTER] Completed predict_future for IHS
[2026-02-11T20:24:36.747175] [INFO ] [sig       ] IHS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:36.896326] [INFO ] [LOCAL     ] Saved forecast: IHS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IHS.txt
[2026-02-11T20:24:36.896462] [INFO ] [sig       ] [1595/3412] Completed IHS in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:36.896501] [INFO ] [sig       ] [1596/3412] Forecasting IIF...
[2026-02-11T20:24:36.896532] [INFO ] [sig       ] Generating forecast for: IIF
[2026-02-11T20:24:36.896562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2026-02-11T20:24:36.909023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2026-02-11T20:24:36.909363] [INFO ] [FORECASTER] Starting predict_future for IIF
[2026-02-11T20:24:36.910565] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2026-02-11T20:24:36.910659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:36.910706] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:36.910749] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:36.910849] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:36.976965] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:36.977928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:36.978024] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:36.978060] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:37.101102] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:37.101274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:37.101328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:37.101363] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:37.105725] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=34.61%)
[2026-02-11T20:24:37.106152] [INFO ] [FORECASTER] Completed predict_future for IIF
[2026-02-11T20:24:37.106317] [INFO ] [sig       ] IIF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:37.254843] [INFO ] [LOCAL     ] Saved forecast: IIF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IIF.txt
[2026-02-11T20:24:37.255032] [INFO ] [sig       ] [1596/3412] Completed IIF in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:37.255075] [INFO ] [sig       ] [1597/3412] Forecasting III...
[2026-02-11T20:24:37.255108] [INFO ] [sig       ] Generating forecast for: III
[2026-02-11T20:24:37.255139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2026-02-11T20:24:37.267081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2026-02-11T20:24:37.267464] [INFO ] [FORECASTER] Starting predict_future for III
[2026-02-11T20:24:37.268413] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2026-02-11T20:24:37.268469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:37.268502] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:37.268532] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:37.268613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:37.332727] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:37.333603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:37.333718] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:37.333754] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:37.458402] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:37.458591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:37.458640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:37.458670] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:37.462416] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: DOWN (p=14.97%)
[2026-02-11T20:24:37.462729] [INFO ] [FORECASTER] Completed predict_future for III
[2026-02-11T20:24:37.462864] [INFO ] [sig       ] III: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:37.606779] [INFO ] [LOCAL     ] Saved forecast: III	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/III.txt
[2026-02-11T20:24:37.606917] [INFO ] [sig       ] [1597/3412] Completed III in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-11T20:24:37.606956] [INFO ] [sig       ] [1598/3412] Forecasting IIIN...
[2026-02-11T20:24:37.606986] [INFO ] [sig       ] Generating forecast for: IIIN
[2026-02-11T20:24:37.607015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2026-02-11T20:24:37.618238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2026-02-11T20:24:37.618561] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2026-02-11T20:24:37.619402] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2026-02-11T20:24:37.619467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:37.619501] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:37.619529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:37.619609] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:37.677321] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:37.678079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:37.678162] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:37.678195] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:37.801056] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:37.801218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:37.801261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:37.801290] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:37.804769] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: DOWN (p=38.75%)
[2026-02-11T20:24:37.805047] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2026-02-11T20:24:37.805177] [INFO ] [sig       ] IIIN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:37.946179] [INFO ] [LOCAL     ] Saved forecast: IIIN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IIIN.txt
[2026-02-11T20:24:37.946343] [INFO ] [sig       ] [1598/3412] Completed IIIN in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:37.946384] [INFO ] [sig       ] [1599/3412] Forecasting IIM...
[2026-02-11T20:24:37.946413] [INFO ] [sig       ] Generating forecast for: IIM
[2026-02-11T20:24:37.946442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2026-02-11T20:24:37.957989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2026-02-11T20:24:37.958334] [INFO ] [FORECASTER] Starting predict_future for IIM
[2026-02-11T20:24:37.959177] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2026-02-11T20:24:37.959230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:37.959262] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:37.959287] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:37.959343] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:38.017121] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:38.018073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:38.018166] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:38.018200] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:38.143142] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:38.143309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:38.143350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:38.143380] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:38.146901] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=26.43%)
[2026-02-11T20:24:38.147184] [INFO ] [FORECASTER] Completed predict_future for IIM
[2026-02-11T20:24:38.147315] [INFO ] [sig       ] IIM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:38.288954] [INFO ] [LOCAL     ] Saved forecast: IIM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IIM.txt
[2026-02-11T20:24:38.289084] [INFO ] [sig       ] [1599/3412] Completed IIM in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:38.289123] [INFO ] [sig       ] [1600/3412] Forecasting ILMN...
[2026-02-11T20:24:38.289152] [INFO ] [sig       ] Generating forecast for: ILMN
[2026-02-11T20:24:38.289181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2026-02-11T20:24:38.300336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2026-02-11T20:24:38.300659] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2026-02-11T20:24:38.301484] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2026-02-11T20:24:38.301535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:38.301567] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:38.301631] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:38.301710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:38.358464] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:38.359190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:38.359271] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:38.359303] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:38.486161] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:38.486316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:38.486362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:38.486392] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:38.490008] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2026-02-11T20:24:38.490291] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2026-02-11T20:24:38.490420] [INFO ] [sig       ] ILMN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:38.631055] [INFO ] [LOCAL     ] Saved forecast: ILMN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ILMN.txt
[2026-02-11T20:24:38.631191] [INFO ] [sig       ] [1600/3412] Completed ILMN in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:38.631230] [INFO ] [sig       ] [1601/3412] Forecasting IMAX...
[2026-02-11T20:24:38.631260] [INFO ] [sig       ] Generating forecast for: IMAX
[2026-02-11T20:24:38.631289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2026-02-11T20:24:38.646344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2026-02-11T20:24:38.646627] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2026-02-11T20:24:38.647418] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2026-02-11T20:24:38.647486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:38.647520] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:38.647546] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:38.647629] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:38.705520] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:38.706229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:38.706334] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:38.706378] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:38.824914] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:38.825228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:38.825267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:38.825297] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:38.829024] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=50.75%)
[2026-02-11T20:24:38.829297] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2026-02-11T20:24:38.829427] [INFO ] [sig       ] IMAX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:38.970532] [INFO ] [LOCAL     ] Saved forecast: IMAX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IMAX.txt
[2026-02-11T20:24:38.970680] [INFO ] [sig       ] [1601/3412] Completed IMAX in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:38.970727] [INFO ] [sig       ] [1602/3412] Forecasting IMMP...
[2026-02-11T20:24:38.970758] [INFO ] [sig       ] Generating forecast for: IMMP
[2026-02-11T20:24:38.970788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2026-02-11T20:24:38.982422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2026-02-11T20:24:38.982775] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2026-02-11T20:24:38.983669] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2026-02-11T20:24:38.983723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:38.983757] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:38.983789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:38.983848] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:39.042421] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:39.043053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:39.043134] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:39.043166] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:39.163162] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:39.163327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:39.163371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:39.163401] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:39.166981] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: DOWN (p=21.75%)
[2026-02-11T20:24:39.167277] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2026-02-11T20:24:39.167415] [INFO ] [sig       ] IMMP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:39.312405] [INFO ] [LOCAL     ] Saved forecast: IMMP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IMMP.txt
[2026-02-11T20:24:39.312545] [INFO ] [sig       ] [1602/3412] Completed IMMP in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:39.312601] [INFO ] [sig       ] [1603/3412] Forecasting IMMX...
[2026-02-11T20:24:39.312633] [INFO ] [sig       ] Generating forecast for: IMMX
[2026-02-11T20:24:39.312670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2026-02-11T20:24:39.324376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2026-02-11T20:24:39.324720] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2026-02-11T20:24:39.325618] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2026-02-11T20:24:39.325676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:39.325718] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:39.325753] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:39.325826] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:39.385110] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:39.385829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:39.385912] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:39.385946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:39.506265] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:39.506420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:39.506462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:39.506491] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:39.509988] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=51.82%)
[2026-02-11T20:24:39.510281] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2026-02-11T20:24:39.510411] [INFO ] [sig       ] IMMX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:39.652692] [INFO ] [LOCAL     ] Saved forecast: IMMX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IMMX.txt
[2026-02-11T20:24:39.652831] [INFO ] [sig       ] [1603/3412] Completed IMMX in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:39.652870] [INFO ] [sig       ] [1604/3412] Forecasting IMNM...
[2026-02-11T20:24:39.652900] [INFO ] [sig       ] Generating forecast for: IMNM
[2026-02-11T20:24:39.652929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2026-02-11T20:24:39.664120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2026-02-11T20:24:39.664423] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2026-02-11T20:24:39.665261] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2026-02-11T20:24:39.665315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:39.665386] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:39.665418] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:39.665478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:39.723220] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:39.724071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:39.724157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:39.724192] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:39.848799] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:39.848938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:39.848977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:39.849006] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:39.852607] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: UP (p=63.05%)
[2026-02-11T20:24:39.852881] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2026-02-11T20:24:39.853009] [INFO ] [sig       ] IMNM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:39.994228] [INFO ] [LOCAL     ] Saved forecast: IMNM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IMNM.txt
[2026-02-11T20:24:39.994354] [INFO ] [sig       ] [1604/3412] Completed IMNM in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:39.994393] [INFO ] [sig       ] [1605/3412] Forecasting IMNN...
[2026-02-11T20:24:39.994421] [INFO ] [sig       ] Generating forecast for: IMNN
[2026-02-11T20:24:39.994451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2026-02-11T20:24:40.005716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2026-02-11T20:24:40.005992] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2026-02-11T20:24:40.006808] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2026-02-11T20:24:40.006861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:40.006893] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:40.006921] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:40.006978] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:40.067561] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:40.068253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:40.068346] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:40.068380] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:40.189270] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:40.189439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:40.189497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:40.189529] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:40.193195] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=19.06%)
[2026-02-11T20:24:40.193497] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2026-02-11T20:24:40.193655] [INFO ] [sig       ] IMNN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:40.336681] [INFO ] [LOCAL     ] Saved forecast: IMNN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IMNN.txt
[2026-02-11T20:24:40.336826] [INFO ] [sig       ] [1605/3412] Completed IMNN in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:40.336866] [INFO ] [sig       ] [1606/3412] Forecasting IMOS...
[2026-02-11T20:24:40.336897] [INFO ] [sig       ] Generating forecast for: IMOS
[2026-02-11T20:24:40.336927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2026-02-11T20:24:40.348195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2026-02-11T20:24:40.348600] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2026-02-11T20:24:40.349432] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2026-02-11T20:24:40.349485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:40.349517] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:40.349545] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:40.349632] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:40.410028] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:40.410965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:40.411058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:40.411092] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:40.538748] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:40.538906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:40.538947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:40.538976] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:40.542507] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=51.30%)
[2026-02-11T20:24:40.542801] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2026-02-11T20:24:40.542939] [INFO ] [sig       ] IMOS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:40.697617] [INFO ] [LOCAL     ] Saved forecast: IMOS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IMOS.txt
[2026-02-11T20:24:40.697783] [INFO ] [sig       ] [1606/3412] Completed IMOS in 0.4s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:40.697822] [INFO ] [sig       ] [1607/3412] Forecasting IMPP...
[2026-02-11T20:24:40.697852] [INFO ] [sig       ] Generating forecast for: IMPP
[2026-02-11T20:24:40.697884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2026-02-11T20:24:40.709141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2026-02-11T20:24:40.709505] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2026-02-11T20:24:40.710373] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2026-02-11T20:24:40.710425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:40.710457] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:40.710484] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:40.710541] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:40.768836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:40.769601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:40.769687] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:40.769722] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:40.892139] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:40.892340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:40.892398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:40.892481] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:40.896440] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2026-02-11T20:24:40.896807] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2026-02-11T20:24:40.896974] [INFO ] [sig       ] IMPP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:41.049080] [INFO ] [LOCAL     ] Saved forecast: IMPP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IMPP.txt
[2026-02-11T20:24:41.049217] [INFO ] [sig       ] [1607/3412] Completed IMPP in 0.4s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:41.049256] [INFO ] [sig       ] [1608/3412] Forecasting IMRX...
[2026-02-11T20:24:41.049286] [INFO ] [sig       ] Generating forecast for: IMRX
[2026-02-11T20:24:41.049316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2026-02-11T20:24:41.060413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2026-02-11T20:24:41.060717] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2026-02-11T20:24:41.061514] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2026-02-11T20:24:41.061566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:41.061618] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:41.061646] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:41.061702] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:41.121800] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:41.122689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:41.122776] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:41.122810] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:41.255907] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:41.256072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:41.256117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:41.256149] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:41.260032] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2026-02-11T20:24:41.260350] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2026-02-11T20:24:41.260511] [INFO ] [sig       ] IMRX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:41.410522] [INFO ] [LOCAL     ] Saved forecast: IMRX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IMRX.txt
[2026-02-11T20:24:41.410713] [INFO ] [sig       ] [1608/3412] Completed IMRX in 0.4s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:41.410762] [INFO ] [sig       ] [1609/3412] Forecasting IMTX...
[2026-02-11T20:24:41.410799] [INFO ] [sig       ] Generating forecast for: IMTX
[2026-02-11T20:24:41.410840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2026-02-11T20:24:41.423569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2026-02-11T20:24:41.424023] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2026-02-11T20:24:41.424926] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2026-02-11T20:24:41.424981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:41.425027] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:41.425057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:41.425118] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:41.487001] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:41.488129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:41.488228] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:41.488262] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:41.611788] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:41.611954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:41.611997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:41.612031] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:41.615613] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=34.55%)
[2026-02-11T20:24:41.615909] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2026-02-11T20:24:41.616045] [INFO ] [sig       ] IMTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:41.761077] [INFO ] [LOCAL     ] Saved forecast: IMTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IMTX.txt
[2026-02-11T20:24:41.761256] [INFO ] [sig       ] [1609/3412] Completed IMTX in 0.4s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:41.761304] [INFO ] [sig       ] [1610/3412] Forecasting IMXI...
[2026-02-11T20:24:41.761335] [INFO ] [sig       ] Generating forecast for: IMXI
[2026-02-11T20:24:41.761368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2026-02-11T20:24:41.774681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2026-02-11T20:24:41.775063] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2026-02-11T20:24:41.775907] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2026-02-11T20:24:41.775960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:41.775994] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:41.776022] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:41.776081] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:41.838456] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:41.839391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:41.839480] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:41.839515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:41.962403] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:41.962585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:41.962629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:41.962658] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:41.966099] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2026-02-11T20:24:41.966373] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2026-02-11T20:24:41.966501] [INFO ] [sig       ] IMXI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:42.107684] [INFO ] [LOCAL     ] Saved forecast: IMXI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IMXI.txt
[2026-02-11T20:24:42.107823] [INFO ] [sig       ] [1610/3412] Completed IMXI in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:42.107861] [INFO ] [sig       ] [1611/3412] Forecasting INAB...
[2026-02-11T20:24:42.107890] [INFO ] [sig       ] Generating forecast for: INAB
[2026-02-11T20:24:42.107924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2026-02-11T20:24:42.119252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2026-02-11T20:24:42.119654] [INFO ] [FORECASTER] Starting predict_future for INAB
[2026-02-11T20:24:42.120466] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2026-02-11T20:24:42.120518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:42.120551] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:42.120609] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:42.120669] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:42.178103] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:42.178984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:42.179068] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:42.179101] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:42.297486] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:42.297675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:42.297719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:42.297748] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:42.301218] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2026-02-11T20:24:42.301492] [INFO ] [FORECASTER] Completed predict_future for INAB
[2026-02-11T20:24:42.301638] [INFO ] [sig       ] INAB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:42.447608] [INFO ] [LOCAL     ] Saved forecast: INAB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/INAB.txt
[2026-02-11T20:24:42.447773] [INFO ] [sig       ] [1611/3412] Completed INAB in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:42.447822] [INFO ] [sig       ] [1612/3412] Forecasting INBK...
[2026-02-11T20:24:42.447857] [INFO ] [sig       ] Generating forecast for: INBK
[2026-02-11T20:24:42.447892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2026-02-11T20:24:42.459832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2026-02-11T20:24:42.460116] [INFO ] [FORECASTER] Starting predict_future for INBK
[2026-02-11T20:24:42.460980] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2026-02-11T20:24:42.461034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:42.461065] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:42.461092] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:42.461149] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:42.518793] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:42.519783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:42.519899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:42.519941] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:42.639625] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:42.639798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:42.639849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:42.639885] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:42.643635] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2026-02-11T20:24:42.643995] [INFO ] [FORECASTER] Completed predict_future for INBK
[2026-02-11T20:24:42.644137] [INFO ] [sig       ] INBK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:42.801289] [INFO ] [LOCAL     ] Saved forecast: INBK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/INBK.txt
[2026-02-11T20:24:42.801440] [INFO ] [sig       ] [1612/3412] Completed INBK in 0.4s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:42.801486] [INFO ] [sig       ] [1613/3412] Forecasting INBX...
[2026-02-11T20:24:42.801518] [INFO ] [sig       ] Generating forecast for: INBX
[2026-02-11T20:24:42.801550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2026-02-11T20:24:42.812953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2026-02-11T20:24:42.813278] [INFO ] [FORECASTER] Starting predict_future for INBX
[2026-02-11T20:24:42.814097] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2026-02-11T20:24:42.814150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:42.814182] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:42.814210] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:42.814268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:42.872625] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:42.873619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:42.873761] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:42.873794] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:43.000245] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:43.000411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:43.000454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:43.000484] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:43.004068] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=33.98%)
[2026-02-11T20:24:43.004370] [INFO ] [FORECASTER] Completed predict_future for INBX
[2026-02-11T20:24:43.004508] [INFO ] [sig       ] INBX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:43.159494] [INFO ] [LOCAL     ] Saved forecast: INBX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/INBX.txt
[2026-02-11T20:24:43.159691] [INFO ] [sig       ] [1613/3412] Completed INBX in 0.4s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-11T20:24:43.159736] [INFO ] [sig       ] [1614/3412] Forecasting INCY...
[2026-02-11T20:24:43.159765] [INFO ] [sig       ] Generating forecast for: INCY
[2026-02-11T20:24:43.159797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2026-02-11T20:24:43.171376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2026-02-11T20:24:43.171774] [INFO ] [FORECASTER] Starting predict_future for INCY
[2026-02-11T20:24:43.172614] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2026-02-11T20:24:43.172679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:43.172724] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:43.172758] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:43.172818] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:43.236051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:43.237031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:43.237164] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:43.237200] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:43.356284] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:43.356444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:43.356486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:43.356518] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:43.360243] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=64.70%)
[2026-02-11T20:24:43.360517] [INFO ] [FORECASTER] Completed predict_future for INCY
[2026-02-11T20:24:43.360690] [INFO ] [sig       ] INCY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:43.511254] [INFO ] [LOCAL     ] Saved forecast: INCY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/INCY.txt
[2026-02-11T20:24:43.511416] [INFO ] [sig       ] [1614/3412] Completed INCY in 0.4s | 2.79 sym/s | Total: 9.6m | ETA: 10.7m
[2026-02-11T20:24:43.511455] [INFO ] [sig       ] [1615/3412] Forecasting INDB...
[2026-02-11T20:24:43.511486] [INFO ] [sig       ] Generating forecast for: INDB
[2026-02-11T20:24:43.511525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2026-02-11T20:24:43.523478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2026-02-11T20:24:43.523864] [INFO ] [FORECASTER] Starting predict_future for INDB
[2026-02-11T20:24:43.524694] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2026-02-11T20:24:43.524746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:43.524777] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:43.524804] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:43.524861] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:43.584528] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:43.585433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:43.585520] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:43.585554] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:43.709682] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:43.709838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:43.709878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:43.709907] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:43.713420] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2026-02-11T20:24:43.713723] [INFO ] [FORECASTER] Completed predict_future for INDB
[2026-02-11T20:24:43.713855] [INFO ] [sig       ] INDB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:43.862191] [INFO ] [LOCAL     ] Saved forecast: INDB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/INDB.txt
[2026-02-11T20:24:43.862346] [INFO ] [sig       ] [1615/3412] Completed INDB in 0.4s | 2.79 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-11T20:24:43.862386] [INFO ] [sig       ] [1616/3412] Forecasting INDI...
[2026-02-11T20:24:43.862416] [INFO ] [sig       ] Generating forecast for: INDI
[2026-02-11T20:24:43.862447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2026-02-11T20:24:43.874028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2026-02-11T20:24:43.874302] [INFO ] [FORECASTER] Starting predict_future for INDI
[2026-02-11T20:24:43.875109] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2026-02-11T20:24:43.875161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:43.875192] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:43.875219] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:43.875276] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:43.933326] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:43.934177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:43.934263] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:43.934296] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:44.057519] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:44.057730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:44.057801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:44.057834] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:44.061618] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2026-02-11T20:24:44.061934] [INFO ] [FORECASTER] Completed predict_future for INDI
[2026-02-11T20:24:44.062074] [INFO ] [sig       ] INDI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:44.202539] [INFO ] [LOCAL     ] Saved forecast: INDI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/INDI.txt
[2026-02-11T20:24:44.202706] [INFO ] [sig       ] [1616/3412] Completed INDI in 0.3s | 2.79 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-11T20:24:44.202746] [INFO ] [sig       ] [1617/3412] Forecasting INDP...
[2026-02-11T20:24:44.202776] [INFO ] [sig       ] Generating forecast for: INDP
[2026-02-11T20:24:44.202816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2026-02-11T20:24:44.214876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2026-02-11T20:24:44.215203] [INFO ] [FORECASTER] Starting predict_future for INDP
[2026-02-11T20:24:44.216083] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2026-02-11T20:24:44.216136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:44.216169] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:44.216195] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:44.216259] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:44.275414] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:44.276366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:44.276453] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:44.276487] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:44.388889] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:44.389061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:44.389101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:44.389131] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:44.392642] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=52.77%)
[2026-02-11T20:24:44.392915] [INFO ] [FORECASTER] Completed predict_future for INDP
[2026-02-11T20:24:44.393046] [INFO ] [sig       ] INDP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:44.533837] [INFO ] [LOCAL     ] Saved forecast: INDP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/INDP.txt
[2026-02-11T20:24:44.534019] [INFO ] [sig       ] [1617/3412] Completed INDP in 0.3s | 2.79 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-11T20:24:44.534061] [INFO ] [sig       ] [1618/3412] Forecasting INDY...
[2026-02-11T20:24:44.534090] [INFO ] [sig       ] Generating forecast for: INDY
[2026-02-11T20:24:44.534121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2026-02-11T20:24:44.546122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2026-02-11T20:24:44.546392] [INFO ] [FORECASTER] Starting predict_future for INDY
[2026-02-11T20:24:44.547245] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2026-02-11T20:24:44.547297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:44.547330] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:44.547356] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:44.547413] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:44.606279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:44.607073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:44.607159] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:44.607193] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:44.732290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:44.732443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:44.732483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:44.732512] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:44.736619] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: DOWN (p=48.96%)
[2026-02-11T20:24:44.736904] [INFO ] [FORECASTER] Completed predict_future for INDY
[2026-02-11T20:24:44.737064] [INFO ] [sig       ] INDY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:44.887829] [INFO ] [LOCAL     ] Saved forecast: INDY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/INDY.txt
[2026-02-11T20:24:44.887990] [INFO ] [sig       ] [1618/3412] Completed INDY in 0.4s | 2.79 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-11T20:24:44.888034] [INFO ] [sig       ] [1619/3412] Forecasting INFY...
[2026-02-11T20:24:44.888066] [INFO ] [sig       ] Generating forecast for: INFY
[2026-02-11T20:24:44.888105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2026-02-11T20:24:44.900353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2026-02-11T20:24:44.900698] [INFO ] [FORECASTER] Starting predict_future for INFY
[2026-02-11T20:24:44.901619] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2026-02-11T20:24:44.901675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:44.901719] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:44.901751] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:44.901833] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:44.960683] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:44.961498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:44.961619] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:44.961658] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:45.085181] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:45.085342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:45.085384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:45.085412] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:45.089046] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=28.50%)
[2026-02-11T20:24:45.089329] [INFO ] [FORECASTER] Completed predict_future for INFY
[2026-02-11T20:24:45.089463] [INFO ] [sig       ] INFY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:45.240542] [INFO ] [LOCAL     ] Saved forecast: INFY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/INFY.txt
[2026-02-11T20:24:45.240722] [INFO ] [sig       ] [1619/3412] Completed INFY in 0.4s | 2.79 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-11T20:24:45.240763] [INFO ] [sig       ] [1620/3412] Forecasting ING...
[2026-02-11T20:24:45.240791] [INFO ] [sig       ] Generating forecast for: ING
[2026-02-11T20:24:45.240823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2026-02-11T20:24:45.252721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2026-02-11T20:24:45.253054] [INFO ] [FORECASTER] Starting predict_future for ING
[2026-02-11T20:24:45.253868] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2026-02-11T20:24:45.253920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:45.253963] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:45.253991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:45.254048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:45.319021] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:45.319992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:45.320084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:45.320118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:45.445250] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:45.445417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:45.445459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:45.445489] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:45.449217] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2026-02-11T20:24:45.449520] [INFO ] [FORECASTER] Completed predict_future for ING
[2026-02-11T20:24:45.449679] [INFO ] [sig       ] ING: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:45.595373] [INFO ] [LOCAL     ] Saved forecast: ING	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ING.txt
[2026-02-11T20:24:45.595530] [INFO ] [sig       ] [1620/3412] Completed ING in 0.4s | 2.79 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-11T20:24:45.595588] [INFO ] [sig       ] [1621/3412] Forecasting INGN...
[2026-02-11T20:24:45.595622] [INFO ] [sig       ] Generating forecast for: INGN
[2026-02-11T20:24:45.595653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2026-02-11T20:24:45.607901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2026-02-11T20:24:45.608269] [INFO ] [FORECASTER] Starting predict_future for INGN
[2026-02-11T20:24:45.609144] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2026-02-11T20:24:45.609197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:45.609284] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:45.609315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:45.609375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:45.668657] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:45.669587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:45.669694] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:45.669730] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:45.790277] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:45.790435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:45.790477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:45.790504] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:45.794003] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2026-02-11T20:24:45.794303] [INFO ] [FORECASTER] Completed predict_future for INGN
[2026-02-11T20:24:45.794435] [INFO ] [sig       ] INGN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:45.936692] [INFO ] [LOCAL     ] Saved forecast: INGN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/INGN.txt
[2026-02-11T20:24:45.936853] [INFO ] [sig       ] [1621/3412] Completed INGN in 0.3s | 2.79 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-11T20:24:45.936894] [INFO ] [sig       ] [1622/3412] Forecasting INMB...
[2026-02-11T20:24:45.936925] [INFO ] [sig       ] Generating forecast for: INMB
[2026-02-11T20:24:45.936954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2026-02-11T20:24:45.948806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2026-02-11T20:24:45.949251] [INFO ] [FORECASTER] Starting predict_future for INMB
[2026-02-11T20:24:45.950192] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2026-02-11T20:24:45.950248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:45.950282] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:45.950310] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:45.950370] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:46.018091] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:46.019035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:46.019125] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:46.019158] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:46.145815] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:46.145982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:46.146027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:46.146057] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:46.149946] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2026-02-11T20:24:46.150331] [INFO ] [FORECASTER] Completed predict_future for INMB
[2026-02-11T20:24:46.150481] [INFO ] [sig       ] INMB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:46.307938] [INFO ] [LOCAL     ] Saved forecast: INMB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/INMB.txt
[2026-02-11T20:24:46.308123] [INFO ] [sig       ] [1622/3412] Completed INMB in 0.4s | 2.79 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-11T20:24:46.308169] [INFO ] [sig       ] [1623/3412] Forecasting INMD...
[2026-02-11T20:24:46.308200] [INFO ] [sig       ] Generating forecast for: INMD
[2026-02-11T20:24:46.308233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2026-02-11T20:24:46.323820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2026-02-11T20:24:46.324226] [INFO ] [FORECASTER] Starting predict_future for INMD
[2026-02-11T20:24:46.325170] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2026-02-11T20:24:46.325236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:46.325280] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:46.325313] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:46.325391] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:46.385473] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:46.386381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:46.386467] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:46.386500] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:46.512102] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:46.512272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:46.512313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:46.512343] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:46.516025] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: UP (p=72.82%)
[2026-02-11T20:24:46.516323] [INFO ] [FORECASTER] Completed predict_future for INMD
[2026-02-11T20:24:46.516465] [INFO ] [sig       ] INMD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:46.664353] [INFO ] [LOCAL     ] Saved forecast: INMD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/INMD.txt
[2026-02-11T20:24:46.664513] [INFO ] [sig       ] [1623/3412] Completed INMD in 0.4s | 2.79 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-11T20:24:46.664554] [INFO ] [sig       ] [1624/3412] Forecasting INN...
[2026-02-11T20:24:46.664610] [INFO ] [sig       ] Generating forecast for: INN
[2026-02-11T20:24:46.664645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2026-02-11T20:24:46.676755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2026-02-11T20:24:46.677107] [INFO ] [FORECASTER] Starting predict_future for INN
[2026-02-11T20:24:46.678072] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2026-02-11T20:24:46.678136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:46.678170] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:46.678197] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:46.678259] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:46.740149] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:46.741147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:46.741241] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:46.741276] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:46.864241] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:46.864424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:46.864468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:46.864532] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:46.868166] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2026-02-11T20:24:46.868461] [INFO ] [FORECASTER] Completed predict_future for INN
[2026-02-11T20:24:46.868623] [INFO ] [sig       ] INN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:47.017328] [INFO ] [LOCAL     ] Saved forecast: INN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/INN.txt
[2026-02-11T20:24:47.017517] [INFO ] [sig       ] [1624/3412] Completed INN in 0.4s | 2.79 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-11T20:24:47.017561] [INFO ] [sig       ] [1625/3412] Forecasting INO...
[2026-02-11T20:24:47.017614] [INFO ] [sig       ] Generating forecast for: INO
[2026-02-11T20:24:47.017647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2026-02-11T20:24:47.029270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2026-02-11T20:24:47.029609] [INFO ] [FORECASTER] Starting predict_future for INO
[2026-02-11T20:24:47.030405] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2026-02-11T20:24:47.030458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:47.030489] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:47.030516] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:47.030590] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:47.087279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:47.088276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:47.088364] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:47.088397] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:47.213983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:47.214189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:47.214240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:47.214271] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:47.218233] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=22.44%)
[2026-02-11T20:24:47.218561] [INFO ] [FORECASTER] Completed predict_future for INO
[2026-02-11T20:24:47.218721] [INFO ] [sig       ] INO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:47.366841] [INFO ] [LOCAL     ] Saved forecast: INO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/INO.txt
[2026-02-11T20:24:47.367016] [INFO ] [sig       ] [1625/3412] Completed INO in 0.3s | 2.79 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-11T20:24:47.367062] [INFO ] [sig       ] [1626/3412] Forecasting INOD...
[2026-02-11T20:24:47.367092] [INFO ] [sig       ] Generating forecast for: INOD
[2026-02-11T20:24:47.367124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2026-02-11T20:24:47.379109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2026-02-11T20:24:47.379443] [INFO ] [FORECASTER] Starting predict_future for INOD
[2026-02-11T20:24:47.380294] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2026-02-11T20:24:47.380349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:47.380382] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:47.380410] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:47.380468] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:47.442001] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:47.443079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:47.443197] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:47.443237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:47.572291] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:47.572469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:47.572525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:47.572568] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:47.576360] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: UP (p=50.42%)
[2026-02-11T20:24:47.576706] [INFO ] [FORECASTER] Completed predict_future for INOD
[2026-02-11T20:24:47.576873] [INFO ] [sig       ] INOD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:47.728133] [INFO ] [LOCAL     ] Saved forecast: INOD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/INOD.txt
[2026-02-11T20:24:47.728287] [INFO ] [sig       ] [1626/3412] Completed INOD in 0.4s | 2.79 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-11T20:24:47.728346] [INFO ] [sig       ] [1627/3412] Forecasting INSE...
[2026-02-11T20:24:47.728379] [INFO ] [sig       ] Generating forecast for: INSE
[2026-02-11T20:24:47.728412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2026-02-11T20:24:47.739862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2026-02-11T20:24:47.740146] [INFO ] [FORECASTER] Starting predict_future for INSE
[2026-02-11T20:24:47.740972] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2026-02-11T20:24:47.741023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:47.741054] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:47.741081] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:47.741138] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:47.798569] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:47.799396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:47.799483] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:47.799516] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:47.930074] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:47.930258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:47.930303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:47.930356] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:47.934171] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=89.54%)
[2026-02-11T20:24:47.934534] [INFO ] [FORECASTER] Completed predict_future for INSE
[2026-02-11T20:24:47.934728] [INFO ] [sig       ] INSE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:48.077067] [INFO ] [LOCAL     ] Saved forecast: INSE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/INSE.txt
[2026-02-11T20:24:48.077198] [INFO ] [sig       ] [1627/3412] Completed INSE in 0.3s | 2.79 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-11T20:24:48.077238] [INFO ] [sig       ] [1628/3412] Forecasting INSG...
[2026-02-11T20:24:48.077267] [INFO ] [sig       ] Generating forecast for: INSG
[2026-02-11T20:24:48.077296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2026-02-11T20:24:48.088725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2026-02-11T20:24:48.089042] [INFO ] [FORECASTER] Starting predict_future for INSG
[2026-02-11T20:24:48.089881] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2026-02-11T20:24:48.089936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:48.089971] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:48.089997] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:48.090054] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:48.147253] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:48.148076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:48.148160] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:48.148192] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:48.265272] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:48.265432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:48.265471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:48.265501] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:48.268981] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=81.94%)
[2026-02-11T20:24:48.269261] [INFO ] [FORECASTER] Completed predict_future for INSG
[2026-02-11T20:24:48.269393] [INFO ] [sig       ] INSG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:48.413646] [INFO ] [LOCAL     ] Saved forecast: INSG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/INSG.txt
[2026-02-11T20:24:48.413778] [INFO ] [sig       ] [1628/3412] Completed INSG in 0.3s | 2.79 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-11T20:24:48.413817] [INFO ] [sig       ] [1629/3412] Forecasting INSM...
[2026-02-11T20:24:48.413846] [INFO ] [sig       ] Generating forecast for: INSM
[2026-02-11T20:24:48.413877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2026-02-11T20:24:48.425272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2026-02-11T20:24:48.425550] [INFO ] [FORECASTER] Starting predict_future for INSM
[2026-02-11T20:24:48.426357] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2026-02-11T20:24:48.426409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:48.426442] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:48.426469] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:48.426525] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:48.485376] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:48.486047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:48.486130] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:48.486176] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:48.603627] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:48.603785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:48.603827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:48.603855] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:48.607282] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: DOWN (p=6.21%)
[2026-02-11T20:24:48.607622] [INFO ] [FORECASTER] Completed predict_future for INSM
[2026-02-11T20:24:48.607759] [INFO ] [sig       ] INSM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:48.751802] [INFO ] [LOCAL     ] Saved forecast: INSM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/INSM.txt
[2026-02-11T20:24:48.751941] [INFO ] [sig       ] [1629/3412] Completed INSM in 0.3s | 2.79 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-11T20:24:48.751981] [INFO ] [sig       ] [1630/3412] Forecasting INSP...
[2026-02-11T20:24:48.752011] [INFO ] [sig       ] Generating forecast for: INSP
[2026-02-11T20:24:48.752041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2026-02-11T20:24:48.763699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2026-02-11T20:24:48.764019] [INFO ] [FORECASTER] Starting predict_future for INSP
[2026-02-11T20:24:48.764835] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2026-02-11T20:24:48.764887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:48.764925] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:48.764957] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:48.765027] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:48.834245] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:48.835343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:48.835449] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:48.835490] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:48.966219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:48.966379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:48.966419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:48.966449] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:48.969923] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=17.82%)
[2026-02-11T20:24:48.970202] [INFO ] [FORECASTER] Completed predict_future for INSP
[2026-02-11T20:24:48.970330] [INFO ] [sig       ] INSP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:49.112952] [INFO ] [LOCAL     ] Saved forecast: INSP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/INSP.txt
[2026-02-11T20:24:49.113080] [INFO ] [sig       ] [1630/3412] Completed INSP in 0.4s | 2.79 sym/s | Total: 9.7m | ETA: 10.6m
[2026-02-11T20:24:49.113120] [INFO ] [sig       ] [1631/3412] Forecasting INTA...
[2026-02-11T20:24:49.113149] [INFO ] [sig       ] Generating forecast for: INTA
[2026-02-11T20:24:49.113179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2026-02-11T20:24:49.124361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2026-02-11T20:24:49.124671] [INFO ] [FORECASTER] Starting predict_future for INTA
[2026-02-11T20:24:49.125465] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2026-02-11T20:24:49.125517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:49.125548] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:49.125617] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:49.125687] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:49.183446] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:49.184086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:49.184191] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:49.184224] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:49.310588] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:49.310745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:49.310786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:49.310815] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:49.314264] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=56.24%)
[2026-02-11T20:24:49.314538] [INFO ] [FORECASTER] Completed predict_future for INTA
[2026-02-11T20:24:49.314686] [INFO ] [sig       ] INTA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:49.461212] [INFO ] [LOCAL     ] Saved forecast: INTA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/INTA.txt
[2026-02-11T20:24:49.461400] [INFO ] [sig       ] [1631/3412] Completed INTA in 0.3s | 2.79 sym/s | Total: 9.7m | ETA: 10.6m
[2026-02-11T20:24:49.461444] [INFO ] [sig       ] [1632/3412] Forecasting INTC...
[2026-02-11T20:24:49.461476] [INFO ] [sig       ] Generating forecast for: INTC
[2026-02-11T20:24:49.461507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2026-02-11T20:24:49.474280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2026-02-11T20:24:49.474606] [INFO ] [FORECASTER] Starting predict_future for INTC
[2026-02-11T20:24:49.475453] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2026-02-11T20:24:49.475507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:49.475546] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:49.475607] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:49.475676] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:49.538664] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:49.539559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:49.539663] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:49.539698] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:49.667942] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:49.668114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:49.668160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:49.668190] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:49.671742] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: UP (p=55.92%)
[2026-02-11T20:24:49.672068] [INFO ] [FORECASTER] Completed predict_future for INTC
[2026-02-11T20:24:49.672210] [INFO ] [sig       ] INTC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:49.819730] [INFO ] [LOCAL     ] Saved forecast: INTC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/INTC.txt
[2026-02-11T20:24:49.819877] [INFO ] [sig       ] [1632/3412] Completed INTC in 0.4s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:49.819923] [INFO ] [sig       ] [1633/3412] Forecasting INVA...
[2026-02-11T20:24:49.819962] [INFO ] [sig       ] Generating forecast for: INVA
[2026-02-11T20:24:49.820001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2026-02-11T20:24:49.832295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2026-02-11T20:24:49.832613] [INFO ] [FORECASTER] Starting predict_future for INVA
[2026-02-11T20:24:49.833436] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2026-02-11T20:24:49.833497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:49.833540] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:49.833569] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:49.833658] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:49.896172] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:49.896942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:49.897044] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:49.897087] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:50.023972] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:50.024140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:50.024195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:50.024233] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:50.027966] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=22.11%)
[2026-02-11T20:24:50.028277] [INFO ] [FORECASTER] Completed predict_future for INVA
[2026-02-11T20:24:50.028412] [INFO ] [sig       ] INVA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:50.174608] [INFO ] [LOCAL     ] Saved forecast: INVA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/INVA.txt
[2026-02-11T20:24:50.174792] [INFO ] [sig       ] [1633/3412] Completed INVA in 0.4s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:50.174843] [INFO ] [sig       ] [1634/3412] Forecasting INVE...
[2026-02-11T20:24:50.174875] [INFO ] [sig       ] Generating forecast for: INVE
[2026-02-11T20:24:50.174909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2026-02-11T20:24:50.186151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2026-02-11T20:24:50.186476] [INFO ] [FORECASTER] Starting predict_future for INVE
[2026-02-11T20:24:50.187287] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2026-02-11T20:24:50.187340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:50.187373] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:50.187400] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:50.187457] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:50.248780] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:50.249626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:50.249708] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:50.249740] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:50.365258] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:50.365417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:50.365459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:50.365490] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:50.369111] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=58.23%)
[2026-02-11T20:24:50.369409] [INFO ] [FORECASTER] Completed predict_future for INVE
[2026-02-11T20:24:50.369543] [INFO ] [sig       ] INVE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:50.542190] [INFO ] [LOCAL     ] Saved forecast: INVE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/INVE.txt
[2026-02-11T20:24:50.542379] [INFO ] [sig       ] [1634/3412] Completed INVE in 0.4s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:50.542420] [INFO ] [sig       ] [1635/3412] Forecasting INVH...
[2026-02-11T20:24:50.542452] [INFO ] [sig       ] Generating forecast for: INVH
[2026-02-11T20:24:50.542488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2026-02-11T20:24:50.554481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2026-02-11T20:24:50.554859] [INFO ] [FORECASTER] Starting predict_future for INVH
[2026-02-11T20:24:50.555700] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2026-02-11T20:24:50.555753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:50.555785] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:50.555812] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:50.555870] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:50.617767] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:50.618743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:50.618844] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:50.618878] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:50.747161] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:50.747332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:50.747374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:50.747404] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:50.751379] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=73.92%)
[2026-02-11T20:24:50.751780] [INFO ] [FORECASTER] Completed predict_future for INVH
[2026-02-11T20:24:50.751938] [INFO ] [sig       ] INVH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:50.945798] [INFO ] [LOCAL     ] Saved forecast: INVH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/INVH.txt
[2026-02-11T20:24:50.945976] [INFO ] [sig       ] [1635/3412] Completed INVH in 0.4s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:50.946018] [INFO ] [sig       ] [1636/3412] Forecasting IONS...
[2026-02-11T20:24:50.946049] [INFO ] [sig       ] Generating forecast for: IONS
[2026-02-11T20:24:50.946079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2026-02-11T20:24:50.959618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2026-02-11T20:24:50.960095] [INFO ] [FORECASTER] Starting predict_future for IONS
[2026-02-11T20:24:50.961094] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2026-02-11T20:24:50.961150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:50.961183] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:50.961210] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:50.961267] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:51.042168] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:51.043634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:51.043761] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:51.043812] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:51.209785] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:51.210002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:51.210085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:51.210150] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:51.215823] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: DOWN (p=16.08%)
[2026-02-11T20:24:51.216375] [INFO ] [FORECASTER] Completed predict_future for IONS
[2026-02-11T20:24:51.216624] [INFO ] [sig       ] IONS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:51.433814] [INFO ] [LOCAL     ] Saved forecast: IONS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IONS.txt
[2026-02-11T20:24:51.434070] [INFO ] [sig       ] [1636/3412] Completed IONS in 0.5s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:51.434139] [INFO ] [sig       ] [1637/3412] Forecasting IOSP...
[2026-02-11T20:24:51.434192] [INFO ] [sig       ] Generating forecast for: IOSP
[2026-02-11T20:24:51.434248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2026-02-11T20:24:51.456333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2026-02-11T20:24:51.463357] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2026-02-11T20:24:51.465075] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2026-02-11T20:24:51.465158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:51.465195] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:51.465223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:51.465281] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:51.559983] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:51.561321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:51.561446] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:51.561504] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:51.731304] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:51.731513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:51.731607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:51.731667] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:51.737233] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: DOWN (p=11.69%)
[2026-02-11T20:24:51.737742] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2026-02-11T20:24:51.737948] [INFO ] [sig       ] IOSP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:51.942423] [INFO ] [LOCAL     ] Saved forecast: IOSP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IOSP.txt
[2026-02-11T20:24:51.942711] [INFO ] [sig       ] [1637/3412] Completed IOSP in 0.5s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:51.942780] [INFO ] [sig       ] [1638/3412] Forecasting IOVA...
[2026-02-11T20:24:51.942827] [INFO ] [sig       ] Generating forecast for: IOVA
[2026-02-11T20:24:51.942872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2026-02-11T20:24:51.958972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2026-02-11T20:24:51.959532] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2026-02-11T20:24:51.960858] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2026-02-11T20:24:51.960931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:51.961027] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:51.961082] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:51.961177] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:52.056796] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:52.058104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:52.058236] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:52.058295] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:52.189017] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:52.189190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:52.189244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:52.189293] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:52.193125] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2026-02-11T20:24:52.193435] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2026-02-11T20:24:52.193601] [INFO ] [sig       ] IOVA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:52.342010] [INFO ] [LOCAL     ] Saved forecast: IOVA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IOVA.txt
[2026-02-11T20:24:52.342153] [INFO ] [sig       ] [1638/3412] Completed IOVA in 0.4s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:52.342194] [INFO ] [sig       ] [1639/3412] Forecasting IPGP...
[2026-02-11T20:24:52.342224] [INFO ] [sig       ] Generating forecast for: IPGP
[2026-02-11T20:24:52.342255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2026-02-11T20:24:52.353396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2026-02-11T20:24:52.353713] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2026-02-11T20:24:52.354521] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2026-02-11T20:24:52.354593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:52.354628] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:52.354656] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:52.354713] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:52.410976] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:52.411810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:52.411897] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:52.411929] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:52.535537] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:52.535731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:52.535775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:52.535804] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:52.539490] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2026-02-11T20:24:52.539802] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2026-02-11T20:24:52.539940] [INFO ] [sig       ] IPGP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:52.687295] [INFO ] [LOCAL     ] Saved forecast: IPGP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IPGP.txt
[2026-02-11T20:24:52.687655] [INFO ] [sig       ] [1639/3412] Completed IPGP in 0.3s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:52.687897] [INFO ] [sig       ] [1640/3412] Forecasting IPI...
[2026-02-11T20:24:52.687970] [INFO ] [sig       ] Generating forecast for: IPI
[2026-02-11T20:24:52.688030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2026-02-11T20:24:52.699020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2026-02-11T20:24:52.699319] [INFO ] [FORECASTER] Starting predict_future for IPI
[2026-02-11T20:24:52.700138] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2026-02-11T20:24:52.700191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:52.700223] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:52.700251] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:52.700307] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:52.759493] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:52.760127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:52.760208] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:52.760242] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:52.880892] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:52.881006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:52.881044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:52.881072] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:52.884319] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2026-02-11T20:24:52.884605] [INFO ] [FORECASTER] Completed predict_future for IPI
[2026-02-11T20:24:52.884734] [INFO ] [sig       ] IPI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:53.024317] [INFO ] [LOCAL     ] Saved forecast: IPI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IPI.txt
[2026-02-11T20:24:53.024442] [INFO ] [sig       ] [1640/3412] Completed IPI in 0.3s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:53.024480] [INFO ] [sig       ] [1641/3412] Forecasting IQ...
[2026-02-11T20:24:53.024509] [INFO ] [sig       ] Generating forecast for: IQ
[2026-02-11T20:24:53.024541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2026-02-11T20:24:53.036280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2026-02-11T20:24:53.036589] [INFO ] [FORECASTER] Starting predict_future for IQ
[2026-02-11T20:24:53.037411] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2026-02-11T20:24:53.037493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:53.037529] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:53.037558] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:53.037638] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:53.096521] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:53.097168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:53.097252] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:53.097285] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:53.218289] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:53.218448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:53.218491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:53.218553] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:53.222250] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=60.35%)
[2026-02-11T20:24:53.222555] [INFO ] [FORECASTER] Completed predict_future for IQ
[2026-02-11T20:24:53.222721] [INFO ] [sig       ] IQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:53.363937] [INFO ] [LOCAL     ] Saved forecast: IQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IQ.txt
[2026-02-11T20:24:53.364069] [INFO ] [sig       ] [1641/3412] Completed IQ in 0.3s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:53.364108] [INFO ] [sig       ] [1642/3412] Forecasting IQI...
[2026-02-11T20:24:53.364137] [INFO ] [sig       ] Generating forecast for: IQI
[2026-02-11T20:24:53.364168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2026-02-11T20:24:53.375410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2026-02-11T20:24:53.375706] [INFO ] [FORECASTER] Starting predict_future for IQI
[2026-02-11T20:24:53.376516] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2026-02-11T20:24:53.376588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:53.376624] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:53.376651] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:53.376717] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:53.434871] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:53.435595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:53.435678] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:53.435711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:53.554070] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:53.554220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:53.554261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:53.554292] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:53.557913] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=60.18%)
[2026-02-11T20:24:53.558232] [INFO ] [FORECASTER] Completed predict_future for IQI
[2026-02-11T20:24:53.558366] [INFO ] [sig       ] IQI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:53.712477] [INFO ] [LOCAL     ] Saved forecast: IQI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IQI.txt
[2026-02-11T20:24:53.712658] [INFO ] [sig       ] [1642/3412] Completed IQI in 0.3s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:53.712701] [INFO ] [sig       ] [1643/3412] Forecasting IQQQ...
[2026-02-11T20:24:53.712732] [INFO ] [sig       ] Generating forecast for: IQQQ
[2026-02-11T20:24:53.712762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2026-02-11T20:24:53.724506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2026-02-11T20:24:53.724911] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2026-02-11T20:24:53.725782] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2026-02-11T20:24:53.725836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:53.725868] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:53.725895] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:53.725955] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:53.789601] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:53.790894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:53.790998] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:53.791053] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:53.912268] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:53.912417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:53.912457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:53.912486] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:53.915913] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: UP (p=81.76%)
[2026-02-11T20:24:53.916186] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2026-02-11T20:24:53.916316] [INFO ] [sig       ] IQQQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:54.055217] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IQQQ.txt
[2026-02-11T20:24:54.055346] [INFO ] [sig       ] [1643/3412] Completed IQQQ in 0.3s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:54.055384] [INFO ] [sig       ] [1644/3412] Forecasting IRDM...
[2026-02-11T20:24:54.055413] [INFO ] [sig       ] Generating forecast for: IRDM
[2026-02-11T20:24:54.055444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2026-02-11T20:24:54.066753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2026-02-11T20:24:54.067063] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2026-02-11T20:24:54.068002] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2026-02-11T20:24:54.068066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:54.068100] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:54.068128] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:54.068188] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:54.129693] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:54.130560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:54.130671] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:54.130706] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:54.249998] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:54.250158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:54.250200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:54.250229] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:54.253830] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=94.86%)
[2026-02-11T20:24:54.254116] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2026-02-11T20:24:54.254271] [INFO ] [sig       ] IRDM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:54.398609] [INFO ] [LOCAL     ] Saved forecast: IRDM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IRDM.txt
[2026-02-11T20:24:54.398760] [INFO ] [sig       ] [1644/3412] Completed IRDM in 0.3s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:54.398800] [INFO ] [sig       ] [1645/3412] Forecasting IREN...
[2026-02-11T20:24:54.398830] [INFO ] [sig       ] Generating forecast for: IREN
[2026-02-11T20:24:54.398861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2026-02-11T20:24:54.410015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2026-02-11T20:24:54.410355] [INFO ] [FORECASTER] Starting predict_future for IREN
[2026-02-11T20:24:54.411177] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2026-02-11T20:24:54.411229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:54.411263] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:54.411291] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:54.411348] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:54.472519] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:54.473332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:54.473439] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:54.473484] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:54.595764] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:54.595920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:54.595961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:54.595989] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:54.599529] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: DOWN (p=24.12%)
[2026-02-11T20:24:54.599846] [INFO ] [FORECASTER] Completed predict_future for IREN
[2026-02-11T20:24:54.599983] [INFO ] [sig       ] IREN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:54.749712] [INFO ] [LOCAL     ] Saved forecast: IREN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IREN.txt
[2026-02-11T20:24:54.749859] [INFO ] [sig       ] [1645/3412] Completed IREN in 0.4s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:54.749901] [INFO ] [sig       ] [1646/3412] Forecasting IRM...
[2026-02-11T20:24:54.749932] [INFO ] [sig       ] Generating forecast for: IRM
[2026-02-11T20:24:54.749965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2026-02-11T20:24:54.762671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2026-02-11T20:24:54.762988] [INFO ] [FORECASTER] Starting predict_future for IRM
[2026-02-11T20:24:54.763836] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2026-02-11T20:24:54.763897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:54.763930] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:54.763958] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:54.764016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:54.828781] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:54.829674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:54.829764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:54.829799] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:54.956341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:54.956504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:54.956546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:54.956594] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:54.960171] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=47.41%)
[2026-02-11T20:24:54.960455] [INFO ] [FORECASTER] Completed predict_future for IRM
[2026-02-11T20:24:54.960607] [INFO ] [sig       ] IRM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:55.102186] [INFO ] [LOCAL     ] Saved forecast: IRM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IRM.txt
[2026-02-11T20:24:55.102329] [INFO ] [sig       ] [1646/3412] Completed IRM in 0.4s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:55.102369] [INFO ] [sig       ] [1647/3412] Forecasting IRMD...
[2026-02-11T20:24:55.102397] [INFO ] [sig       ] Generating forecast for: IRMD
[2026-02-11T20:24:55.102427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2026-02-11T20:24:55.113533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2026-02-11T20:24:55.113868] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2026-02-11T20:24:55.114694] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2026-02-11T20:24:55.114746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:55.114777] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:55.114803] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:55.114859] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:55.172210] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:55.172927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:55.173011] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:55.173044] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:55.295741] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:55.295904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:55.295945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:55.295973] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:55.299450] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=73.07%)
[2026-02-11T20:24:55.299756] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2026-02-11T20:24:55.299906] [INFO ] [sig       ] IRMD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:55.440617] [INFO ] [LOCAL     ] Saved forecast: IRMD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IRMD.txt
[2026-02-11T20:24:55.440769] [INFO ] [sig       ] [1647/3412] Completed IRMD in 0.3s | 2.79 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-11T20:24:55.440810] [INFO ] [sig       ] [1648/3412] Forecasting IRON...
[2026-02-11T20:24:55.440840] [INFO ] [sig       ] Generating forecast for: IRON
[2026-02-11T20:24:55.440870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2026-02-11T20:24:55.453493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2026-02-11T20:24:55.453890] [INFO ] [FORECASTER] Starting predict_future for IRON
[2026-02-11T20:24:55.454720] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2026-02-11T20:24:55.454772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:55.454803] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:55.454829] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:55.454886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:55.516733] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:55.517727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:55.517851] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:55.517886] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:55.648367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:55.648544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:55.648610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:55.648643] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:55.652381] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=47.85%)
[2026-02-11T20:24:55.652701] [INFO ] [FORECASTER] Completed predict_future for IRON
[2026-02-11T20:24:55.652840] [INFO ] [sig       ] IRON: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:55.801772] [INFO ] [LOCAL     ] Saved forecast: IRON	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IRON.txt
[2026-02-11T20:24:55.801926] [INFO ] [sig       ] [1648/3412] Completed IRON in 0.4s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:24:55.801968] [INFO ] [sig       ] [1649/3412] Forecasting IRTC...
[2026-02-11T20:24:55.802000] [INFO ] [sig       ] Generating forecast for: IRTC
[2026-02-11T20:24:55.802030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2026-02-11T20:24:55.814697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2026-02-11T20:24:55.815036] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2026-02-11T20:24:55.816057] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2026-02-11T20:24:55.816115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:55.816153] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:55.816185] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:55.816261] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:55.875511] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:55.876371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:55.876460] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:55.876494] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:56.005632] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:56.005802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:56.005849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:56.005882] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:56.009880] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2026-02-11T20:24:56.010214] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2026-02-11T20:24:56.010552] [INFO ] [sig       ] IRTC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:56.159011] [INFO ] [LOCAL     ] Saved forecast: IRTC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IRTC.txt
[2026-02-11T20:24:56.159220] [INFO ] [sig       ] [1649/3412] Completed IRTC in 0.4s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:24:56.159300] [INFO ] [sig       ] [1650/3412] Forecasting IRWD...
[2026-02-11T20:24:56.159349] [INFO ] [sig       ] Generating forecast for: IRWD
[2026-02-11T20:24:56.159389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2026-02-11T20:24:56.179940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2026-02-11T20:24:56.180299] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2026-02-11T20:24:56.181167] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2026-02-11T20:24:56.181221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:56.181253] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:56.181280] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:56.181341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:56.244778] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:56.245628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:56.245717] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:56.245751] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:56.372486] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:56.372679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:56.372724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:56.372755] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:56.376536] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: UP (p=87.63%)
[2026-02-11T20:24:56.376930] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2026-02-11T20:24:56.377114] [INFO ] [sig       ] IRWD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:56.520014] [INFO ] [LOCAL     ] Saved forecast: IRWD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IRWD.txt
[2026-02-11T20:24:56.520161] [INFO ] [sig       ] [1650/3412] Completed IRWD in 0.4s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:24:56.520202] [INFO ] [sig       ] [1651/3412] Forecasting ISD...
[2026-02-11T20:24:56.520231] [INFO ] [sig       ] Generating forecast for: ISD
[2026-02-11T20:24:56.520262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2026-02-11T20:24:56.532234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2026-02-11T20:24:56.532601] [INFO ] [FORECASTER] Starting predict_future for ISD
[2026-02-11T20:24:56.533463] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2026-02-11T20:24:56.533517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:56.533550] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:56.533595] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:56.533655] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:56.593649] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:56.594408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:56.594496] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:56.594529] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:56.719794] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:56.720029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:56.720097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:56.720147] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:56.725173] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=51.58%)
[2026-02-11T20:24:56.725536] [INFO ] [FORECASTER] Completed predict_future for ISD
[2026-02-11T20:24:56.725732] [INFO ] [sig       ] ISD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:56.885415] [INFO ] [LOCAL     ] Saved forecast: ISD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ISD.txt
[2026-02-11T20:24:56.885631] [INFO ] [sig       ] [1651/3412] Completed ISD in 0.4s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:24:56.885677] [INFO ] [sig       ] [1652/3412] Forecasting ISRG...
[2026-02-11T20:24:56.885710] [INFO ] [sig       ] Generating forecast for: ISRG
[2026-02-11T20:24:56.885741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2026-02-11T20:24:56.897789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2026-02-11T20:24:56.898205] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2026-02-11T20:24:56.899077] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2026-02-11T20:24:56.899133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:56.899170] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:56.899199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:56.899266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:56.960647] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:56.961570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:56.961684] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:56.961718] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:57.082606] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:57.082767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:57.082808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:57.082836] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:57.086370] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2026-02-11T20:24:57.086667] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2026-02-11T20:24:57.086796] [INFO ] [sig       ] ISRG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:57.229758] [INFO ] [LOCAL     ] Saved forecast: ISRG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ISRG.txt
[2026-02-11T20:24:57.229928] [INFO ] [sig       ] [1652/3412] Completed ISRG in 0.3s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:24:57.229969] [INFO ] [sig       ] [1653/3412] Forecasting ISSC...
[2026-02-11T20:24:57.230000] [INFO ] [sig       ] Generating forecast for: ISSC
[2026-02-11T20:24:57.230030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2026-02-11T20:24:57.242207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2026-02-11T20:24:57.242501] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2026-02-11T20:24:57.243322] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2026-02-11T20:24:57.243374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:57.243406] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:57.243434] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:57.243491] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:57.302207] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:57.302970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:57.303072] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:57.303107] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:57.425430] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:57.425608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:57.425651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:57.425681] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:57.429124] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=30.23%)
[2026-02-11T20:24:57.429401] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2026-02-11T20:24:57.429527] [INFO ] [sig       ] ISSC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:57.570532] [INFO ] [LOCAL     ] Saved forecast: ISSC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ISSC.txt
[2026-02-11T20:24:57.570675] [INFO ] [sig       ] [1653/3412] Completed ISSC in 0.3s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:24:57.570715] [INFO ] [sig       ] [1654/3412] Forecasting ISTB...
[2026-02-11T20:24:57.570744] [INFO ] [sig       ] Generating forecast for: ISTB
[2026-02-11T20:24:57.570774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2026-02-11T20:24:57.582116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2026-02-11T20:24:57.582430] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2026-02-11T20:24:57.583265] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2026-02-11T20:24:57.583325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:57.583357] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:57.583385] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:57.583447] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:57.643380] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:57.644118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:57.644204] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:57.644240] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:57.762481] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:57.762649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:57.762691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:57.762721] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:57.766103] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2026-02-11T20:24:57.766381] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2026-02-11T20:24:57.766511] [INFO ] [sig       ] ISTB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:57.908370] [INFO ] [LOCAL     ] Saved forecast: ISTB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ISTB.txt
[2026-02-11T20:24:57.908493] [INFO ] [sig       ] [1654/3412] Completed ISTB in 0.3s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:24:57.908531] [INFO ] [sig       ] [1655/3412] Forecasting ITIC...
[2026-02-11T20:24:57.908560] [INFO ] [sig       ] Generating forecast for: ITIC
[2026-02-11T20:24:57.908610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2026-02-11T20:24:57.920647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2026-02-11T20:24:57.920928] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2026-02-11T20:24:57.921748] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2026-02-11T20:24:57.921800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:57.921866] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:57.921896] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:57.921953] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:57.980258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:57.980990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:57.981071] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:57.981104] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:58.092318] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:58.092480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:58.092526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:58.092555] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:58.096083] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=76.99%)
[2026-02-11T20:24:58.096361] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2026-02-11T20:24:58.096492] [INFO ] [sig       ] ITIC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:58.238242] [INFO ] [LOCAL     ] Saved forecast: ITIC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ITIC.txt
[2026-02-11T20:24:58.238411] [INFO ] [sig       ] [1655/3412] Completed ITIC in 0.3s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:24:58.238453] [INFO ] [sig       ] [1656/3412] Forecasting ITRI...
[2026-02-11T20:24:58.238484] [INFO ] [sig       ] Generating forecast for: ITRI
[2026-02-11T20:24:58.238514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2026-02-11T20:24:58.249999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2026-02-11T20:24:58.250292] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2026-02-11T20:24:58.251095] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2026-02-11T20:24:58.251147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:58.251179] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:58.251205] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:58.251262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:58.309464] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:58.310185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:58.310266] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:58.310299] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:58.436251] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:58.436409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:58.436450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:58.436479] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:58.440003] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=82.71%)
[2026-02-11T20:24:58.440283] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2026-02-11T20:24:58.440412] [INFO ] [sig       ] ITRI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:58.581423] [INFO ] [LOCAL     ] Saved forecast: ITRI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ITRI.txt
[2026-02-11T20:24:58.581548] [INFO ] [sig       ] [1656/3412] Completed ITRI in 0.3s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:24:58.581605] [INFO ] [sig       ] [1657/3412] Forecasting ITRN...
[2026-02-11T20:24:58.581637] [INFO ] [sig       ] Generating forecast for: ITRN
[2026-02-11T20:24:58.581669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2026-02-11T20:24:58.592704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2026-02-11T20:24:58.592982] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2026-02-11T20:24:58.593815] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2026-02-11T20:24:58.593868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:58.593901] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:58.593927] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:58.593985] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:58.651566] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:58.652247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:58.652326] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:58.652359] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:58.783990] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:58.784174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:58.784245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:58.784287] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:58.788699] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=17.86%)
[2026-02-11T20:24:58.789040] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2026-02-11T20:24:58.789193] [INFO ] [sig       ] ITRN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:58.932238] [INFO ] [LOCAL     ] Saved forecast: ITRN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ITRN.txt
[2026-02-11T20:24:58.932382] [INFO ] [sig       ] [1657/3412] Completed ITRN in 0.4s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:24:58.932426] [INFO ] [sig       ] [1658/3412] Forecasting ITUB...
[2026-02-11T20:24:58.932457] [INFO ] [sig       ] Generating forecast for: ITUB
[2026-02-11T20:24:58.932498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2026-02-11T20:24:58.944749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2026-02-11T20:24:58.945093] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2026-02-11T20:24:58.946019] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2026-02-11T20:24:58.946073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:58.946107] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:58.946135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:58.946192] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:59.005461] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:59.006496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:59.006611] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:59.006650] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:59.132001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:59.132167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:59.132211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:59.132282] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:59.135828] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2026-02-11T20:24:59.136112] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2026-02-11T20:24:59.136246] [INFO ] [sig       ] ITUB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:59.276819] [INFO ] [LOCAL     ] Saved forecast: ITUB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ITUB.txt
[2026-02-11T20:24:59.276952] [INFO ] [sig       ] [1658/3412] Completed ITUB in 0.3s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:24:59.276996] [INFO ] [sig       ] [1659/3412] Forecasting IUS...
[2026-02-11T20:24:59.277027] [INFO ] [sig       ] Generating forecast for: IUS
[2026-02-11T20:24:59.277058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2026-02-11T20:24:59.288563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2026-02-11T20:24:59.288902] [INFO ] [FORECASTER] Starting predict_future for IUS
[2026-02-11T20:24:59.289722] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2026-02-11T20:24:59.289774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:59.289806] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:59.289833] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:59.289892] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:59.347713] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:59.348444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:59.348526] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:59.348560] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:59.468213] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:59.468385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:59.468427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:59.468456] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:59.471986] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=16.00%)
[2026-02-11T20:24:59.472282] [INFO ] [FORECASTER] Completed predict_future for IUS
[2026-02-11T20:24:59.472428] [INFO ] [sig       ] IUS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:24:59.613656] [INFO ] [LOCAL     ] Saved forecast: IUS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IUS.txt
[2026-02-11T20:24:59.613800] [INFO ] [sig       ] [1659/3412] Completed IUS in 0.3s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:24:59.613846] [INFO ] [sig       ] [1660/3412] Forecasting IUSB...
[2026-02-11T20:24:59.613878] [INFO ] [sig       ] Generating forecast for: IUSB
[2026-02-11T20:24:59.613908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2026-02-11T20:24:59.626193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2026-02-11T20:24:59.626494] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2026-02-11T20:24:59.627300] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2026-02-11T20:24:59.627352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:59.627384] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:59.627410] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:59.627492] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:24:59.685201] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:24:59.685912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:24:59.685994] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:24:59.686028] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:24:59.804192] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:24:59.804347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:24:59.804387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:24:59.804416] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:24:59.807923] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=67.09%)
[2026-02-11T20:24:59.808203] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2026-02-11T20:24:59.808351] [INFO ] [sig       ] IUSB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:24:59.949566] [INFO ] [LOCAL     ] Saved forecast: IUSB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IUSB.txt
[2026-02-11T20:24:59.949715] [INFO ] [sig       ] [1660/3412] Completed IUSB in 0.3s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:24:59.949754] [INFO ] [sig       ] [1661/3412] Forecasting IUSG...
[2026-02-11T20:24:59.949784] [INFO ] [sig       ] Generating forecast for: IUSG
[2026-02-11T20:24:59.949816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2026-02-11T20:24:59.961170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2026-02-11T20:24:59.961476] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2026-02-11T20:24:59.962299] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2026-02-11T20:24:59.962362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:24:59.962400] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:24:59.962427] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:24:59.962484] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:00.021019] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:00.021902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:00.021985] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:00.022019] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:00.144180] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:00.144354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:00.144404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:00.144432] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:00.147949] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=67.24%)
[2026-02-11T20:25:00.148232] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2026-02-11T20:25:00.148365] [INFO ] [sig       ] IUSG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:00.290209] [INFO ] [LOCAL     ] Saved forecast: IUSG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IUSG.txt
[2026-02-11T20:25:00.290356] [INFO ] [sig       ] [1661/3412] Completed IUSG in 0.3s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:25:00.290397] [INFO ] [sig       ] [1662/3412] Forecasting IVAL...
[2026-02-11T20:25:00.290426] [INFO ] [sig       ] Generating forecast for: IVAL
[2026-02-11T20:25:00.290456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2026-02-11T20:25:00.301666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2026-02-11T20:25:00.302062] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2026-02-11T20:25:00.302890] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2026-02-11T20:25:00.302943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:00.302975] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:00.303002] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:00.303060] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:00.371909] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:00.372981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:00.373084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:00.373128] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:00.504134] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:00.504300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:00.504358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:00.504389] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:00.507963] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2026-02-11T20:25:00.508285] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2026-02-11T20:25:00.508441] [INFO ] [sig       ] IVAL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:00.651748] [INFO ] [LOCAL     ] Saved forecast: IVAL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IVAL.txt
[2026-02-11T20:25:00.651910] [INFO ] [sig       ] [1662/3412] Completed IVAL in 0.4s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:25:00.651950] [INFO ] [sig       ] [1663/3412] Forecasting IVZ...
[2026-02-11T20:25:00.651980] [INFO ] [sig       ] Generating forecast for: IVZ
[2026-02-11T20:25:00.652010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2026-02-11T20:25:00.663995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2026-02-11T20:25:00.664345] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2026-02-11T20:25:00.665185] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2026-02-11T20:25:00.665249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:00.665288] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:00.665321] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:00.665390] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:00.725967] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:00.726855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:00.726941] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:00.726974] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:00.860503] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:00.860688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:00.860731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:00.860762] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:00.864380] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=18.61%)
[2026-02-11T20:25:00.864699] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2026-02-11T20:25:00.864839] [INFO ] [sig       ] IVZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:01.008358] [INFO ] [LOCAL     ] Saved forecast: IVZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IVZ.txt
[2026-02-11T20:25:01.008535] [INFO ] [sig       ] [1663/3412] Completed IVZ in 0.4s | 2.79 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-11T20:25:01.008613] [INFO ] [sig       ] [1664/3412] Forecasting IX...
[2026-02-11T20:25:01.008667] [INFO ] [sig       ] Generating forecast for: IX
[2026-02-11T20:25:01.008717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2026-02-11T20:25:01.021129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2026-02-11T20:25:01.021515] [INFO ] [FORECASTER] Starting predict_future for IX
[2026-02-11T20:25:01.022607] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2026-02-11T20:25:01.022673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:01.022721] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:01.022767] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:01.022851] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:01.084942] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:01.085862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:01.085971] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:01.086008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:01.212847] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:01.212986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:01.213030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:01.213061] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:01.216766] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2026-02-11T20:25:01.217081] [INFO ] [FORECASTER] Completed predict_future for IX
[2026-02-11T20:25:01.217228] [INFO ] [sig       ] IX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:01.362888] [INFO ] [LOCAL     ] Saved forecast: IX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/IX.txt
[2026-02-11T20:25:01.363024] [INFO ] [sig       ] [1664/3412] Completed IX in 0.4s | 2.79 sym/s | Total: 9.9m | ETA: 10.4m
[2026-02-11T20:25:01.363063] [INFO ] [sig       ] [1665/3412] Forecasting IXUS...
[2026-02-11T20:25:01.363094] [INFO ] [sig       ] Generating forecast for: IXUS
[2026-02-11T20:25:01.363123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2026-02-11T20:25:01.374869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2026-02-11T20:25:01.375235] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2026-02-11T20:25:01.376089] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2026-02-11T20:25:01.376144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:01.376178] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:01.376207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:01.376266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:01.436136] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:01.437098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:01.437224] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:01.437258] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:01.563244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:01.563414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:01.563458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:01.563488] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:01.567125] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: UP (p=83.44%)
[2026-02-11T20:25:01.567433] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2026-02-11T20:25:01.567648] [INFO ] [sig       ] IXUS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:01.718508] [INFO ] [LOCAL     ] Saved forecast: IXUS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IXUS.txt
[2026-02-11T20:25:01.719503] [INFO ] [sig       ] [1665/3412] Completed IXUS in 0.4s | 2.79 sym/s | Total: 9.9m | ETA: 10.4m
[2026-02-11T20:25:01.719555] [INFO ] [sig       ] [1666/3412] Forecasting IZEA...
[2026-02-11T20:25:01.719608] [INFO ] [sig       ] Generating forecast for: IZEA
[2026-02-11T20:25:01.719640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2026-02-11T20:25:01.731821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2026-02-11T20:25:01.732212] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2026-02-11T20:25:01.733074] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2026-02-11T20:25:01.733127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:01.733170] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:01.733199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:01.733256] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:01.798102] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:01.799385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:01.799690] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:01.799727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:01.925132] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:01.925350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:01.925418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:01.925463] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:01.929736] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2026-02-11T20:25:01.930041] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2026-02-11T20:25:01.930183] [INFO ] [sig       ] IZEA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:02.089563] [INFO ] [LOCAL     ] Saved forecast: IZEA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/IZEA.txt
[2026-02-11T20:25:02.089778] [INFO ] [sig       ] [1666/3412] Completed IZEA in 0.4s | 2.79 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-11T20:25:02.089822] [INFO ] [sig       ] [1667/3412] Forecasting J...
[2026-02-11T20:25:02.089854] [INFO ] [sig       ] Generating forecast for: J
[2026-02-11T20:25:02.089896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2026-02-11T20:25:02.184692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2026-02-11T20:25:02.185087] [INFO ] [FORECASTER] Starting predict_future for J
[2026-02-11T20:25:02.185985] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2026-02-11T20:25:02.186040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:02.186073] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:02.186100] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:02.186158] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:02.250769] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:02.251936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:02.252061] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:02.252100] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:02.376342] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:02.376511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:02.376554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:02.376637] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:02.380549] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=63.93%)
[2026-02-11T20:25:02.380882] [INFO ] [FORECASTER] Completed predict_future for J
[2026-02-11T20:25:02.381026] [INFO ] [sig       ] J: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:02.529799] [INFO ] [LOCAL     ] Saved forecast: J	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/J.txt
[2026-02-11T20:25:02.529957] [INFO ] [sig       ] [1667/3412] Completed J in 0.4s | 2.79 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-11T20:25:02.529997] [INFO ] [sig       ] [1668/3412] Forecasting JACK...
[2026-02-11T20:25:02.530028] [INFO ] [sig       ] Generating forecast for: JACK
[2026-02-11T20:25:02.530057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2026-02-11T20:25:02.542066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2026-02-11T20:25:02.542439] [INFO ] [FORECASTER] Starting predict_future for JACK
[2026-02-11T20:25:02.543315] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2026-02-11T20:25:02.543369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:02.543402] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:02.543429] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:02.543487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:02.602773] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:02.603679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:02.603769] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:02.603804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:02.738418] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:02.738604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:02.738650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:02.738681] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:02.742663] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2026-02-11T20:25:02.742978] [INFO ] [FORECASTER] Completed predict_future for JACK
[2026-02-11T20:25:02.743125] [INFO ] [sig       ] JACK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:02.894502] [INFO ] [LOCAL     ] Saved forecast: JACK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JACK.txt
[2026-02-11T20:25:02.894725] [INFO ] [sig       ] [1668/3412] Completed JACK in 0.4s | 2.79 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-11T20:25:02.894777] [INFO ] [sig       ] [1669/3412] Forecasting JAKK...
[2026-02-11T20:25:02.894810] [INFO ] [sig       ] Generating forecast for: JAKK
[2026-02-11T20:25:02.894843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2026-02-11T20:25:02.908758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2026-02-11T20:25:02.909163] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2026-02-11T20:25:02.910078] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2026-02-11T20:25:02.910135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:02.910168] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:02.910195] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:02.910253] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:02.980090] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:02.981022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:02.981112] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:02.981146] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:03.126731] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:03.126896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:03.126939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:03.126970] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:03.130922] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2026-02-11T20:25:03.131328] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2026-02-11T20:25:03.131503] [INFO ] [sig       ] JAKK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:03.286211] [INFO ] [LOCAL     ] Saved forecast: JAKK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JAKK.txt
[2026-02-11T20:25:03.286401] [INFO ] [sig       ] [1669/3412] Completed JAKK in 0.4s | 2.79 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-11T20:25:03.286446] [INFO ] [sig       ] [1670/3412] Forecasting JANX...
[2026-02-11T20:25:03.286475] [INFO ] [sig       ] Generating forecast for: JANX
[2026-02-11T20:25:03.286513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2026-02-11T20:25:03.299119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2026-02-11T20:25:03.299640] [INFO ] [FORECASTER] Starting predict_future for JANX
[2026-02-11T20:25:03.300778] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2026-02-11T20:25:03.300845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:03.300880] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:03.300909] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:03.300969] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:03.362444] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:03.363409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:03.363508] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:03.363544] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:03.495748] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:03.495924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:03.495969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:03.496009] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:03.500107] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: UP (p=84.31%)
[2026-02-11T20:25:03.500522] [INFO ] [FORECASTER] Completed predict_future for JANX
[2026-02-11T20:25:03.500703] [INFO ] [sig       ] JANX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:03.652266] [INFO ] [LOCAL     ] Saved forecast: JANX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JANX.txt
[2026-02-11T20:25:03.652412] [INFO ] [sig       ] [1670/3412] Completed JANX in 0.4s | 2.79 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-11T20:25:03.652453] [INFO ] [sig       ] [1671/3412] Forecasting JAZZ...
[2026-02-11T20:25:03.652483] [INFO ] [sig       ] Generating forecast for: JAZZ
[2026-02-11T20:25:03.652514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2026-02-11T20:25:03.665042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2026-02-11T20:25:03.665401] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2026-02-11T20:25:03.666349] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2026-02-11T20:25:03.666409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:03.666444] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:03.666474] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:03.666533] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:03.728308] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:03.729165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:03.729252] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:03.729288] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:03.855950] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:03.856112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:03.856158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:03.856189] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:03.860100] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2026-02-11T20:25:03.860400] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2026-02-11T20:25:03.860538] [INFO ] [sig       ] JAZZ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:04.007290] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JAZZ.txt
[2026-02-11T20:25:04.007444] [INFO ] [sig       ] [1671/3412] Completed JAZZ in 0.4s | 2.79 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-11T20:25:04.007532] [INFO ] [sig       ] [1672/3412] Forecasting JBGS...
[2026-02-11T20:25:04.007567] [INFO ] [sig       ] Generating forecast for: JBGS
[2026-02-11T20:25:04.007618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2026-02-11T20:25:04.019729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2026-02-11T20:25:04.020046] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2026-02-11T20:25:04.020958] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2026-02-11T20:25:04.021013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:04.021094] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:04.021124] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:04.021183] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:04.083507] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:04.084406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:04.084496] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:04.084531] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:04.217936] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:04.218102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:04.218151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:04.218183] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:04.221946] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=34.82%)
[2026-02-11T20:25:04.222242] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2026-02-11T20:25:04.222385] [INFO ] [sig       ] JBGS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:04.369941] [INFO ] [LOCAL     ] Saved forecast: JBGS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JBGS.txt
[2026-02-11T20:25:04.370092] [INFO ] [sig       ] [1672/3412] Completed JBGS in 0.4s | 2.79 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-11T20:25:04.370133] [INFO ] [sig       ] [1673/3412] Forecasting JBI...
[2026-02-11T20:25:04.370164] [INFO ] [sig       ] Generating forecast for: JBI
[2026-02-11T20:25:04.370195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2026-02-11T20:25:04.383918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2026-02-11T20:25:04.384328] [INFO ] [FORECASTER] Starting predict_future for JBI
[2026-02-11T20:25:04.385251] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2026-02-11T20:25:04.385315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:04.385356] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:04.385389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:04.385459] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:04.445918] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:04.446889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:04.446985] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:04.447018] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:04.568914] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:04.569081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:04.569129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:04.569177] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:04.573462] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2026-02-11T20:25:04.573773] [INFO ] [FORECASTER] Completed predict_future for JBI
[2026-02-11T20:25:04.573909] [INFO ] [sig       ] JBI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:04.715628] [INFO ] [LOCAL     ] Saved forecast: JBI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JBI.txt
[2026-02-11T20:25:04.715775] [INFO ] [sig       ] [1673/3412] Completed JBI in 0.3s | 2.79 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-11T20:25:04.715814] [INFO ] [sig       ] [1674/3412] Forecasting JBL...
[2026-02-11T20:25:04.715845] [INFO ] [sig       ] Generating forecast for: JBL
[2026-02-11T20:25:04.715876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2026-02-11T20:25:04.757114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2026-02-11T20:25:04.757466] [INFO ] [FORECASTER] Starting predict_future for JBL
[2026-02-11T20:25:04.758335] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2026-02-11T20:25:04.758389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:04.758423] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:04.758450] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:04.758508] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:04.817365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:04.818236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:04.818329] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:04.818368] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:04.940339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:04.940523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:04.940565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:04.940616] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:04.944313] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2026-02-11T20:25:04.944636] [INFO ] [FORECASTER] Completed predict_future for JBL
[2026-02-11T20:25:04.944774] [INFO ] [sig       ] JBL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:05.096665] [INFO ] [LOCAL     ] Saved forecast: JBL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JBL.txt
[2026-02-11T20:25:05.096813] [INFO ] [sig       ] [1674/3412] Completed JBL in 0.4s | 2.79 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-11T20:25:05.096855] [INFO ] [sig       ] [1675/3412] Forecasting JBND...
[2026-02-11T20:25:05.096886] [INFO ] [sig       ] Generating forecast for: JBND
[2026-02-11T20:25:05.096919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2026-02-11T20:25:05.109158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2026-02-11T20:25:05.109512] [INFO ] [FORECASTER] Starting predict_future for JBND
[2026-02-11T20:25:05.110356] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2026-02-11T20:25:05.110414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:05.110460] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:05.110505] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:05.110599] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:05.174505] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:05.175378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:05.175484] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:05.175520] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:05.304238] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:05.304407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:05.304460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:05.304530] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:05.308352] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2026-02-11T20:25:05.308713] [INFO ] [FORECASTER] Completed predict_future for JBND
[2026-02-11T20:25:05.308852] [INFO ] [sig       ] JBND: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:05.451883] [INFO ] [LOCAL     ] Saved forecast: JBND	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JBND.txt
[2026-02-11T20:25:05.452043] [INFO ] [sig       ] [1675/3412] Completed JBND in 0.4s | 2.79 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-11T20:25:05.452083] [INFO ] [sig       ] [1676/3412] Forecasting JBSS...
[2026-02-11T20:25:05.452112] [INFO ] [sig       ] Generating forecast for: JBSS
[2026-02-11T20:25:05.452144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2026-02-11T20:25:05.464563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2026-02-11T20:25:05.466402] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2026-02-11T20:25:05.467252] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2026-02-11T20:25:05.467306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:05.467339] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:05.467367] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:05.467429] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:05.534438] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:05.535351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:05.535438] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:05.535472] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:05.653315] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:05.653480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:05.653523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:05.653552] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:05.657101] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2026-02-11T20:25:05.657391] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2026-02-11T20:25:05.657554] [INFO ] [sig       ] JBSS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:05.799050] [INFO ] [LOCAL     ] Saved forecast: JBSS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JBSS.txt
[2026-02-11T20:25:05.799200] [INFO ] [sig       ] [1676/3412] Completed JBSS in 0.3s | 2.79 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-11T20:25:05.799242] [INFO ] [sig       ] [1677/3412] Forecasting JCE...
[2026-02-11T20:25:05.799274] [INFO ] [sig       ] Generating forecast for: JCE
[2026-02-11T20:25:05.799310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2026-02-11T20:25:05.811390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2026-02-11T20:25:05.811788] [INFO ] [FORECASTER] Starting predict_future for JCE
[2026-02-11T20:25:05.812645] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2026-02-11T20:25:05.812698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:05.812731] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:05.812758] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:05.812829] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:05.873447] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:05.874327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:05.874413] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:05.874445] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:05.993197] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:05.993354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:05.993396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:05.993426] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:05.996934] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: UP (p=84.75%)
[2026-02-11T20:25:05.997219] [INFO ] [FORECASTER] Completed predict_future for JCE
[2026-02-11T20:25:05.997371] [INFO ] [sig       ] JCE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:06.148407] [INFO ] [LOCAL     ] Saved forecast: JCE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JCE.txt
[2026-02-11T20:25:06.148624] [INFO ] [sig       ] [1677/3412] Completed JCE in 0.3s | 2.79 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-11T20:25:06.148680] [INFO ] [sig       ] [1678/3412] Forecasting JCI...
[2026-02-11T20:25:06.148713] [INFO ] [sig       ] Generating forecast for: JCI
[2026-02-11T20:25:06.148771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2026-02-11T20:25:06.162123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2026-02-11T20:25:06.162529] [INFO ] [FORECASTER] Starting predict_future for JCI
[2026-02-11T20:25:06.163501] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2026-02-11T20:25:06.163557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:06.163632] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:06.163686] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:06.163783] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:06.227024] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:06.228211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:06.228321] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:06.228372] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:06.361363] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:06.361524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:06.361568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:06.361647] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:06.365208] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=49.48%)
[2026-02-11T20:25:06.365499] [INFO ] [FORECASTER] Completed predict_future for JCI
[2026-02-11T20:25:06.365655] [INFO ] [sig       ] JCI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:06.508738] [INFO ] [LOCAL     ] Saved forecast: JCI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JCI.txt
[2026-02-11T20:25:06.508876] [INFO ] [sig       ] [1678/3412] Completed JCI in 0.4s | 2.79 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-11T20:25:06.508915] [INFO ] [sig       ] [1679/3412] Forecasting JD...
[2026-02-11T20:25:06.508945] [INFO ] [sig       ] Generating forecast for: JD
[2026-02-11T20:25:06.508975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2026-02-11T20:25:06.520238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2026-02-11T20:25:06.520593] [INFO ] [FORECASTER] Starting predict_future for JD
[2026-02-11T20:25:06.521395] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2026-02-11T20:25:06.521463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:06.521496] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:06.521523] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:06.521599] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:06.579105] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:06.579961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:06.580045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:06.580077] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:06.703409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:06.703594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:06.703640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:06.703670] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:06.707288] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: DOWN (p=31.32%)
[2026-02-11T20:25:06.707640] [INFO ] [FORECASTER] Completed predict_future for JD
[2026-02-11T20:25:06.707781] [INFO ] [sig       ] JD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:06.852777] [INFO ] [LOCAL     ] Saved forecast: JD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JD.txt
[2026-02-11T20:25:06.852913] [INFO ] [sig       ] [1679/3412] Completed JD in 0.3s | 2.79 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-11T20:25:06.852954] [INFO ] [sig       ] [1680/3412] Forecasting JEF...
[2026-02-11T20:25:06.852986] [INFO ] [sig       ] Generating forecast for: JEF
[2026-02-11T20:25:06.853017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2026-02-11T20:25:06.865156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2026-02-11T20:25:06.865442] [INFO ] [FORECASTER] Starting predict_future for JEF
[2026-02-11T20:25:06.866280] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2026-02-11T20:25:06.866334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:06.866366] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:06.866396] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:06.866454] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:06.927386] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:06.928163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:06.928250] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:06.928285] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:07.055115] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:07.055276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:07.055317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:07.055348] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:07.059023] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=29.51%)
[2026-02-11T20:25:07.059335] [INFO ] [FORECASTER] Completed predict_future for JEF
[2026-02-11T20:25:07.059474] [INFO ] [sig       ] JEF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:07.204430] [INFO ] [LOCAL     ] Saved forecast: JEF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JEF.txt
[2026-02-11T20:25:07.204612] [INFO ] [sig       ] [1680/3412] Completed JEF in 0.4s | 2.79 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-11T20:25:07.204655] [INFO ] [sig       ] [1681/3412] Forecasting JELD...
[2026-02-11T20:25:07.204687] [INFO ] [sig       ] Generating forecast for: JELD
[2026-02-11T20:25:07.204718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2026-02-11T20:25:07.216245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2026-02-11T20:25:07.216656] [INFO ] [FORECASTER] Starting predict_future for JELD
[2026-02-11T20:25:07.217504] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2026-02-11T20:25:07.217558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:07.217614] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:07.217641] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:07.217698] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:07.279898] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:07.280863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:07.280974] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:07.281011] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:07.403392] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:07.403587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:07.403633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:07.403664] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:07.407183] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=45.88%)
[2026-02-11T20:25:07.407491] [INFO ] [FORECASTER] Completed predict_future for JELD
[2026-02-11T20:25:07.407647] [INFO ] [sig       ] JELD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:07.548950] [INFO ] [LOCAL     ] Saved forecast: JELD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JELD.txt
[2026-02-11T20:25:07.549110] [INFO ] [sig       ] [1681/3412] Completed JELD in 0.3s | 2.79 sym/s | Total: 10.0m | ETA: 10.3m
[2026-02-11T20:25:07.549151] [INFO ] [sig       ] [1682/3412] Forecasting JEPQ...
[2026-02-11T20:25:07.549182] [INFO ] [sig       ] Generating forecast for: JEPQ
[2026-02-11T20:25:07.549215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2026-02-11T20:25:07.560885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2026-02-11T20:25:07.561189] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2026-02-11T20:25:07.562086] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2026-02-11T20:25:07.562142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:07.562175] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:07.562204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:07.562262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:07.619652] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:07.620345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:07.620457] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:07.620491] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:07.742348] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:07.742496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:07.742536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:07.742567] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:07.745995] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=51.78%)
[2026-02-11T20:25:07.746271] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2026-02-11T20:25:07.746407] [INFO ] [sig       ] JEPQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:07.885774] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JEPQ.txt
[2026-02-11T20:25:07.885939] [INFO ] [sig       ] [1682/3412] Completed JEPQ in 0.3s | 2.79 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-11T20:25:07.885980] [INFO ] [sig       ] [1683/3412] Forecasting JFIN...
[2026-02-11T20:25:07.886011] [INFO ] [sig       ] Generating forecast for: JFIN
[2026-02-11T20:25:07.886041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2026-02-11T20:25:07.897734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2026-02-11T20:25:07.898136] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2026-02-11T20:25:07.899021] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2026-02-11T20:25:07.899074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:07.899106] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:07.899133] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:07.899189] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:07.956773] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:07.957720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:07.957810] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:07.957844] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:08.088090] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:08.088263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:08.088308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:08.088341] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:08.092025] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=14.19%)
[2026-02-11T20:25:08.092316] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2026-02-11T20:25:08.092453] [INFO ] [sig       ] JFIN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:08.241928] [INFO ] [LOCAL     ] Saved forecast: JFIN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JFIN.txt
[2026-02-11T20:25:08.242077] [INFO ] [sig       ] [1683/3412] Completed JFIN in 0.4s | 2.79 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-11T20:25:08.242120] [INFO ] [sig       ] [1684/3412] Forecasting JGLO...
[2026-02-11T20:25:08.242160] [INFO ] [sig       ] Generating forecast for: JGLO
[2026-02-11T20:25:08.242206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2026-02-11T20:25:08.253912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2026-02-11T20:25:08.254213] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2026-02-11T20:25:08.255123] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2026-02-11T20:25:08.255187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:08.255222] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:08.255249] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:08.255307] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:08.316233] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:08.317104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:08.317188] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:08.317222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:08.447018] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:08.447197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:08.447247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:08.447277] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:08.450996] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=40.35%)
[2026-02-11T20:25:08.451296] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2026-02-11T20:25:08.451437] [INFO ] [sig       ] JGLO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:08.601352] [INFO ] [LOCAL     ] Saved forecast: JGLO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JGLO.txt
[2026-02-11T20:25:08.601484] [INFO ] [sig       ] [1684/3412] Completed JGLO in 0.4s | 2.79 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-11T20:25:08.601525] [INFO ] [sig       ] [1685/3412] Forecasting JHG...
[2026-02-11T20:25:08.601556] [INFO ] [sig       ] Generating forecast for: JHG
[2026-02-11T20:25:08.601609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2026-02-11T20:25:08.614024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2026-02-11T20:25:08.614342] [INFO ] [FORECASTER] Starting predict_future for JHG
[2026-02-11T20:25:08.615181] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2026-02-11T20:25:08.615235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:08.615269] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:08.615295] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:08.615354] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:08.675018] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:08.675705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:08.675787] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:08.675821] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:08.808496] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:08.808696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:08.808742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:08.808785] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:08.812417] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=80.29%)
[2026-02-11T20:25:08.812740] [INFO ] [FORECASTER] Completed predict_future for JHG
[2026-02-11T20:25:08.812908] [INFO ] [sig       ] JHG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:08.962404] [INFO ] [LOCAL     ] Saved forecast: JHG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JHG.txt
[2026-02-11T20:25:08.962586] [INFO ] [sig       ] [1685/3412] Completed JHG in 0.4s | 2.79 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-11T20:25:08.962631] [INFO ] [sig       ] [1686/3412] Forecasting JHI...
[2026-02-11T20:25:08.962663] [INFO ] [sig       ] Generating forecast for: JHI
[2026-02-11T20:25:08.962695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2026-02-11T20:25:08.974631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2026-02-11T20:25:08.974937] [INFO ] [FORECASTER] Starting predict_future for JHI
[2026-02-11T20:25:08.975860] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2026-02-11T20:25:08.975926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:08.975962] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:08.975990] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:08.976050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:09.036151] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:09.036853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:09.036936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:09.036970] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:09.154124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:09.154281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:09.154340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:09.154371] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:09.158026] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=67.86%)
[2026-02-11T20:25:09.158319] [INFO ] [FORECASTER] Completed predict_future for JHI
[2026-02-11T20:25:09.158478] [INFO ] [sig       ] JHI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:09.306319] [INFO ] [LOCAL     ] Saved forecast: JHI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JHI.txt
[2026-02-11T20:25:09.306458] [INFO ] [sig       ] [1686/3412] Completed JHI in 0.3s | 2.79 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-11T20:25:09.306502] [INFO ] [sig       ] [1687/3412] Forecasting JHX...
[2026-02-11T20:25:09.306533] [INFO ] [sig       ] Generating forecast for: JHX
[2026-02-11T20:25:09.306566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2026-02-11T20:25:09.318608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2026-02-11T20:25:09.318894] [INFO ] [FORECASTER] Starting predict_future for JHX
[2026-02-11T20:25:09.319750] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2026-02-11T20:25:09.319803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:09.319836] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:09.319864] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:09.319922] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:09.381070] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:09.381749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:09.381834] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:09.381867] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:09.505908] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:09.506074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:09.506130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:09.506177] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:09.509860] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=49.51%)
[2026-02-11T20:25:09.510144] [INFO ] [FORECASTER] Completed predict_future for JHX
[2026-02-11T20:25:09.510290] [INFO ] [sig       ] JHX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:09.660959] [INFO ] [LOCAL     ] Saved forecast: JHX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JHX.txt
[2026-02-11T20:25:09.661104] [INFO ] [sig       ] [1687/3412] Completed JHX in 0.4s | 2.79 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-11T20:25:09.661144] [INFO ] [sig       ] [1688/3412] Forecasting JILL...
[2026-02-11T20:25:09.661172] [INFO ] [sig       ] Generating forecast for: JILL
[2026-02-11T20:25:09.661203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2026-02-11T20:25:09.672768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2026-02-11T20:25:09.673085] [INFO ] [FORECASTER] Starting predict_future for JILL
[2026-02-11T20:25:09.673896] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2026-02-11T20:25:09.673948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:09.673980] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:09.674006] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:09.674064] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:09.730795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:09.731442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:09.731528] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:09.731560] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:09.845678] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:09.845835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:09.845875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:09.845903] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:09.849325] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=12.94%)
[2026-02-11T20:25:09.849617] [INFO ] [FORECASTER] Completed predict_future for JILL
[2026-02-11T20:25:09.849748] [INFO ] [sig       ] JILL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:09.991524] [INFO ] [LOCAL     ] Saved forecast: JILL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JILL.txt
[2026-02-11T20:25:09.991675] [INFO ] [sig       ] [1688/3412] Completed JILL in 0.3s | 2.79 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-11T20:25:09.991716] [INFO ] [sig       ] [1689/3412] Forecasting JIVE...
[2026-02-11T20:25:09.991744] [INFO ] [sig       ] Generating forecast for: JIVE
[2026-02-11T20:25:09.991773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2026-02-11T20:25:10.004889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2026-02-11T20:25:10.005359] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2026-02-11T20:25:10.006309] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2026-02-11T20:25:10.006361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:10.006438] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:10.006467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:10.006525] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:10.063526] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:10.064208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:10.064288] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:10.064320] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:10.180560] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:10.180735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:10.180776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:10.180804] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:10.184206] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=50.19%)
[2026-02-11T20:25:10.184480] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2026-02-11T20:25:10.184626] [INFO ] [sig       ] JIVE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:10.328079] [INFO ] [LOCAL     ] Saved forecast: JIVE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JIVE.txt
[2026-02-11T20:25:10.328212] [INFO ] [sig       ] [1689/3412] Completed JIVE in 0.3s | 2.79 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-11T20:25:10.328252] [INFO ] [sig       ] [1690/3412] Forecasting JJSF...
[2026-02-11T20:25:10.328280] [INFO ] [sig       ] Generating forecast for: JJSF
[2026-02-11T20:25:10.328309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2026-02-11T20:25:10.341199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2026-02-11T20:25:10.341494] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2026-02-11T20:25:10.342307] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2026-02-11T20:25:10.342360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:10.342402] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:10.342431] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:10.342487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:10.399474] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:10.400141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:10.400224] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:10.400255] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:10.519721] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:10.519884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:10.519929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:10.519958] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:10.523370] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2026-02-11T20:25:10.523663] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2026-02-11T20:25:10.523792] [INFO ] [sig       ] JJSF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:10.663357] [INFO ] [LOCAL     ] Saved forecast: JJSF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JJSF.txt
[2026-02-11T20:25:10.663465] [INFO ] [sig       ] [1690/3412] Completed JJSF in 0.3s | 2.79 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-11T20:25:10.663504] [INFO ] [sig       ] [1691/3412] Forecasting JKHY...
[2026-02-11T20:25:10.663532] [INFO ] [sig       ] Generating forecast for: JKHY
[2026-02-11T20:25:10.663562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2026-02-11T20:25:10.675862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2026-02-11T20:25:10.676137] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2026-02-11T20:25:10.676955] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2026-02-11T20:25:10.677007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:10.677039] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:10.677065] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:10.677120] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:10.734420] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:10.735031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:10.735115] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:10.735146] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:10.854650] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:10.854763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:10.854799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:10.854827] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:10.858075] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2026-02-11T20:25:10.858354] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2026-02-11T20:25:10.858493] [INFO ] [sig       ] JKHY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:10.997022] [INFO ] [LOCAL     ] Saved forecast: JKHY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JKHY.txt
[2026-02-11T20:25:10.997138] [INFO ] [sig       ] [1691/3412] Completed JKHY in 0.3s | 2.79 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-11T20:25:10.997176] [INFO ] [sig       ] [1692/3412] Forecasting JKS...
[2026-02-11T20:25:10.997204] [INFO ] [sig       ] Generating forecast for: JKS
[2026-02-11T20:25:10.997234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2026-02-11T20:25:11.009086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2026-02-11T20:25:11.009376] [INFO ] [FORECASTER] Starting predict_future for JKS
[2026-02-11T20:25:11.010181] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2026-02-11T20:25:11.010233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:11.010264] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:11.010291] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:11.010348] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:11.067588] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:11.068439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:11.068540] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:11.068605] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:11.194778] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:11.194951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:11.194994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:11.195052] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:11.198758] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=65.23%)
[2026-02-11T20:25:11.199031] [INFO ] [FORECASTER] Completed predict_future for JKS
[2026-02-11T20:25:11.199161] [INFO ] [sig       ] JKS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:11.339229] [INFO ] [LOCAL     ] Saved forecast: JKS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JKS.txt
[2026-02-11T20:25:11.339343] [INFO ] [sig       ] [1692/3412] Completed JKS in 0.3s | 2.79 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-11T20:25:11.339381] [INFO ] [sig       ] [1693/3412] Forecasting JLL...
[2026-02-11T20:25:11.339409] [INFO ] [sig       ] Generating forecast for: JLL
[2026-02-11T20:25:11.339438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2026-02-11T20:25:11.350689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2026-02-11T20:25:11.350951] [INFO ] [FORECASTER] Starting predict_future for JLL
[2026-02-11T20:25:11.351795] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2026-02-11T20:25:11.351847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:11.351879] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:11.351906] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:11.351962] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:11.410475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:11.411110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:11.411189] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:11.411221] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:11.540265] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:11.540425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:11.540470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:11.540502] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:11.544199] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2026-02-11T20:25:11.544521] [INFO ] [FORECASTER] Completed predict_future for JLL
[2026-02-11T20:25:11.544711] [INFO ] [sig       ] JLL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:11.695752] [INFO ] [LOCAL     ] Saved forecast: JLL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JLL.txt
[2026-02-11T20:25:11.695896] [INFO ] [sig       ] [1693/3412] Completed JLL in 0.4s | 2.79 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-11T20:25:11.695963] [INFO ] [sig       ] [1694/3412] Forecasting JLS...
[2026-02-11T20:25:11.696004] [INFO ] [sig       ] Generating forecast for: JLS
[2026-02-11T20:25:11.696037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2026-02-11T20:25:11.708878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2026-02-11T20:25:11.709184] [INFO ] [FORECASTER] Starting predict_future for JLS
[2026-02-11T20:25:11.710054] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2026-02-11T20:25:11.710108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:11.710141] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:11.710169] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:11.710229] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:11.773257] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:11.773959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:11.774044] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:11.774078] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:11.902073] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:11.902254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:11.902299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:11.902329] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:11.906519] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2026-02-11T20:25:11.906825] [INFO ] [FORECASTER] Completed predict_future for JLS
[2026-02-11T20:25:11.906970] [INFO ] [sig       ] JLS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:12.050110] [INFO ] [LOCAL     ] Saved forecast: JLS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JLS.txt
[2026-02-11T20:25:12.050247] [INFO ] [sig       ] [1694/3412] Completed JLS in 0.4s | 2.79 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-11T20:25:12.050286] [INFO ] [sig       ] [1695/3412] Forecasting JMIA...
[2026-02-11T20:25:12.050316] [INFO ] [sig       ] Generating forecast for: JMIA
[2026-02-11T20:25:12.050347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2026-02-11T20:25:12.062788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2026-02-11T20:25:12.063127] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2026-02-11T20:25:12.063948] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2026-02-11T20:25:12.064001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:12.064032] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:12.064059] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:12.064115] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:12.122242] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:12.123179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:12.123265] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:12.123297] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:12.245827] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:12.246001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:12.246043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:12.246071] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:12.249784] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=52.80%)
[2026-02-11T20:25:12.250141] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2026-02-11T20:25:12.250307] [INFO ] [sig       ] JMIA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:12.392398] [INFO ] [LOCAL     ] Saved forecast: JMIA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JMIA.txt
[2026-02-11T20:25:12.392543] [INFO ] [sig       ] [1695/3412] Completed JMIA in 0.3s | 2.79 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-11T20:25:12.392599] [INFO ] [sig       ] [1696/3412] Forecasting JMSB...
[2026-02-11T20:25:12.392632] [INFO ] [sig       ] Generating forecast for: JMSB
[2026-02-11T20:25:12.392661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2026-02-11T20:25:12.403914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2026-02-11T20:25:12.404283] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2026-02-11T20:25:12.405104] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2026-02-11T20:25:12.405156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:12.405189] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:12.405216] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:12.405273] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:12.463963] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:12.465066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:12.465157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:12.465190] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:12.572421] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:12.572601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:12.572644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:12.572674] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:12.576190] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=41.03%)
[2026-02-11T20:25:12.576498] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2026-02-11T20:25:12.576685] [INFO ] [sig       ] JMSB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:12.729111] [INFO ] [LOCAL     ] Saved forecast: JMSB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JMSB.txt
[2026-02-11T20:25:12.729271] [INFO ] [sig       ] [1696/3412] Completed JMSB in 0.3s | 2.79 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-11T20:25:12.729313] [INFO ] [sig       ] [1697/3412] Forecasting JNJ...
[2026-02-11T20:25:12.729345] [INFO ] [sig       ] Generating forecast for: JNJ
[2026-02-11T20:25:12.729376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2026-02-11T20:25:12.742055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2026-02-11T20:25:12.742426] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2026-02-11T20:25:12.743266] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2026-02-11T20:25:12.743319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:12.743351] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:12.743378] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:12.743435] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:12.804045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:12.805192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:12.805289] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:12.805323] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:12.931309] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:12.931470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:12.931519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:12.931596] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:12.935231] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2026-02-11T20:25:12.935521] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2026-02-11T20:25:12.935698] [INFO ] [sig       ] JNJ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:13.083564] [INFO ] [LOCAL     ] Saved forecast: JNJ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JNJ.txt
[2026-02-11T20:25:13.083794] [INFO ] [sig       ] [1697/3412] Completed JNJ in 0.4s | 2.79 sym/s | Total: 10.1m | ETA: 10.2m
[2026-02-11T20:25:13.083849] [INFO ] [sig       ] [1698/3412] Forecasting JOBY...
[2026-02-11T20:25:13.083888] [INFO ] [sig       ] Generating forecast for: JOBY
[2026-02-11T20:25:13.083926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2026-02-11T20:25:13.096074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2026-02-11T20:25:13.096380] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2026-02-11T20:25:13.097212] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2026-02-11T20:25:13.097265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:13.097298] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:13.097325] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:13.097384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:13.157292] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:13.158197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:13.158281] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:13.158313] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:13.277556] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:13.277737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:13.277778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:13.277805] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:13.281326] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2026-02-11T20:25:13.281624] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2026-02-11T20:25:13.281755] [INFO ] [sig       ] JOBY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:13.425781] [INFO ] [LOCAL     ] Saved forecast: JOBY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JOBY.txt
[2026-02-11T20:25:13.425957] [INFO ] [sig       ] [1698/3412] Completed JOBY in 0.3s | 2.79 sym/s | Total: 10.1m | ETA: 10.2m
[2026-02-11T20:25:13.425999] [INFO ] [sig       ] [1699/3412] Forecasting JOE...
[2026-02-11T20:25:13.426028] [INFO ] [sig       ] Generating forecast for: JOE
[2026-02-11T20:25:13.426058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2026-02-11T20:25:13.437784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2026-02-11T20:25:13.438086] [INFO ] [FORECASTER] Starting predict_future for JOE
[2026-02-11T20:25:13.438893] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2026-02-11T20:25:13.438945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:13.438977] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:13.439004] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:13.439062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:13.496268] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:13.497174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:13.497300] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:13.497334] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:13.619653] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:13.619806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:13.619848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:13.619879] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:13.623343] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=57.44%)
[2026-02-11T20:25:13.623645] [INFO ] [FORECASTER] Completed predict_future for JOE
[2026-02-11T20:25:13.623777] [INFO ] [sig       ] JOE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:13.763170] [INFO ] [LOCAL     ] Saved forecast: JOE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JOE.txt
[2026-02-11T20:25:13.763308] [INFO ] [sig       ] [1699/3412] Completed JOE in 0.3s | 2.79 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-11T20:25:13.763347] [INFO ] [sig       ] [1700/3412] Forecasting JOF...
[2026-02-11T20:25:13.763377] [INFO ] [sig       ] Generating forecast for: JOF
[2026-02-11T20:25:13.763407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2026-02-11T20:25:13.774349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2026-02-11T20:25:13.774695] [INFO ] [FORECASTER] Starting predict_future for JOF
[2026-02-11T20:25:13.775478] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2026-02-11T20:25:13.775530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:13.775561] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:13.775615] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:13.775673] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:13.832603] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:13.833366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:13.833448] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:13.833481] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:13.952824] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:13.952979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:13.953020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:13.953050] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:13.956434] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=30.26%)
[2026-02-11T20:25:13.956732] [INFO ] [FORECASTER] Completed predict_future for JOF
[2026-02-11T20:25:13.956861] [INFO ] [sig       ] JOF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:14.096382] [INFO ] [LOCAL     ] Saved forecast: JOF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JOF.txt
[2026-02-11T20:25:14.096542] [INFO ] [sig       ] [1700/3412] Completed JOF in 0.3s | 2.79 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-11T20:25:14.096605] [INFO ] [sig       ] [1701/3412] Forecasting JPC...
[2026-02-11T20:25:14.096637] [INFO ] [sig       ] Generating forecast for: JPC
[2026-02-11T20:25:14.096668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2026-02-11T20:25:14.108387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2026-02-11T20:25:14.108687] [INFO ] [FORECASTER] Starting predict_future for JPC
[2026-02-11T20:25:14.109473] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2026-02-11T20:25:14.109525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:14.109555] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:14.109609] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:14.109669] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:14.178639] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:14.179764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:14.179891] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:14.179929] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:14.303422] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:14.303628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:14.303695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:14.303730] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:14.307354] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=55.26%)
[2026-02-11T20:25:14.307682] [INFO ] [FORECASTER] Completed predict_future for JPC
[2026-02-11T20:25:14.307838] [INFO ] [sig       ] JPC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:14.454419] [INFO ] [LOCAL     ] Saved forecast: JPC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JPC.txt
[2026-02-11T20:25:14.454561] [INFO ] [sig       ] [1701/3412] Completed JPC in 0.4s | 2.79 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-11T20:25:14.454624] [INFO ] [sig       ] [1702/3412] Forecasting JPEF...
[2026-02-11T20:25:14.454655] [INFO ] [sig       ] Generating forecast for: JPEF
[2026-02-11T20:25:14.454685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2026-02-11T20:25:14.467630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2026-02-11T20:25:14.468092] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2026-02-11T20:25:14.469090] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2026-02-11T20:25:14.469151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:14.469185] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:14.469211] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:14.469268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:14.531197] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:14.532193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:14.532287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:14.532322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:14.650369] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:14.650528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:14.650568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:14.650618] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:14.654026] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2026-02-11T20:25:14.654301] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2026-02-11T20:25:14.654428] [INFO ] [sig       ] JPEF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:14.874062] [INFO ] [LOCAL     ] Saved forecast: JPEF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JPEF.txt
[2026-02-11T20:25:14.874269] [INFO ] [sig       ] [1702/3412] Completed JPEF in 0.4s | 2.79 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-11T20:25:14.874329] [INFO ] [sig       ] [1703/3412] Forecasting JPM...
[2026-02-11T20:25:14.874367] [INFO ] [sig       ] Generating forecast for: JPM
[2026-02-11T20:25:14.874410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2026-02-11T20:25:14.887183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2026-02-11T20:25:14.887652] [INFO ] [FORECASTER] Starting predict_future for JPM
[2026-02-11T20:25:14.888681] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2026-02-11T20:25:14.888749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:14.888783] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:14.888812] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:14.888871] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:14.952421] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:14.953390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:14.953481] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:14.953516] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:15.085535] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:15.085716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:15.085770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:15.085813] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:15.089612] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2026-02-11T20:25:15.089937] [INFO ] [FORECASTER] Completed predict_future for JPM
[2026-02-11T20:25:15.090094] [INFO ] [sig       ] JPM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:15.233404] [INFO ] [LOCAL     ] Saved forecast: JPM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JPM.txt
[2026-02-11T20:25:15.233562] [INFO ] [sig       ] [1703/3412] Completed JPM in 0.4s | 2.79 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-11T20:25:15.233623] [INFO ] [sig       ] [1704/3412] Forecasting JQC...
[2026-02-11T20:25:15.233656] [INFO ] [sig       ] Generating forecast for: JQC
[2026-02-11T20:25:15.233688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2026-02-11T20:25:15.245083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2026-02-11T20:25:15.245373] [INFO ] [FORECASTER] Starting predict_future for JQC
[2026-02-11T20:25:15.246233] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2026-02-11T20:25:15.246286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:15.246317] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:15.246344] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:15.246401] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:15.305853] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:15.306751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:15.306837] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:15.306871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:15.437009] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:15.437181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:15.437234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:15.437265] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:15.441463] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2026-02-11T20:25:15.441840] [INFO ] [FORECASTER] Completed predict_future for JQC
[2026-02-11T20:25:15.442004] [INFO ] [sig       ] JQC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:15.608075] [INFO ] [LOCAL     ] Saved forecast: JQC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JQC.txt
[2026-02-11T20:25:15.608253] [INFO ] [sig       ] [1704/3412] Completed JQC in 0.4s | 2.79 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-11T20:25:15.608296] [INFO ] [sig       ] [1705/3412] Forecasting JRI...
[2026-02-11T20:25:15.608325] [INFO ] [sig       ] Generating forecast for: JRI
[2026-02-11T20:25:15.608392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2026-02-11T20:25:15.620719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2026-02-11T20:25:15.621076] [INFO ] [FORECASTER] Starting predict_future for JRI
[2026-02-11T20:25:15.621888] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2026-02-11T20:25:15.621941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:15.621972] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:15.621999] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:15.622056] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:15.679430] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:15.680411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:15.680501] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:15.680534] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:15.796642] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:15.796778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:15.796816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:15.796845] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:15.800176] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=26.13%)
[2026-02-11T20:25:15.800451] [INFO ] [FORECASTER] Completed predict_future for JRI
[2026-02-11T20:25:15.800598] [INFO ] [sig       ] JRI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:15.943561] [INFO ] [LOCAL     ] Saved forecast: JRI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JRI.txt
[2026-02-11T20:25:15.943745] [INFO ] [sig       ] [1705/3412] Completed JRI in 0.3s | 2.79 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-11T20:25:15.943788] [INFO ] [sig       ] [1706/3412] Forecasting JRS...
[2026-02-11T20:25:15.943817] [INFO ] [sig       ] Generating forecast for: JRS
[2026-02-11T20:25:15.943849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2026-02-11T20:25:15.955715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2026-02-11T20:25:15.956082] [INFO ] [FORECASTER] Starting predict_future for JRS
[2026-02-11T20:25:15.957027] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2026-02-11T20:25:15.957089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:15.957168] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:15.957211] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:15.957280] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:16.016139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:16.017101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:16.017192] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:16.017225] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:16.130143] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:16.130267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:16.130312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:16.130347] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:16.133620] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=66.43%)
[2026-02-11T20:25:16.133894] [INFO ] [FORECASTER] Completed predict_future for JRS
[2026-02-11T20:25:16.134021] [INFO ] [sig       ] JRS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:16.275692] [INFO ] [LOCAL     ] Saved forecast: JRS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JRS.txt
[2026-02-11T20:25:16.275813] [INFO ] [sig       ] [1706/3412] Completed JRS in 0.3s | 2.79 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-11T20:25:16.275852] [INFO ] [sig       ] [1707/3412] Forecasting JSM...
[2026-02-11T20:25:16.275883] [INFO ] [sig       ] Generating forecast for: JSM
[2026-02-11T20:25:16.275913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2026-02-11T20:25:16.287169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2026-02-11T20:25:16.287429] [INFO ] [FORECASTER] Starting predict_future for JSM
[2026-02-11T20:25:16.288278] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2026-02-11T20:25:16.288329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:16.288359] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:16.288385] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:16.288441] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:16.344986] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:16.345608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:16.345697] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:16.345730] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:16.461638] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:16.461752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:16.461790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:16.461817] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:16.465432] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=57.01%)
[2026-02-11T20:25:16.465729] [INFO ] [FORECASTER] Completed predict_future for JSM
[2026-02-11T20:25:16.465857] [INFO ] [sig       ] JSM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:16.605166] [INFO ] [LOCAL     ] Saved forecast: JSM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JSM.txt
[2026-02-11T20:25:16.605281] [INFO ] [sig       ] [1707/3412] Completed JSM in 0.3s | 2.79 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-11T20:25:16.605321] [INFO ] [sig       ] [1708/3412] Forecasting JSMD...
[2026-02-11T20:25:16.605349] [INFO ] [sig       ] Generating forecast for: JSMD
[2026-02-11T20:25:16.605379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2026-02-11T20:25:16.617356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2026-02-11T20:25:16.617676] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2026-02-11T20:25:16.618473] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2026-02-11T20:25:16.618524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:16.618559] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:16.618619] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:16.618691] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:16.676383] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:16.677032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:16.677112] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:16.677144] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:16.805772] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:16.806142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:16.806184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:16.806212] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:16.810097] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: UP (p=81.81%)
[2026-02-11T20:25:16.810374] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2026-02-11T20:25:16.810504] [INFO ] [sig       ] JSMD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:16.963853] [INFO ] [LOCAL     ] Saved forecast: JSMD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JSMD.txt
[2026-02-11T20:25:16.964011] [INFO ] [sig       ] [1708/3412] Completed JSMD in 0.4s | 2.79 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-11T20:25:16.964049] [INFO ] [sig       ] [1709/3412] Forecasting JSML...
[2026-02-11T20:25:16.964080] [INFO ] [sig       ] Generating forecast for: JSML
[2026-02-11T20:25:16.964112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2026-02-11T20:25:16.975320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2026-02-11T20:25:16.975650] [INFO ] [FORECASTER] Starting predict_future for JSML
[2026-02-11T20:25:16.976445] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2026-02-11T20:25:16.976496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:16.976528] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:16.976554] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:16.976646] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:17.037818] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:17.038753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:17.038847] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:17.038880] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:17.158385] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:17.158540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:17.158609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:17.158690] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:17.162182] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: DOWN (p=29.70%)
[2026-02-11T20:25:17.162455] [INFO ] [FORECASTER] Completed predict_future for JSML
[2026-02-11T20:25:17.162601] [INFO ] [sig       ] JSML: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:17.302899] [INFO ] [LOCAL     ] Saved forecast: JSML	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JSML.txt
[2026-02-11T20:25:17.303029] [INFO ] [sig       ] [1709/3412] Completed JSML in 0.3s | 2.79 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-11T20:25:17.303069] [INFO ] [sig       ] [1710/3412] Forecasting JTEK...
[2026-02-11T20:25:17.303098] [INFO ] [sig       ] Generating forecast for: JTEK
[2026-02-11T20:25:17.303128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2026-02-11T20:25:17.314873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2026-02-11T20:25:17.315219] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2026-02-11T20:25:17.316041] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2026-02-11T20:25:17.316094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:17.316126] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:17.316152] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:17.316210] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:17.375708] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:17.376694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:17.376792] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:17.376832] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:17.500258] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:17.500447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:17.500496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:17.500529] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:17.504164] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=50.94%)
[2026-02-11T20:25:17.504450] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2026-02-11T20:25:17.504601] [INFO ] [sig       ] JTEK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:17.645435] [INFO ] [LOCAL     ] Saved forecast: JTEK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JTEK.txt
[2026-02-11T20:25:17.645585] [INFO ] [sig       ] [1710/3412] Completed JTEK in 0.3s | 2.79 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-11T20:25:17.645627] [INFO ] [sig       ] [1711/3412] Forecasting JVA...
[2026-02-11T20:25:17.645656] [INFO ] [sig       ] Generating forecast for: JVA
[2026-02-11T20:25:17.645686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2026-02-11T20:25:17.656918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2026-02-11T20:25:17.657235] [INFO ] [FORECASTER] Starting predict_future for JVA
[2026-02-11T20:25:17.658089] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2026-02-11T20:25:17.658143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:17.658174] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:17.658201] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:17.658257] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:17.717617] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:17.718347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:17.718433] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:17.718467] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:17.842955] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:17.843119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:17.843161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:17.843192] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:17.846670] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2026-02-11T20:25:17.846959] [INFO ] [FORECASTER] Completed predict_future for JVA
[2026-02-11T20:25:17.847091] [INFO ] [sig       ] JVA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:18.000816] [INFO ] [LOCAL     ] Saved forecast: JVA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/JVA.txt
[2026-02-11T20:25:18.000979] [INFO ] [sig       ] [1711/3412] Completed JVA in 0.4s | 2.79 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-11T20:25:18.001019] [INFO ] [sig       ] [1712/3412] Forecasting JXN...
[2026-02-11T20:25:18.001049] [INFO ] [sig       ] Generating forecast for: JXN
[2026-02-11T20:25:18.001081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2026-02-11T20:25:18.012346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2026-02-11T20:25:18.012627] [INFO ] [FORECASTER] Starting predict_future for JXN
[2026-02-11T20:25:18.013405] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2026-02-11T20:25:18.013457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:18.013488] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:18.013514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:18.013594] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:18.070935] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:18.071841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:18.071925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:18.071958] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:18.193447] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:18.193633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:18.193676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:18.193704] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:18.197550] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=17.13%)
[2026-02-11T20:25:18.198036] [INFO ] [FORECASTER] Completed predict_future for JXN
[2026-02-11T20:25:18.198170] [INFO ] [sig       ] JXN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:18.338565] [INFO ] [LOCAL     ] Saved forecast: JXN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/JXN.txt
[2026-02-11T20:25:18.338771] [INFO ] [sig       ] [1712/3412] Completed JXN in 0.3s | 2.79 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-11T20:25:18.338819] [INFO ] [sig       ] [1713/3412] Forecasting KAI...
[2026-02-11T20:25:18.338849] [INFO ] [sig       ] Generating forecast for: KAI
[2026-02-11T20:25:18.338880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2026-02-11T20:25:18.350467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2026-02-11T20:25:18.350821] [INFO ] [FORECASTER] Starting predict_future for KAI
[2026-02-11T20:25:18.351630] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2026-02-11T20:25:18.351682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:18.351714] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:18.351741] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:18.351797] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:18.409029] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:18.409960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:18.410045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:18.410078] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:18.532449] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:18.532655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:18.532715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:18.532752] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:18.536438] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=84.12%)
[2026-02-11T20:25:18.536763] [INFO ] [FORECASTER] Completed predict_future for KAI
[2026-02-11T20:25:18.536902] [INFO ] [sig       ] KAI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:18.678035] [INFO ] [LOCAL     ] Saved forecast: KAI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KAI.txt
[2026-02-11T20:25:18.678193] [INFO ] [sig       ] [1713/3412] Completed KAI in 0.3s | 2.79 sym/s | Total: 10.2m | ETA: 10.1m
[2026-02-11T20:25:18.678233] [INFO ] [sig       ] [1714/3412] Forecasting KARO...
[2026-02-11T20:25:18.678264] [INFO ] [sig       ] Generating forecast for: KARO
[2026-02-11T20:25:18.678295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2026-02-11T20:25:18.689946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2026-02-11T20:25:18.690273] [INFO ] [FORECASTER] Starting predict_future for KARO
[2026-02-11T20:25:18.691101] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2026-02-11T20:25:18.691165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:18.691197] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:18.691224] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:18.691281] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:18.749193] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:18.750135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:18.750221] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:18.750255] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:18.869108] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:18.869267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:18.869307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:18.869334] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:18.872778] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: DOWN (p=38.37%)
[2026-02-11T20:25:18.873054] [INFO ] [FORECASTER] Completed predict_future for KARO
[2026-02-11T20:25:18.873180] [INFO ] [sig       ] KARO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:19.015471] [INFO ] [LOCAL     ] Saved forecast: KARO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KARO.txt
[2026-02-11T20:25:19.015652] [INFO ] [sig       ] [1714/3412] Completed KARO in 0.3s | 2.79 sym/s | Total: 10.2m | ETA: 10.1m
[2026-02-11T20:25:19.015694] [INFO ] [sig       ] [1715/3412] Forecasting KB...
[2026-02-11T20:25:19.015723] [INFO ] [sig       ] Generating forecast for: KB
[2026-02-11T20:25:19.015753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2026-02-11T20:25:19.027370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2026-02-11T20:25:19.027716] [INFO ] [FORECASTER] Starting predict_future for KB
[2026-02-11T20:25:19.028505] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2026-02-11T20:25:19.028557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:19.028620] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:19.028655] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:19.028725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:19.086185] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:19.086799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:19.086880] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:19.086912] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:19.209128] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:19.209296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:19.209338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:19.209366] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:19.212937] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=75.03%)
[2026-02-11T20:25:19.213270] [INFO ] [FORECASTER] Completed predict_future for KB
[2026-02-11T20:25:19.213416] [INFO ] [sig       ] KB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:19.367630] [INFO ] [LOCAL     ] Saved forecast: KB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KB.txt
[2026-02-11T20:25:19.367779] [INFO ] [sig       ] [1715/3412] Completed KB in 0.4s | 2.79 sym/s | Total: 10.2m | ETA: 10.1m
[2026-02-11T20:25:19.367817] [INFO ] [sig       ] [1716/3412] Forecasting KBH...
[2026-02-11T20:25:19.367847] [INFO ] [sig       ] Generating forecast for: KBH
[2026-02-11T20:25:19.367877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2026-02-11T20:25:19.379660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2026-02-11T20:25:19.379998] [INFO ] [FORECASTER] Starting predict_future for KBH
[2026-02-11T20:25:19.380860] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2026-02-11T20:25:19.380913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:19.380944] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:19.380971] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:19.381029] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:19.441724] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:19.442663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:19.442795] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:19.442832] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:19.562495] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:19.562669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:19.562719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:19.562749] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:19.566208] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: UP (p=57.76%)
[2026-02-11T20:25:19.566483] [INFO ] [FORECASTER] Completed predict_future for KBH
[2026-02-11T20:25:19.566631] [INFO ] [sig       ] KBH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:19.708294] [INFO ] [LOCAL     ] Saved forecast: KBH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KBH.txt
[2026-02-11T20:25:19.708484] [INFO ] [sig       ] [1716/3412] Completed KBH in 0.3s | 2.79 sym/s | Total: 10.2m | ETA: 10.1m
[2026-02-11T20:25:19.708529] [INFO ] [sig       ] [1717/3412] Forecasting KBWB...
[2026-02-11T20:25:19.708561] [INFO ] [sig       ] Generating forecast for: KBWB
[2026-02-11T20:25:19.708616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2026-02-11T20:25:19.721309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2026-02-11T20:25:19.721684] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2026-02-11T20:25:19.722558] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2026-02-11T20:25:19.722635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:19.722669] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:19.722696] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:19.722755] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:19.780475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:19.781295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:19.781381] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:19.781413] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:19.904627] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:19.904801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:19.904847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:19.904876] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:19.908342] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=55.86%)
[2026-02-11T20:25:19.908643] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2026-02-11T20:25:19.908781] [INFO ] [sig       ] KBWB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:20.050248] [INFO ] [LOCAL     ] Saved forecast: KBWB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KBWB.txt
[2026-02-11T20:25:20.050388] [INFO ] [sig       ] [1717/3412] Completed KBWB in 0.3s | 2.79 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-11T20:25:20.050434] [INFO ] [sig       ] [1718/3412] Forecasting KBWD...
[2026-02-11T20:25:20.050465] [INFO ] [sig       ] Generating forecast for: KBWD
[2026-02-11T20:25:20.050495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2026-02-11T20:25:20.062091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2026-02-11T20:25:20.062390] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2026-02-11T20:25:20.063208] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2026-02-11T20:25:20.063261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:20.063293] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:20.063320] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:20.063377] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:20.120736] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:20.121433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:20.121514] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:20.121547] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:20.245212] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:20.245384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:20.245425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:20.245454] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:20.249125] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=68.70%)
[2026-02-11T20:25:20.249423] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2026-02-11T20:25:20.249565] [INFO ] [sig       ] KBWD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:20.390102] [INFO ] [LOCAL     ] Saved forecast: KBWD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KBWD.txt
[2026-02-11T20:25:20.390245] [INFO ] [sig       ] [1718/3412] Completed KBWD in 0.3s | 2.79 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-11T20:25:20.390283] [INFO ] [sig       ] [1719/3412] Forecasting KBWP...
[2026-02-11T20:25:20.390312] [INFO ] [sig       ] Generating forecast for: KBWP
[2026-02-11T20:25:20.390351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2026-02-11T20:25:20.402292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2026-02-11T20:25:20.402637] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2026-02-11T20:25:20.403481] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2026-02-11T20:25:20.403533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:20.403566] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:20.403613] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:20.403670] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:20.461208] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:20.462096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:20.462182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:20.462214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:20.580186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:20.580347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:20.580388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:20.580417] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:20.583889] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=64.89%)
[2026-02-11T20:25:20.584165] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2026-02-11T20:25:20.584308] [INFO ] [sig       ] KBWP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:20.730757] [INFO ] [LOCAL     ] Saved forecast: KBWP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KBWP.txt
[2026-02-11T20:25:20.730963] [INFO ] [sig       ] [1719/3412] Completed KBWP in 0.3s | 2.79 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-11T20:25:20.731005] [INFO ] [sig       ] [1720/3412] Forecasting KBWY...
[2026-02-11T20:25:20.731035] [INFO ] [sig       ] Generating forecast for: KBWY
[2026-02-11T20:25:20.731067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2026-02-11T20:25:20.743017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2026-02-11T20:25:20.743416] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2026-02-11T20:25:20.744279] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2026-02-11T20:25:20.744334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:20.744367] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:20.744394] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:20.744451] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:20.804951] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:20.805860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:20.805955] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:20.805988] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:20.930772] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:20.931168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:20.931220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:20.931250] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:20.935139] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2026-02-11T20:25:20.935447] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2026-02-11T20:25:20.935600] [INFO ] [sig       ] KBWY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:21.085219] [INFO ] [LOCAL     ] Saved forecast: KBWY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KBWY.txt
[2026-02-11T20:25:21.085360] [INFO ] [sig       ] [1720/3412] Completed KBWY in 0.4s | 2.79 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-11T20:25:21.085400] [INFO ] [sig       ] [1721/3412] Forecasting KC...
[2026-02-11T20:25:21.085430] [INFO ] [sig       ] Generating forecast for: KC
[2026-02-11T20:25:21.085472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2026-02-11T20:25:21.097383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2026-02-11T20:25:21.097743] [INFO ] [FORECASTER] Starting predict_future for KC
[2026-02-11T20:25:21.098616] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2026-02-11T20:25:21.098671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:21.098707] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:21.098741] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:21.098819] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:21.157518] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:21.158257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:21.158341] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:21.158374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:21.282991] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:21.283148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:21.283206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:21.283237] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:21.286800] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=38.88%)
[2026-02-11T20:25:21.287093] [INFO ] [FORECASTER] Completed predict_future for KC
[2026-02-11T20:25:21.287237] [INFO ] [sig       ] KC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:21.432997] [INFO ] [LOCAL     ] Saved forecast: KC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KC.txt
[2026-02-11T20:25:21.433125] [INFO ] [sig       ] [1721/3412] Completed KC in 0.3s | 2.79 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-11T20:25:21.433163] [INFO ] [sig       ] [1722/3412] Forecasting KD...
[2026-02-11T20:25:21.433192] [INFO ] [sig       ] Generating forecast for: KD
[2026-02-11T20:25:21.433222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2026-02-11T20:25:21.444874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2026-02-11T20:25:21.445185] [INFO ] [FORECASTER] Starting predict_future for KD
[2026-02-11T20:25:21.446103] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2026-02-11T20:25:21.446157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:21.446191] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:21.446217] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:21.446274] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:21.506269] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:21.507146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:21.507235] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:21.507268] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:21.632512] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:21.632688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:21.632729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:21.632760] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:21.636283] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=86.11%)
[2026-02-11T20:25:21.636565] [INFO ] [FORECASTER] Completed predict_future for KD
[2026-02-11T20:25:21.636718] [INFO ] [sig       ] KD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:21.785300] [INFO ] [LOCAL     ] Saved forecast: KD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KD.txt
[2026-02-11T20:25:21.785444] [INFO ] [sig       ] [1722/3412] Completed KD in 0.4s | 2.79 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-11T20:25:21.785485] [INFO ] [sig       ] [1723/3412] Forecasting KDP...
[2026-02-11T20:25:21.785513] [INFO ] [sig       ] Generating forecast for: KDP
[2026-02-11T20:25:21.785551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2026-02-11T20:25:21.797495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2026-02-11T20:25:21.797844] [INFO ] [FORECASTER] Starting predict_future for KDP
[2026-02-11T20:25:21.798776] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2026-02-11T20:25:21.798853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:21.798950] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:21.798994] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:21.799284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:21.859429] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:21.860251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:21.860369] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:21.860406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:21.983595] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:21.983745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:21.983786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:21.983816] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:21.987278] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2026-02-11T20:25:21.987591] [INFO ] [FORECASTER] Completed predict_future for KDP
[2026-02-11T20:25:21.987720] [INFO ] [sig       ] KDP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:22.132867] [INFO ] [LOCAL     ] Saved forecast: KDP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KDP.txt
[2026-02-11T20:25:22.133006] [INFO ] [sig       ] [1723/3412] Completed KDP in 0.3s | 2.79 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-11T20:25:22.133045] [INFO ] [sig       ] [1724/3412] Forecasting KE...
[2026-02-11T20:25:22.133075] [INFO ] [sig       ] Generating forecast for: KE
[2026-02-11T20:25:22.133105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2026-02-11T20:25:22.144977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2026-02-11T20:25:22.145289] [INFO ] [FORECASTER] Starting predict_future for KE
[2026-02-11T20:25:22.146127] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2026-02-11T20:25:22.146181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:22.146213] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:22.146240] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:22.146302] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:22.204744] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:22.205484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:22.205568] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:22.205621] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:22.328614] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:22.328772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:22.328813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:22.328843] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:22.332417] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: UP (p=63.48%)
[2026-02-11T20:25:22.332721] [INFO ] [FORECASTER] Completed predict_future for KE
[2026-02-11T20:25:22.332864] [INFO ] [sig       ] KE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:22.480637] [INFO ] [LOCAL     ] Saved forecast: KE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KE.txt
[2026-02-11T20:25:22.480791] [INFO ] [sig       ] [1724/3412] Completed KE in 0.3s | 2.79 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-11T20:25:22.480838] [INFO ] [sig       ] [1725/3412] Forecasting KELYA...
[2026-02-11T20:25:22.480874] [INFO ] [sig       ] Generating forecast for: KELYA
[2026-02-11T20:25:22.480910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2026-02-11T20:25:22.493156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2026-02-11T20:25:22.493465] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2026-02-11T20:25:22.494336] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2026-02-11T20:25:22.494389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:22.494429] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:22.494467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:22.494527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:22.554844] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:22.555656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:22.555762] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:22.555806] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:22.680559] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:22.680734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:22.680782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:22.680818] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:22.684351] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2026-02-11T20:25:22.684655] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2026-02-11T20:25:22.684790] [INFO ] [sig       ] KELYA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:22.835109] [INFO ] [LOCAL     ] Saved forecast: KELYA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KELYA.txt
[2026-02-11T20:25:22.835246] [INFO ] [sig       ] [1725/3412] Completed KELYA in 0.4s | 2.79 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-11T20:25:22.835285] [INFO ] [sig       ] [1726/3412] Forecasting KEN...
[2026-02-11T20:25:22.835315] [INFO ] [sig       ] Generating forecast for: KEN
[2026-02-11T20:25:22.835345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2026-02-11T20:25:22.847102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2026-02-11T20:25:22.847433] [INFO ] [FORECASTER] Starting predict_future for KEN
[2026-02-11T20:25:22.848401] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2026-02-11T20:25:22.848457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:22.848488] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:22.848514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:22.848591] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:22.906875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:22.907600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:22.907683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:22.907715] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:23.025896] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:23.026052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:23.026093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:23.026153] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:23.030855] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=48.47%)
[2026-02-11T20:25:23.031142] [INFO ] [FORECASTER] Completed predict_future for KEN
[2026-02-11T20:25:23.031277] [INFO ] [sig       ] KEN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:23.180981] [INFO ] [LOCAL     ] Saved forecast: KEN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KEN.txt
[2026-02-11T20:25:23.181147] [INFO ] [sig       ] [1726/3412] Completed KEN in 0.3s | 2.79 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-11T20:25:23.181188] [INFO ] [sig       ] [1727/3412] Forecasting KEP...
[2026-02-11T20:25:23.181217] [INFO ] [sig       ] Generating forecast for: KEP
[2026-02-11T20:25:23.181249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2026-02-11T20:25:23.193185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2026-02-11T20:25:23.193558] [INFO ] [FORECASTER] Starting predict_future for KEP
[2026-02-11T20:25:23.194513] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2026-02-11T20:25:23.194589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:23.194632] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:23.194661] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:23.194719] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:23.255930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:23.256755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:23.256858] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:23.256898] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:23.381097] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:23.381254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:23.381294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:23.381323] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:23.384812] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2026-02-11T20:25:23.385093] [INFO ] [FORECASTER] Completed predict_future for KEP
[2026-02-11T20:25:23.385221] [INFO ] [sig       ] KEP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:23.533590] [INFO ] [LOCAL     ] Saved forecast: KEP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KEP.txt
[2026-02-11T20:25:23.533751] [INFO ] [sig       ] [1727/3412] Completed KEP in 0.4s | 2.79 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-11T20:25:23.533803] [INFO ] [sig       ] [1728/3412] Forecasting KEX...
[2026-02-11T20:25:23.533837] [INFO ] [sig       ] Generating forecast for: KEX
[2026-02-11T20:25:23.533869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2026-02-11T20:25:23.545939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2026-02-11T20:25:23.546365] [INFO ] [FORECASTER] Starting predict_future for KEX
[2026-02-11T20:25:23.547315] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2026-02-11T20:25:23.547371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:23.547403] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:23.547430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:23.547512] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:23.606684] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:23.607629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:23.607723] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:23.607757] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:23.732375] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:23.732544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:23.732606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:23.732639] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:23.736327] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: UP (p=83.92%)
[2026-02-11T20:25:23.736678] [INFO ] [FORECASTER] Completed predict_future for KEX
[2026-02-11T20:25:23.736843] [INFO ] [sig       ] KEX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:23.887282] [INFO ] [LOCAL     ] Saved forecast: KEX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KEX.txt
[2026-02-11T20:25:23.887438] [INFO ] [sig       ] [1728/3412] Completed KEX in 0.4s | 2.79 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-11T20:25:23.887501] [INFO ] [sig       ] [1729/3412] Forecasting KEYS...
[2026-02-11T20:25:23.887537] [INFO ] [sig       ] Generating forecast for: KEYS
[2026-02-11T20:25:23.887609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2026-02-11T20:25:23.899369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2026-02-11T20:25:23.899733] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2026-02-11T20:25:23.900534] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2026-02-11T20:25:23.900605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:23.900638] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:23.900666] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:23.900723] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:23.962695] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:23.963843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:23.963965] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:23.964001] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:24.091376] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:24.091542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:24.091600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:24.091630] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:24.095328] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2026-02-11T20:25:24.095651] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2026-02-11T20:25:24.095806] [INFO ] [sig       ] KEYS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:24.236583] [INFO ] [LOCAL     ] Saved forecast: KEYS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KEYS.txt
[2026-02-11T20:25:24.236727] [INFO ] [sig       ] [1729/3412] Completed KEYS in 0.3s | 2.79 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-11T20:25:24.236767] [INFO ] [sig       ] [1730/3412] Forecasting KFS...
[2026-02-11T20:25:24.236797] [INFO ] [sig       ] Generating forecast for: KFS
[2026-02-11T20:25:24.236827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2026-02-11T20:25:24.248910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2026-02-11T20:25:24.249415] [INFO ] [FORECASTER] Starting predict_future for KFS
[2026-02-11T20:25:24.250421] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2026-02-11T20:25:24.250473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:24.250505] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:24.250532] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:24.250605] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:24.309817] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:24.310672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:24.310759] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:24.310793] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:24.432742] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:24.432896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:24.432944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:24.432973] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:24.436366] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=85.92%)
[2026-02-11T20:25:24.436667] [INFO ] [FORECASTER] Completed predict_future for KFS
[2026-02-11T20:25:24.436797] [INFO ] [sig       ] KFS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:24.577875] [INFO ] [LOCAL     ] Saved forecast: KFS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KFS.txt
[2026-02-11T20:25:24.578025] [INFO ] [sig       ] [1730/3412] Completed KFS in 0.3s | 2.79 sym/s | Total: 10.3m | ETA: 10.0m
[2026-02-11T20:25:24.578065] [INFO ] [sig       ] [1731/3412] Forecasting KFY...
[2026-02-11T20:25:24.578093] [INFO ] [sig       ] Generating forecast for: KFY
[2026-02-11T20:25:24.578125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2026-02-11T20:25:24.590499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2026-02-11T20:25:24.590808] [INFO ] [FORECASTER] Starting predict_future for KFY
[2026-02-11T20:25:24.591644] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2026-02-11T20:25:24.591701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:24.591734] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:24.591761] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:24.591821] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:24.651553] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:24.652264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:24.652348] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:24.652383] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:24.770476] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:24.770661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:24.770704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:24.770733] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:24.774408] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2026-02-11T20:25:24.774711] [INFO ] [FORECASTER] Completed predict_future for KFY
[2026-02-11T20:25:24.774845] [INFO ] [sig       ] KFY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:24.917450] [INFO ] [LOCAL     ] Saved forecast: KFY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KFY.txt
[2026-02-11T20:25:24.917630] [INFO ] [sig       ] [1731/3412] Completed KFY in 0.3s | 2.79 sym/s | Total: 10.3m | ETA: 10.0m
[2026-02-11T20:25:24.917674] [INFO ] [sig       ] [1732/3412] Forecasting KGS...
[2026-02-11T20:25:24.917705] [INFO ] [sig       ] Generating forecast for: KGS
[2026-02-11T20:25:24.917735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2026-02-11T20:25:24.931346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2026-02-11T20:25:24.931723] [INFO ] [FORECASTER] Starting predict_future for KGS
[2026-02-11T20:25:24.932566] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2026-02-11T20:25:24.932639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:24.932672] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:24.932700] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:24.932759] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:24.993141] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:24.993929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:24.994016] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:24.994049] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:25.119088] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:25.119248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:25.119290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:25.119321] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:25.122896] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=73.48%)
[2026-02-11T20:25:25.123177] [INFO ] [FORECASTER] Completed predict_future for KGS
[2026-02-11T20:25:25.123308] [INFO ] [sig       ] KGS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:25.273265] [INFO ] [LOCAL     ] Saved forecast: KGS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KGS.txt
[2026-02-11T20:25:25.273414] [INFO ] [sig       ] [1732/3412] Completed KGS in 0.4s | 2.79 sym/s | Total: 10.3m | ETA: 10.0m
[2026-02-11T20:25:25.273455] [INFO ] [sig       ] [1733/3412] Forecasting KHC...
[2026-02-11T20:25:25.273484] [INFO ] [sig       ] Generating forecast for: KHC
[2026-02-11T20:25:25.273515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2026-02-11T20:25:25.284623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2026-02-11T20:25:25.284921] [INFO ] [FORECASTER] Starting predict_future for KHC
[2026-02-11T20:25:25.285764] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2026-02-11T20:25:25.285819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:25.285852] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:25.285882] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:25.285943] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:25.345843] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:25.346778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:25.346909] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:25.346944] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:25.467999] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:25.468163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:25.468207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:25.468238] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:25.471767] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2026-02-11T20:25:25.472077] [INFO ] [FORECASTER] Completed predict_future for KHC
[2026-02-11T20:25:25.472218] [INFO ] [sig       ] KHC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:25.631554] [INFO ] [LOCAL     ] Saved forecast: KHC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KHC.txt
[2026-02-11T20:25:25.631763] [INFO ] [sig       ] [1733/3412] Completed KHC in 0.4s | 2.79 sym/s | Total: 10.3m | ETA: 10.0m
[2026-02-11T20:25:25.631804] [INFO ] [sig       ] [1734/3412] Forecasting KIDS...
[2026-02-11T20:25:25.631834] [INFO ] [sig       ] Generating forecast for: KIDS
[2026-02-11T20:25:25.631865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2026-02-11T20:25:25.644074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2026-02-11T20:25:25.644455] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2026-02-11T20:25:25.645368] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2026-02-11T20:25:25.645424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:25.645457] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:25.645484] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:25.645544] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:25.704693] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:25.705621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:25.705711] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:25.705746] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:25.825530] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:25.825714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:25.825756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:25.825788] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:25.829306] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=15.67%)
[2026-02-11T20:25:25.829609] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2026-02-11T20:25:25.829748] [INFO ] [sig       ] KIDS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:25.971302] [INFO ] [LOCAL     ] Saved forecast: KIDS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KIDS.txt
[2026-02-11T20:25:25.971433] [INFO ] [sig       ] [1734/3412] Completed KIDS in 0.3s | 2.79 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-11T20:25:25.971472] [INFO ] [sig       ] [1735/3412] Forecasting KIM...
[2026-02-11T20:25:25.971500] [INFO ] [sig       ] Generating forecast for: KIM
[2026-02-11T20:25:25.971531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2026-02-11T20:25:25.984476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2026-02-11T20:25:25.984801] [INFO ] [FORECASTER] Starting predict_future for KIM
[2026-02-11T20:25:25.985857] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2026-02-11T20:25:25.985916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:25.985949] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:25.985978] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:25.986036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:26.050181] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:26.051091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:26.051182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:26.051225] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:26.173992] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:26.174156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:26.174198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:26.174227] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:26.177865] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=17.89%)
[2026-02-11T20:25:26.178143] [INFO ] [FORECASTER] Completed predict_future for KIM
[2026-02-11T20:25:26.178280] [INFO ] [sig       ] KIM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:26.324969] [INFO ] [LOCAL     ] Saved forecast: KIM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KIM.txt
[2026-02-11T20:25:26.325095] [INFO ] [sig       ] [1735/3412] Completed KIM in 0.4s | 2.79 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-11T20:25:26.325134] [INFO ] [sig       ] [1736/3412] Forecasting KINS...
[2026-02-11T20:25:26.325164] [INFO ] [sig       ] Generating forecast for: KINS
[2026-02-11T20:25:26.325194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2026-02-11T20:25:26.337244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2026-02-11T20:25:26.337548] [INFO ] [FORECASTER] Starting predict_future for KINS
[2026-02-11T20:25:26.338376] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2026-02-11T20:25:26.338429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:26.338461] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:26.338488] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:26.338545] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:26.397028] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:26.397894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:26.397975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:26.398007] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:26.523314] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:26.523471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:26.523513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:26.523542] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:26.527513] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2026-02-11T20:25:26.527805] [INFO ] [FORECASTER] Completed predict_future for KINS
[2026-02-11T20:25:26.527934] [INFO ] [sig       ] KINS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:26.671419] [INFO ] [LOCAL     ] Saved forecast: KINS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KINS.txt
[2026-02-11T20:25:26.671556] [INFO ] [sig       ] [1736/3412] Completed KINS in 0.3s | 2.79 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-11T20:25:26.671614] [INFO ] [sig       ] [1737/3412] Forecasting KIO...
[2026-02-11T20:25:26.671645] [INFO ] [sig       ] Generating forecast for: KIO
[2026-02-11T20:25:26.671674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2026-02-11T20:25:26.683160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2026-02-11T20:25:26.683423] [INFO ] [FORECASTER] Starting predict_future for KIO
[2026-02-11T20:25:26.684223] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2026-02-11T20:25:26.684275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:26.684308] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:26.684335] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:26.684391] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:26.743383] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:26.744029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:26.744109] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:26.744141] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:26.864336] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:26.864542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:26.864604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:26.864639] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:26.868378] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=36.29%)
[2026-02-11T20:25:26.868719] [INFO ] [FORECASTER] Completed predict_future for KIO
[2026-02-11T20:25:26.868862] [INFO ] [sig       ] KIO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:27.023222] [INFO ] [LOCAL     ] Saved forecast: KIO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KIO.txt
[2026-02-11T20:25:27.023388] [INFO ] [sig       ] [1737/3412] Completed KIO in 0.4s | 2.79 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-11T20:25:27.023427] [INFO ] [sig       ] [1738/3412] Forecasting KKRS...
[2026-02-11T20:25:27.023456] [INFO ] [sig       ] Generating forecast for: KKRS
[2026-02-11T20:25:27.023488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2026-02-11T20:25:27.035831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2026-02-11T20:25:27.036205] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2026-02-11T20:25:27.037074] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2026-02-11T20:25:27.037139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:27.037172] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:27.037200] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:27.037258] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:27.097655] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:27.098604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:27.098708] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:27.098741] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:27.214956] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:27.215120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:27.215160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:27.215189] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:27.219460] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2026-02-11T20:25:27.219787] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2026-02-11T20:25:27.219926] [INFO ] [sig       ] KKRS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:27.374508] [INFO ] [LOCAL     ] Saved forecast: KKRS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KKRS.txt
[2026-02-11T20:25:27.374704] [INFO ] [sig       ] [1738/3412] Completed KKRS in 0.4s | 2.79 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-11T20:25:27.374747] [INFO ] [sig       ] [1739/3412] Forecasting KLAC...
[2026-02-11T20:25:27.374778] [INFO ] [sig       ] Generating forecast for: KLAC
[2026-02-11T20:25:27.374808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2026-02-11T20:25:27.390184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2026-02-11T20:25:27.390743] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2026-02-11T20:25:27.392000] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2026-02-11T20:25:27.392062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:27.392099] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:27.392135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:27.392216] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:27.455520] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:27.456469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:27.456563] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:27.456618] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:27.588155] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:27.588370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:27.588436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:27.588483] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:27.592655] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: DOWN (p=40.91%)
[2026-02-11T20:25:27.592956] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2026-02-11T20:25:27.593103] [INFO ] [sig       ] KLAC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:27.742168] [INFO ] [LOCAL     ] Saved forecast: KLAC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KLAC.txt
[2026-02-11T20:25:27.742323] [INFO ] [sig       ] [1739/3412] Completed KLAC in 0.4s | 2.79 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-11T20:25:27.742365] [INFO ] [sig       ] [1740/3412] Forecasting KLIC...
[2026-02-11T20:25:27.742397] [INFO ] [sig       ] Generating forecast for: KLIC
[2026-02-11T20:25:27.742432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2026-02-11T20:25:27.755325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2026-02-11T20:25:27.755775] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2026-02-11T20:25:27.756675] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2026-02-11T20:25:27.756729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:27.756798] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:27.756838] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:27.756921] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:27.817750] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:27.818698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:27.818788] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:27.818824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:27.943829] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:27.944019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:27.944061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:27.944092] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:27.947768] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2026-02-11T20:25:27.948073] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2026-02-11T20:25:27.948216] [INFO ] [sig       ] KLIC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:28.098769] [INFO ] [LOCAL     ] Saved forecast: KLIC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KLIC.txt
[2026-02-11T20:25:28.098949] [INFO ] [sig       ] [1740/3412] Completed KLIC in 0.4s | 2.79 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-11T20:25:28.098998] [INFO ] [sig       ] [1741/3412] Forecasting KLXE...
[2026-02-11T20:25:28.099031] [INFO ] [sig       ] Generating forecast for: KLXE
[2026-02-11T20:25:28.099061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2026-02-11T20:25:28.113168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2026-02-11T20:25:28.113538] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2026-02-11T20:25:28.114379] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2026-02-11T20:25:28.114432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:28.114465] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:28.114492] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:28.114549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:28.172557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:28.173208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:28.173290] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:28.173323] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:28.295136] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:28.295528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:28.295589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:28.295622] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:28.299339] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=9.17%)
[2026-02-11T20:25:28.299647] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2026-02-11T20:25:28.299778] [INFO ] [sig       ] KLXE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:28.445698] [INFO ] [LOCAL     ] Saved forecast: KLXE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KLXE.txt
[2026-02-11T20:25:28.445858] [INFO ] [sig       ] [1741/3412] Completed KLXE in 0.3s | 2.79 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-11T20:25:28.445907] [INFO ] [sig       ] [1742/3412] Forecasting KMB...
[2026-02-11T20:25:28.445940] [INFO ] [sig       ] Generating forecast for: KMB
[2026-02-11T20:25:28.445973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2026-02-11T20:25:28.458946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2026-02-11T20:25:28.459530] [INFO ] [FORECASTER] Starting predict_future for KMB
[2026-02-11T20:25:28.460394] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2026-02-11T20:25:28.460450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:28.460484] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:28.460512] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:28.460590] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:28.528922] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:28.529914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:28.530012] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:28.530047] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:28.655916] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:28.656089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:28.656132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:28.656163] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:28.659811] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2026-02-11T20:25:28.660125] [INFO ] [FORECASTER] Completed predict_future for KMB
[2026-02-11T20:25:28.660261] [INFO ] [sig       ] KMB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:28.807118] [INFO ] [LOCAL     ] Saved forecast: KMB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KMB.txt
[2026-02-11T20:25:28.807287] [INFO ] [sig       ] [1742/3412] Completed KMB in 0.4s | 2.79 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-11T20:25:28.807342] [INFO ] [sig       ] [1743/3412] Forecasting KMDA...
[2026-02-11T20:25:28.807377] [INFO ] [sig       ] Generating forecast for: KMDA
[2026-02-11T20:25:28.807410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2026-02-11T20:25:28.819360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2026-02-11T20:25:28.819740] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2026-02-11T20:25:28.820552] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2026-02-11T20:25:28.820629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:28.820661] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:28.820687] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:28.820743] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:28.882140] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:28.883106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:28.883197] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:28.883233] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:29.011317] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:29.011477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:29.011523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:29.011605] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:29.015249] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=4.01%)
[2026-02-11T20:25:29.015555] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2026-02-11T20:25:29.015734] [INFO ] [sig       ] KMDA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:29.173360] [INFO ] [LOCAL     ] Saved forecast: KMDA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KMDA.txt
[2026-02-11T20:25:29.173530] [INFO ] [sig       ] [1743/3412] Completed KMDA in 0.4s | 2.79 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-11T20:25:29.173589] [INFO ] [sig       ] [1744/3412] Forecasting KMI...
[2026-02-11T20:25:29.173622] [INFO ] [sig       ] Generating forecast for: KMI
[2026-02-11T20:25:29.173653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2026-02-11T20:25:29.186919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2026-02-11T20:25:29.187317] [INFO ] [FORECASTER] Starting predict_future for KMI
[2026-02-11T20:25:29.188270] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2026-02-11T20:25:29.188333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:29.188372] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:29.188412] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:29.188486] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:29.252171] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:29.253037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:29.253125] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:29.253160] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:29.374835] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:29.375000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:29.375044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:29.375075] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:29.378779] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=37.04%)
[2026-02-11T20:25:29.379078] [INFO ] [FORECASTER] Completed predict_future for KMI
[2026-02-11T20:25:29.379219] [INFO ] [sig       ] KMI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:29.525163] [INFO ] [LOCAL     ] Saved forecast: KMI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KMI.txt
[2026-02-11T20:25:29.525327] [INFO ] [sig       ] [1744/3412] Completed KMI in 0.4s | 2.79 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-11T20:25:29.525369] [INFO ] [sig       ] [1745/3412] Forecasting KMPB...
[2026-02-11T20:25:29.525400] [INFO ] [sig       ] Generating forecast for: KMPB
[2026-02-11T20:25:29.525430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2026-02-11T20:25:29.536957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2026-02-11T20:25:29.537302] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2026-02-11T20:25:29.538261] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2026-02-11T20:25:29.538316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:29.538350] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:29.538377] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:29.538437] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:29.599967] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:29.601046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:29.601330] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:29.601365] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:29.713441] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:29.713627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:29.713698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:29.713743] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:29.717368] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=59.77%)
[2026-02-11T20:25:29.717708] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2026-02-11T20:25:29.717844] [INFO ] [sig       ] KMPB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:29.876353] [INFO ] [LOCAL     ] Saved forecast: KMPB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KMPB.txt
[2026-02-11T20:25:29.876588] [INFO ] [sig       ] [1745/3412] Completed KMPB in 0.4s | 2.79 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-11T20:25:29.876655] [INFO ] [sig       ] [1746/3412] Forecasting KMX...
[2026-02-11T20:25:29.876691] [INFO ] [sig       ] Generating forecast for: KMX
[2026-02-11T20:25:29.876726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2026-02-11T20:25:29.889464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2026-02-11T20:25:29.889802] [INFO ] [FORECASTER] Starting predict_future for KMX
[2026-02-11T20:25:29.890677] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2026-02-11T20:25:29.890740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:29.890780] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:29.890815] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:29.890894] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:29.958194] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:29.959172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:29.959275] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:29.959320] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:30.097076] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:30.097420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:30.097463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:30.097516] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:30.101523] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=83.55%)
[2026-02-11T20:25:30.101842] [INFO ] [FORECASTER] Completed predict_future for KMX
[2026-02-11T20:25:30.101984] [INFO ] [sig       ] KMX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:30.255535] [INFO ] [LOCAL     ] Saved forecast: KMX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KMX.txt
[2026-02-11T20:25:30.255730] [INFO ] [sig       ] [1746/3412] Completed KMX in 0.4s | 2.79 sym/s | Total: 10.4m | ETA: 9.9m
[2026-02-11T20:25:30.255775] [INFO ] [sig       ] [1747/3412] Forecasting KN...
[2026-02-11T20:25:30.255805] [INFO ] [sig       ] Generating forecast for: KN
[2026-02-11T20:25:30.255838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2026-02-11T20:25:30.268816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2026-02-11T20:25:30.269189] [INFO ] [FORECASTER] Starting predict_future for KN
[2026-02-11T20:25:30.270157] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2026-02-11T20:25:30.270220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:30.270261] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:30.270296] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:30.270373] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:30.332398] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:30.333361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:30.333456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:30.333489] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:30.458527] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:30.458711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:30.458756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:30.458788] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:30.462367] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2026-02-11T20:25:30.462692] [INFO ] [FORECASTER] Completed predict_future for KN
[2026-02-11T20:25:30.462831] [INFO ] [sig       ] KN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:30.608209] [INFO ] [LOCAL     ] Saved forecast: KN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KN.txt
[2026-02-11T20:25:30.608363] [INFO ] [sig       ] [1747/3412] Completed KN in 0.4s | 2.79 sym/s | Total: 10.4m | ETA: 9.9m
[2026-02-11T20:25:30.608402] [INFO ] [sig       ] [1748/3412] Forecasting KNF...
[2026-02-11T20:25:30.608432] [INFO ] [sig       ] Generating forecast for: KNF
[2026-02-11T20:25:30.608464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2026-02-11T20:25:30.620033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2026-02-11T20:25:30.620452] [INFO ] [FORECASTER] Starting predict_future for KNF
[2026-02-11T20:25:30.621395] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2026-02-11T20:25:30.621451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:30.621485] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:30.621513] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:30.621596] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:30.684118] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:30.685081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:30.685170] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:30.685204] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:30.803193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:30.803360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:30.803402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:30.803433] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:30.807022] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2026-02-11T20:25:30.807339] [INFO ] [FORECASTER] Completed predict_future for KNF
[2026-02-11T20:25:30.807506] [INFO ] [sig       ] KNF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:30.960695] [INFO ] [LOCAL     ] Saved forecast: KNF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KNF.txt
[2026-02-11T20:25:30.960873] [INFO ] [sig       ] [1748/3412] Completed KNF in 0.4s | 2.79 sym/s | Total: 10.4m | ETA: 9.9m
[2026-02-11T20:25:30.961107] [INFO ] [sig       ] [1749/3412] Forecasting KNOP...
[2026-02-11T20:25:30.961148] [INFO ] [sig       ] Generating forecast for: KNOP
[2026-02-11T20:25:30.961183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2026-02-11T20:25:30.972943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2026-02-11T20:25:30.973358] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2026-02-11T20:25:30.974317] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2026-02-11T20:25:30.974373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:30.974417] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:30.974446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:30.974506] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:31.035964] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:31.036911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:31.037006] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:31.037039] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:31.166797] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:31.166982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:31.167039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:31.167084] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:31.172248] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: UP (p=64.23%)
[2026-02-11T20:25:31.172700] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2026-02-11T20:25:31.172899] [INFO ] [sig       ] KNOP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:31.322128] [INFO ] [LOCAL     ] Saved forecast: KNOP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KNOP.txt
[2026-02-11T20:25:31.322272] [INFO ] [sig       ] [1749/3412] Completed KNOP in 0.4s | 2.79 sym/s | Total: 10.4m | ETA: 9.9m
[2026-02-11T20:25:31.322312] [INFO ] [sig       ] [1750/3412] Forecasting KNSA...
[2026-02-11T20:25:31.322343] [INFO ] [sig       ] Generating forecast for: KNSA
[2026-02-11T20:25:31.322373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2026-02-11T20:25:31.333851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2026-02-11T20:25:31.334209] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2026-02-11T20:25:31.335100] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2026-02-11T20:25:31.335155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:31.335188] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:31.335218] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:31.335275] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:31.395823] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:31.396700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:31.396820] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:31.396855] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:31.524232] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:31.524366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:31.524409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:31.524438] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:31.527911] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=81.03%)
[2026-02-11T20:25:31.528219] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2026-02-11T20:25:31.528350] [INFO ] [sig       ] KNSA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:31.670994] [INFO ] [LOCAL     ] Saved forecast: KNSA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KNSA.txt
[2026-02-11T20:25:31.671148] [INFO ] [sig       ] [1750/3412] Completed KNSA in 0.3s | 2.79 sym/s | Total: 10.4m | ETA: 9.9m
[2026-02-11T20:25:31.671187] [INFO ] [sig       ] [1751/3412] Forecasting KNSL...
[2026-02-11T20:25:31.671217] [INFO ] [sig       ] Generating forecast for: KNSL
[2026-02-11T20:25:31.671247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2026-02-11T20:25:31.682565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2026-02-11T20:25:31.682894] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2026-02-11T20:25:31.683736] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2026-02-11T20:25:31.683790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:31.683823] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:31.683852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:31.683910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:31.743968] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:31.744901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:31.744991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:31.745026] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:31.868534] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:31.868715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:31.868759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:31.868789] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:31.872648] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2026-02-11T20:25:31.872932] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2026-02-11T20:25:31.873065] [INFO ] [sig       ] KNSL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:32.014909] [INFO ] [LOCAL     ] Saved forecast: KNSL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KNSL.txt
[2026-02-11T20:25:32.015050] [INFO ] [sig       ] [1751/3412] Completed KNSL in 0.3s | 2.79 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-11T20:25:32.015089] [INFO ] [sig       ] [1752/3412] Forecasting KNTK...
[2026-02-11T20:25:32.015119] [INFO ] [sig       ] Generating forecast for: KNTK
[2026-02-11T20:25:32.015148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2026-02-11T20:25:32.027398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2026-02-11T20:25:32.027725] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2026-02-11T20:25:32.028534] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2026-02-11T20:25:32.028603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:32.028637] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:32.028664] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:32.028722] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:32.089973] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:32.090927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:32.091029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:32.091069] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:32.215743] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:32.215912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:32.215956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:32.215986] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:32.219525] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=72.28%)
[2026-02-11T20:25:32.219836] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2026-02-11T20:25:32.219970] [INFO ] [sig       ] KNTK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:32.363408] [INFO ] [LOCAL     ] Saved forecast: KNTK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KNTK.txt
[2026-02-11T20:25:32.363546] [INFO ] [sig       ] [1752/3412] Completed KNTK in 0.3s | 2.79 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-11T20:25:32.363604] [INFO ] [sig       ] [1753/3412] Forecasting KNX...
[2026-02-11T20:25:32.363642] [INFO ] [sig       ] Generating forecast for: KNX
[2026-02-11T20:25:32.363674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2026-02-11T20:25:32.374999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2026-02-11T20:25:32.375340] [INFO ] [FORECASTER] Starting predict_future for KNX
[2026-02-11T20:25:32.376207] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2026-02-11T20:25:32.376260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:32.376302] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:32.376336] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:32.376396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:32.436979] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:32.437813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:32.437900] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:32.437935] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:32.564745] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:32.564907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:32.564947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:32.564977] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:32.568439] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=42.72%)
[2026-02-11T20:25:32.568744] [INFO ] [FORECASTER] Completed predict_future for KNX
[2026-02-11T20:25:32.568878] [INFO ] [sig       ] KNX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:32.719937] [INFO ] [LOCAL     ] Saved forecast: KNX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KNX.txt
[2026-02-11T20:25:32.720124] [INFO ] [sig       ] [1753/3412] Completed KNX in 0.4s | 2.79 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-11T20:25:32.720168] [INFO ] [sig       ] [1754/3412] Forecasting KOD...
[2026-02-11T20:25:32.720202] [INFO ] [sig       ] Generating forecast for: KOD
[2026-02-11T20:25:32.720239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2026-02-11T20:25:32.732254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2026-02-11T20:25:32.732685] [INFO ] [FORECASTER] Starting predict_future for KOD
[2026-02-11T20:25:32.733564] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2026-02-11T20:25:32.733637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:32.733670] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:32.733699] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:32.733757] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:32.795046] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:32.795952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:32.796054] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:32.796097] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:32.924517] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:32.924699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:32.924743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:32.924772] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:32.928496] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=39.84%)
[2026-02-11T20:25:32.928843] [INFO ] [FORECASTER] Completed predict_future for KOD
[2026-02-11T20:25:32.928987] [INFO ] [sig       ] KOD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:33.079844] [INFO ] [LOCAL     ] Saved forecast: KOD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KOD.txt
[2026-02-11T20:25:33.079983] [INFO ] [sig       ] [1754/3412] Completed KOD in 0.4s | 2.79 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-11T20:25:33.080022] [INFO ] [sig       ] [1755/3412] Forecasting KODK...
[2026-02-11T20:25:33.080051] [INFO ] [sig       ] Generating forecast for: KODK
[2026-02-11T20:25:33.080081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2026-02-11T20:25:33.091553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2026-02-11T20:25:33.091884] [INFO ] [FORECASTER] Starting predict_future for KODK
[2026-02-11T20:25:33.092695] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2026-02-11T20:25:33.092747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:33.092778] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:33.092805] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:33.092862] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:33.150409] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:33.151394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:33.151481] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:33.151515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:33.275355] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:33.275515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:33.275556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:33.275603] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:33.281839] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=30.03%)
[2026-02-11T20:25:33.282144] [INFO ] [FORECASTER] Completed predict_future for KODK
[2026-02-11T20:25:33.282475] [INFO ] [sig       ] KODK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:33.446554] [INFO ] [LOCAL     ] Saved forecast: KODK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KODK.txt
[2026-02-11T20:25:33.446742] [INFO ] [sig       ] [1755/3412] Completed KODK in 0.4s | 2.79 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-11T20:25:33.446785] [INFO ] [sig       ] [1756/3412] Forecasting KOF...
[2026-02-11T20:25:33.446816] [INFO ] [sig       ] Generating forecast for: KOF
[2026-02-11T20:25:33.446847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2026-02-11T20:25:33.460135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2026-02-11T20:25:33.460561] [INFO ] [FORECASTER] Starting predict_future for KOF
[2026-02-11T20:25:33.461411] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2026-02-11T20:25:33.461465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:33.461500] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:33.461534] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:33.461635] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:33.521983] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:33.522890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:33.522978] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:33.523018] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:33.648737] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:33.648902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:33.648944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:33.649007] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:33.652604] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=73.27%)
[2026-02-11T20:25:33.652890] [INFO ] [FORECASTER] Completed predict_future for KOF
[2026-02-11T20:25:33.653023] [INFO ] [sig       ] KOF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:33.798803] [INFO ] [LOCAL     ] Saved forecast: KOF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KOF.txt
[2026-02-11T20:25:33.798968] [INFO ] [sig       ] [1756/3412] Completed KOF in 0.4s | 2.79 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-11T20:25:33.799010] [INFO ] [sig       ] [1757/3412] Forecasting KOP...
[2026-02-11T20:25:33.799046] [INFO ] [sig       ] Generating forecast for: KOP
[2026-02-11T20:25:33.799078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2026-02-11T20:25:33.811471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2026-02-11T20:25:33.811825] [INFO ] [FORECASTER] Starting predict_future for KOP
[2026-02-11T20:25:33.812662] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2026-02-11T20:25:33.812716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:33.812775] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:33.812803] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:33.812861] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:33.871792] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:33.872609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:33.872692] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:33.872724] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:33.997988] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:33.998149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:33.998193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:33.998223] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:34.001779] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2026-02-11T20:25:34.002064] [INFO ] [FORECASTER] Completed predict_future for KOP
[2026-02-11T20:25:34.002198] [INFO ] [sig       ] KOP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:34.145428] [INFO ] [LOCAL     ] Saved forecast: KOP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KOP.txt
[2026-02-11T20:25:34.145562] [INFO ] [sig       ] [1757/3412] Completed KOP in 0.3s | 2.79 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-11T20:25:34.145620] [INFO ] [sig       ] [1758/3412] Forecasting KOPN...
[2026-02-11T20:25:34.145650] [INFO ] [sig       ] Generating forecast for: KOPN
[2026-02-11T20:25:34.145681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2026-02-11T20:25:34.158348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2026-02-11T20:25:34.158653] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2026-02-11T20:25:34.159863] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2026-02-11T20:25:34.159915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:34.159946] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:34.159973] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:34.160029] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:34.217591] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:34.218316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:34.218400] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:34.218447] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:34.343837] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:34.344003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:34.344052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:34.344087] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:34.347688] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2026-02-11T20:25:34.347966] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2026-02-11T20:25:34.348111] [INFO ] [sig       ] KOPN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:34.489875] [INFO ] [LOCAL     ] Saved forecast: KOPN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KOPN.txt
[2026-02-11T20:25:34.490031] [INFO ] [sig       ] [1758/3412] Completed KOPN in 0.3s | 2.79 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-11T20:25:34.490072] [INFO ] [sig       ] [1759/3412] Forecasting KOSS...
[2026-02-11T20:25:34.490101] [INFO ] [sig       ] Generating forecast for: KOSS
[2026-02-11T20:25:34.490132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2026-02-11T20:25:34.503737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2026-02-11T20:25:34.504222] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2026-02-11T20:25:34.505327] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2026-02-11T20:25:34.505392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:34.505436] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:34.505478] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:34.505559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:34.567555] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:34.568466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:34.568554] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:34.568613] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:34.687992] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:34.688178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:34.688223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:34.688252] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:34.692238] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: UP (p=59.65%)
[2026-02-11T20:25:34.692733] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2026-02-11T20:25:34.692864] [INFO ] [sig       ] KOSS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:34.846167] [INFO ] [LOCAL     ] Saved forecast: KOSS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KOSS.txt
[2026-02-11T20:25:34.846345] [INFO ] [sig       ] [1759/3412] Completed KOSS in 0.4s | 2.79 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-11T20:25:34.846401] [INFO ] [sig       ] [1760/3412] Forecasting KPRX...
[2026-02-11T20:25:34.846431] [INFO ] [sig       ] Generating forecast for: KPRX
[2026-02-11T20:25:34.846477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2026-02-11T20:25:34.859553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2026-02-11T20:25:34.859890] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2026-02-11T20:25:34.860988] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2026-02-11T20:25:34.861042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:34.861079] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:34.861109] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:34.861195] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:34.920481] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:34.921398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:34.921543] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:34.921603] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:35.040448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:35.040650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:35.040707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:35.040775] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:35.044760] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=17.14%)
[2026-02-11T20:25:35.045062] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2026-02-11T20:25:35.045218] [INFO ] [sig       ] KPRX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:35.193531] [INFO ] [LOCAL     ] Saved forecast: KPRX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KPRX.txt
[2026-02-11T20:25:35.193684] [INFO ] [sig       ] [1760/3412] Completed KPRX in 0.3s | 2.79 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-11T20:25:35.193733] [INFO ] [sig       ] [1761/3412] Forecasting KPTI...
[2026-02-11T20:25:35.193766] [INFO ] [sig       ] Generating forecast for: KPTI
[2026-02-11T20:25:35.193797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2026-02-11T20:25:35.206716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2026-02-11T20:25:35.207029] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2026-02-11T20:25:35.207878] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2026-02-11T20:25:35.207931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:35.207963] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:35.207991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:35.208060] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:35.268230] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:35.269086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:35.269174] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:35.269208] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:35.389491] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:35.389665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:35.389709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:35.389738] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:35.393219] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=28.33%)
[2026-02-11T20:25:35.393524] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2026-02-11T20:25:35.393673] [INFO ] [sig       ] KPTI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:35.535893] [INFO ] [LOCAL     ] Saved forecast: KPTI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KPTI.txt
[2026-02-11T20:25:35.536047] [INFO ] [sig       ] [1761/3412] Completed KPTI in 0.3s | 2.79 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-11T20:25:35.536095] [INFO ] [sig       ] [1762/3412] Forecasting KRC...
[2026-02-11T20:25:35.536131] [INFO ] [sig       ] Generating forecast for: KRC
[2026-02-11T20:25:35.536167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2026-02-11T20:25:35.548110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2026-02-11T20:25:35.548413] [INFO ] [FORECASTER] Starting predict_future for KRC
[2026-02-11T20:25:35.549239] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2026-02-11T20:25:35.549291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:35.549324] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:35.549351] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:35.549409] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:35.607285] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:35.607986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:35.608079] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:35.608118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:35.732718] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:35.732883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:35.732924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:35.732956] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:35.736769] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=44.86%)
[2026-02-11T20:25:35.737091] [INFO ] [FORECASTER] Completed predict_future for KRC
[2026-02-11T20:25:35.737240] [INFO ] [sig       ] KRC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:35.892640] [INFO ] [LOCAL     ] Saved forecast: KRC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KRC.txt
[2026-02-11T20:25:35.892812] [INFO ] [sig       ] [1762/3412] Completed KRC in 0.4s | 2.79 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-11T20:25:35.892872] [INFO ] [sig       ] [1763/3412] Forecasting KREF...
[2026-02-11T20:25:35.892905] [INFO ] [sig       ] Generating forecast for: KREF
[2026-02-11T20:25:35.892938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2026-02-11T20:25:35.905509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2026-02-11T20:25:35.905951] [INFO ] [FORECASTER] Starting predict_future for KREF
[2026-02-11T20:25:35.906831] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2026-02-11T20:25:35.906886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:35.906920] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:35.906947] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:35.907007] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:35.967458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:35.968460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:35.968550] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:35.968610] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:36.088796] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:36.088960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:36.089002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:36.089032] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:36.092501] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=73.28%)
[2026-02-11T20:25:36.092800] [INFO ] [FORECASTER] Completed predict_future for KREF
[2026-02-11T20:25:36.092932] [INFO ] [sig       ] KREF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:36.233208] [INFO ] [LOCAL     ] Saved forecast: KREF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KREF.txt
[2026-02-11T20:25:36.233340] [INFO ] [sig       ] [1763/3412] Completed KREF in 0.3s | 2.79 sym/s | Total: 10.5m | ETA: 9.8m
[2026-02-11T20:25:36.233380] [INFO ] [sig       ] [1764/3412] Forecasting KRG...
[2026-02-11T20:25:36.233408] [INFO ] [sig       ] Generating forecast for: KRG
[2026-02-11T20:25:36.233446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2026-02-11T20:25:36.246026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2026-02-11T20:25:36.246310] [INFO ] [FORECASTER] Starting predict_future for KRG
[2026-02-11T20:25:36.247543] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2026-02-11T20:25:36.247623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:36.247656] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:36.247682] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:36.247738] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:36.308623] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:36.309442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:36.309540] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:36.309594] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:36.432293] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:36.432461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:36.432503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:36.432533] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:36.435995] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=70.88%)
[2026-02-11T20:25:36.436299] [INFO ] [FORECASTER] Completed predict_future for KRG
[2026-02-11T20:25:36.436639] [INFO ] [sig       ] KRG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:36.576989] [INFO ] [LOCAL     ] Saved forecast: KRG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KRG.txt
[2026-02-11T20:25:36.577174] [INFO ] [sig       ] [1764/3412] Completed KRG in 0.3s | 2.79 sym/s | Total: 10.5m | ETA: 9.8m
[2026-02-11T20:25:36.577226] [INFO ] [sig       ] [1765/3412] Forecasting KRMD...
[2026-02-11T20:25:36.577258] [INFO ] [sig       ] Generating forecast for: KRMD
[2026-02-11T20:25:36.577299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2026-02-11T20:25:36.589768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2026-02-11T20:25:36.590116] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2026-02-11T20:25:36.591108] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2026-02-11T20:25:36.591162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:36.591193] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:36.591220] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:36.591277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:36.649302] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:36.650224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:36.650316] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:36.650349] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:36.768005] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:36.768166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:36.768209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:36.768237] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:36.771753] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=51.41%)
[2026-02-11T20:25:36.772034] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2026-02-11T20:25:36.772164] [INFO ] [sig       ] KRMD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:36.914564] [INFO ] [LOCAL     ] Saved forecast: KRMD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KRMD.txt
[2026-02-11T20:25:36.914754] [INFO ] [sig       ] [1765/3412] Completed KRMD in 0.3s | 2.79 sym/s | Total: 10.5m | ETA: 9.8m
[2026-02-11T20:25:36.914794] [INFO ] [sig       ] [1766/3412] Forecasting KRNY...
[2026-02-11T20:25:36.914824] [INFO ] [sig       ] Generating forecast for: KRNY
[2026-02-11T20:25:36.914853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2026-02-11T20:25:36.926919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2026-02-11T20:25:36.927233] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2026-02-11T20:25:36.928068] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2026-02-11T20:25:36.928124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:36.928156] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:36.928181] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:36.928237] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:36.987631] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:36.988598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:36.988689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:36.988722] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:37.110709] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:37.110871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:37.110918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:37.110948] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:37.114532] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=87.72%)
[2026-02-11T20:25:37.114842] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2026-02-11T20:25:37.114975] [INFO ] [sig       ] KRNY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:37.256008] [INFO ] [LOCAL     ] Saved forecast: KRNY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KRNY.txt
[2026-02-11T20:25:37.256183] [INFO ] [sig       ] [1766/3412] Completed KRNY in 0.3s | 2.79 sym/s | Total: 10.5m | ETA: 9.8m
[2026-02-11T20:25:37.256238] [INFO ] [sig       ] [1767/3412] Forecasting KRO...
[2026-02-11T20:25:37.256268] [INFO ] [sig       ] Generating forecast for: KRO
[2026-02-11T20:25:37.256299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2026-02-11T20:25:37.268745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2026-02-11T20:25:37.269104] [INFO ] [FORECASTER] Starting predict_future for KRO
[2026-02-11T20:25:37.269943] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2026-02-11T20:25:37.269995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:37.270026] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:37.270053] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:37.270109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:37.328311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:37.329114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:37.329227] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:37.329262] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:37.449008] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:37.449165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:37.449207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:37.449237] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:37.452717] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2026-02-11T20:25:37.452991] [INFO ] [FORECASTER] Completed predict_future for KRO
[2026-02-11T20:25:37.453119] [INFO ] [sig       ] KRO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:37.594928] [INFO ] [LOCAL     ] Saved forecast: KRO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KRO.txt
[2026-02-11T20:25:37.595066] [INFO ] [sig       ] [1767/3412] Completed KRO in 0.3s | 2.79 sym/s | Total: 10.5m | ETA: 9.8m
[2026-02-11T20:25:37.595105] [INFO ] [sig       ] [1768/3412] Forecasting KROS...
[2026-02-11T20:25:37.595136] [INFO ] [sig       ] Generating forecast for: KROS
[2026-02-11T20:25:37.595165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2026-02-11T20:25:37.607118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2026-02-11T20:25:37.607459] [INFO ] [FORECASTER] Starting predict_future for KROS
[2026-02-11T20:25:37.608338] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2026-02-11T20:25:37.608390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:37.608422] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:37.608449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:37.608505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:37.668543] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:37.669512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:37.669630] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:37.669668] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:37.791420] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:37.791601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:37.791652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:37.791680] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:37.795227] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=18.16%)
[2026-02-11T20:25:37.795518] [INFO ] [FORECASTER] Completed predict_future for KROS
[2026-02-11T20:25:37.795672] [INFO ] [sig       ] KROS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:37.939282] [INFO ] [LOCAL     ] Saved forecast: KROS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KROS.txt
[2026-02-11T20:25:37.939414] [INFO ] [sig       ] [1768/3412] Completed KROS in 0.3s | 2.79 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-11T20:25:37.939460] [INFO ] [sig       ] [1769/3412] Forecasting KRRO...
[2026-02-11T20:25:37.939491] [INFO ] [sig       ] Generating forecast for: KRRO
[2026-02-11T20:25:37.939522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2026-02-11T20:25:37.952797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2026-02-11T20:25:37.953229] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2026-02-11T20:25:37.954318] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2026-02-11T20:25:37.954386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:37.954427] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:37.954462] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:37.954544] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:38.014016] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:38.014884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:38.015002] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:38.015037] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:38.139858] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:38.140049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:38.140093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:38.140125] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:38.143812] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2026-02-11T20:25:38.144152] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2026-02-11T20:25:38.144317] [INFO ] [sig       ] KRRO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:38.301053] [INFO ] [LOCAL     ] Saved forecast: KRRO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KRRO.txt
[2026-02-11T20:25:38.301253] [INFO ] [sig       ] [1769/3412] Completed KRRO in 0.4s | 2.79 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-11T20:25:38.301307] [INFO ] [sig       ] [1770/3412] Forecasting KRUS...
[2026-02-11T20:25:38.301339] [INFO ] [sig       ] Generating forecast for: KRUS
[2026-02-11T20:25:38.301370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2026-02-11T20:25:38.314955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2026-02-11T20:25:38.315414] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2026-02-11T20:25:38.316352] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2026-02-11T20:25:38.316408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:38.316442] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:38.316472] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:38.316555] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:38.382696] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:38.383809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:38.383924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:38.383973] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:38.534568] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:38.534802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:38.534873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:38.534923] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:38.541019] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2026-02-11T20:25:38.541565] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2026-02-11T20:25:38.541816] [INFO ] [sig       ] KRUS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:38.776458] [INFO ] [LOCAL     ] Saved forecast: KRUS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KRUS.txt
[2026-02-11T20:25:38.778906] [INFO ] [sig       ] [1770/3412] Completed KRUS in 0.5s | 2.79 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-11T20:25:38.778992] [INFO ] [sig       ] [1771/3412] Forecasting KRYS...
[2026-02-11T20:25:38.779051] [INFO ] [sig       ] Generating forecast for: KRYS
[2026-02-11T20:25:38.779105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2026-02-11T20:25:38.819568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2026-02-11T20:25:38.823497] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2026-02-11T20:25:38.824978] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2026-02-11T20:25:38.825051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:38.825086] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:38.825113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:38.825177] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:38.910458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:38.911791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:38.911924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:38.911979] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:39.087527] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:39.087766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:39.087836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:39.087887] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:39.093392] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: UP (p=99.88%)
[2026-02-11T20:25:39.093964] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2026-02-11T20:25:39.094201] [INFO ] [sig       ] KRYS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:39.314192] [INFO ] [LOCAL     ] Saved forecast: KRYS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KRYS.txt
[2026-02-11T20:25:39.314436] [INFO ] [sig       ] [1771/3412] Completed KRYS in 0.5s | 2.79 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-11T20:25:39.314505] [INFO ] [sig       ] [1772/3412] Forecasting KSCP...
[2026-02-11T20:25:39.314560] [INFO ] [sig       ] Generating forecast for: KSCP
[2026-02-11T20:25:39.314638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2026-02-11T20:25:39.336705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2026-02-11T20:25:39.337236] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2026-02-11T20:25:39.338548] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2026-02-11T20:25:39.338644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:39.338700] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:39.338750] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:39.338843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:39.403885] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:39.404910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:39.405018] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:39.405055] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:39.535239] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:39.535424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:39.535474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:39.535503] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:39.539340] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=45.02%)
[2026-02-11T20:25:39.539795] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2026-02-11T20:25:39.539969] [INFO ] [sig       ] KSCP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:39.692191] [INFO ] [LOCAL     ] Saved forecast: KSCP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KSCP.txt
[2026-02-11T20:25:39.692362] [INFO ] [sig       ] [1772/3412] Completed KSCP in 0.4s | 2.79 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-11T20:25:39.692404] [INFO ] [sig       ] [1773/3412] Forecasting KSPI...
[2026-02-11T20:25:39.692436] [INFO ] [sig       ] Generating forecast for: KSPI
[2026-02-11T20:25:39.692466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2026-02-11T20:25:39.704323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2026-02-11T20:25:39.704669] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2026-02-11T20:25:39.705515] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2026-02-11T20:25:39.705610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:39.705660] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:39.705699] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:39.705761] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:39.764916] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:39.765967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:39.766054] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:39.766087] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:39.894420] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:39.894794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:39.894839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:39.894870] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:39.898943] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=43.37%)
[2026-02-11T20:25:39.899249] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2026-02-11T20:25:39.899393] [INFO ] [sig       ] KSPI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:40.047379] [INFO ] [LOCAL     ] Saved forecast: KSPI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KSPI.txt
[2026-02-11T20:25:40.047539] [INFO ] [sig       ] [1773/3412] Completed KSPI in 0.4s | 2.79 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-11T20:25:40.047599] [INFO ] [sig       ] [1774/3412] Forecasting KSS...
[2026-02-11T20:25:40.047632] [INFO ] [sig       ] Generating forecast for: KSS
[2026-02-11T20:25:40.047662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2026-02-11T20:25:40.060462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2026-02-11T20:25:40.060874] [INFO ] [FORECASTER] Starting predict_future for KSS
[2026-02-11T20:25:40.061697] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2026-02-11T20:25:40.061750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:40.061810] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:40.061839] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:40.061897] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:40.119587] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:40.120465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:40.120551] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:40.120604] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:40.239494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:40.239677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:40.239727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:40.239759] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:40.243312] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2026-02-11T20:25:40.243625] [INFO ] [FORECASTER] Completed predict_future for KSS
[2026-02-11T20:25:40.243761] [INFO ] [sig       ] KSS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:40.386692] [INFO ] [LOCAL     ] Saved forecast: KSS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KSS.txt
[2026-02-11T20:25:40.386853] [INFO ] [sig       ] [1774/3412] Completed KSS in 0.3s | 2.79 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-11T20:25:40.386893] [INFO ] [sig       ] [1775/3412] Forecasting KTB...
[2026-02-11T20:25:40.386924] [INFO ] [sig       ] Generating forecast for: KTB
[2026-02-11T20:25:40.386955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2026-02-11T20:25:40.398818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2026-02-11T20:25:40.399260] [INFO ] [FORECASTER] Starting predict_future for KTB
[2026-02-11T20:25:40.400152] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2026-02-11T20:25:40.400205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:40.400237] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:40.400264] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:40.400322] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:40.460219] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:40.461119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:40.461214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:40.461254] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:40.584516] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:40.584672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:40.584712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:40.584741] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:40.588111] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=68.91%)
[2026-02-11T20:25:40.588388] [INFO ] [FORECASTER] Completed predict_future for KTB
[2026-02-11T20:25:40.588517] [INFO ] [sig       ] KTB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:40.731807] [INFO ] [LOCAL     ] Saved forecast: KTB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KTB.txt
[2026-02-11T20:25:40.731954] [INFO ] [sig       ] [1775/3412] Completed KTB in 0.3s | 2.79 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-11T20:25:40.731994] [INFO ] [sig       ] [1776/3412] Forecasting KTCC...
[2026-02-11T20:25:40.732023] [INFO ] [sig       ] Generating forecast for: KTCC
[2026-02-11T20:25:40.732052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2026-02-11T20:25:40.745291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2026-02-11T20:25:40.745923] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2026-02-11T20:25:40.746967] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2026-02-11T20:25:40.747022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:40.747057] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:40.747085] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:40.747157] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:40.805736] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:40.806668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:40.806774] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:40.806806] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:40.920800] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:40.920961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:40.921003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:40.921036] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:40.924553] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=24.36%)
[2026-02-11T20:25:40.924845] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2026-02-11T20:25:40.924974] [INFO ] [sig       ] KTCC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:41.069923] [INFO ] [LOCAL     ] Saved forecast: KTCC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KTCC.txt
[2026-02-11T20:25:41.070044] [INFO ] [sig       ] [1776/3412] Completed KTCC in 0.3s | 2.79 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-11T20:25:41.070089] [INFO ] [sig       ] [1777/3412] Forecasting KTF...
[2026-02-11T20:25:41.070119] [INFO ] [sig       ] Generating forecast for: KTF
[2026-02-11T20:25:41.070153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2026-02-11T20:25:41.081609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2026-02-11T20:25:41.081877] [INFO ] [FORECASTER] Starting predict_future for KTF
[2026-02-11T20:25:41.082673] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2026-02-11T20:25:41.082731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:41.082763] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:41.082789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:41.082846] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:41.142866] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:41.143809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:41.143900] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:41.143936] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:41.267877] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:41.268043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:41.268085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:41.268145] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:41.271962] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=13.38%)
[2026-02-11T20:25:41.272242] [INFO ] [FORECASTER] Completed predict_future for KTF
[2026-02-11T20:25:41.272370] [INFO ] [sig       ] KTF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:41.420886] [INFO ] [LOCAL     ] Saved forecast: KTF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KTF.txt
[2026-02-11T20:25:41.421030] [INFO ] [sig       ] [1777/3412] Completed KTF in 0.4s | 2.79 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-11T20:25:41.421069] [INFO ] [sig       ] [1778/3412] Forecasting KURA...
[2026-02-11T20:25:41.421099] [INFO ] [sig       ] Generating forecast for: KURA
[2026-02-11T20:25:41.421130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2026-02-11T20:25:41.432510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2026-02-11T20:25:41.432778] [INFO ] [FORECASTER] Starting predict_future for KURA
[2026-02-11T20:25:41.433610] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2026-02-11T20:25:41.433661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:41.433692] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:41.433719] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:41.433775] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:41.491707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:41.492326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:41.492410] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:41.492441] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:41.611961] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:41.612125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:41.612166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:41.612195] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:41.615703] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2026-02-11T20:25:41.615993] [INFO ] [FORECASTER] Completed predict_future for KURA
[2026-02-11T20:25:41.616120] [INFO ] [sig       ] KURA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:41.757960] [INFO ] [LOCAL     ] Saved forecast: KURA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KURA.txt
[2026-02-11T20:25:41.758094] [INFO ] [sig       ] [1778/3412] Completed KURA in 0.3s | 2.79 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-11T20:25:41.758133] [INFO ] [sig       ] [1779/3412] Forecasting KVHI...
[2026-02-11T20:25:41.758170] [INFO ] [sig       ] Generating forecast for: KVHI
[2026-02-11T20:25:41.758200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2026-02-11T20:25:41.769613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2026-02-11T20:25:41.769873] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2026-02-11T20:25:41.770674] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2026-02-11T20:25:41.770726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:41.770758] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:41.770784] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:41.770842] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:41.828692] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:41.829373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:41.829456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:41.829488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:41.943324] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:41.943493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:41.943536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:41.943566] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:41.947048] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2026-02-11T20:25:41.947322] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2026-02-11T20:25:41.947449] [INFO ] [sig       ] KVHI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:42.088546] [INFO ] [LOCAL     ] Saved forecast: KVHI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KVHI.txt
[2026-02-11T20:25:42.088695] [INFO ] [sig       ] [1779/3412] Completed KVHI in 0.3s | 2.79 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-11T20:25:42.088734] [INFO ] [sig       ] [1780/3412] Forecasting KVUE...
[2026-02-11T20:25:42.088764] [INFO ] [sig       ] Generating forecast for: KVUE
[2026-02-11T20:25:42.088795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2026-02-11T20:25:42.100035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2026-02-11T20:25:42.100343] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2026-02-11T20:25:42.101329] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2026-02-11T20:25:42.101382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:42.101414] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:42.101440] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:42.101496] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:42.158711] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:42.159570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:42.159678] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:42.159710] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:42.274454] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:42.274631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:42.274692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:42.274722] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:42.278186] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=43.81%)
[2026-02-11T20:25:42.278499] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2026-02-11T20:25:42.278653] [INFO ] [sig       ] KVUE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:42.420471] [INFO ] [LOCAL     ] Saved forecast: KVUE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KVUE.txt
[2026-02-11T20:25:42.420657] [INFO ] [sig       ] [1780/3412] Completed KVUE in 0.3s | 2.79 sym/s | Total: 10.6m | ETA: 9.7m
[2026-02-11T20:25:42.420699] [INFO ] [sig       ] [1781/3412] Forecasting KVYO...
[2026-02-11T20:25:42.420729] [INFO ] [sig       ] Generating forecast for: KVYO
[2026-02-11T20:25:42.420758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2026-02-11T20:25:42.432448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2026-02-11T20:25:42.432897] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2026-02-11T20:25:42.433763] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2026-02-11T20:25:42.433818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:42.433852] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:42.433880] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:42.433939] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:42.494309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:42.495244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:42.495340] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:42.495375] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:42.624057] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:42.624230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:42.624282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:42.624321] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:42.627982] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=88.41%)
[2026-02-11T20:25:42.628273] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2026-02-11T20:25:42.628410] [INFO ] [sig       ] KVYO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:42.778751] [INFO ] [LOCAL     ] Saved forecast: KVYO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KVYO.txt
[2026-02-11T20:25:42.778889] [INFO ] [sig       ] [1781/3412] Completed KVYO in 0.4s | 2.79 sym/s | Total: 10.6m | ETA: 9.7m
[2026-02-11T20:25:42.778929] [INFO ] [sig       ] [1782/3412] Forecasting KYN...
[2026-02-11T20:25:42.778959] [INFO ] [sig       ] Generating forecast for: KYN
[2026-02-11T20:25:42.778990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2026-02-11T20:25:42.790438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2026-02-11T20:25:42.790911] [INFO ] [FORECASTER] Starting predict_future for KYN
[2026-02-11T20:25:42.791748] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2026-02-11T20:25:42.791799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:42.791831] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:42.791858] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:42.791913] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:42.849872] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:42.850514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:42.850610] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:42.850645] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:42.965961] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:42.966072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:42.966109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:42.966138] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:42.969584] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2026-02-11T20:25:42.969852] [INFO ] [FORECASTER] Completed predict_future for KYN
[2026-02-11T20:25:42.969978] [INFO ] [sig       ] KYN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:43.110112] [INFO ] [LOCAL     ] Saved forecast: KYN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/KYN.txt
[2026-02-11T20:25:43.110229] [INFO ] [sig       ] [1782/3412] Completed KYN in 0.3s | 2.79 sym/s | Total: 10.6m | ETA: 9.7m
[2026-02-11T20:25:43.110266] [INFO ] [sig       ] [1783/3412] Forecasting KYTX...
[2026-02-11T20:25:43.110296] [INFO ] [sig       ] Generating forecast for: KYTX
[2026-02-11T20:25:43.110325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2026-02-11T20:25:43.121731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2026-02-11T20:25:43.121986] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2026-02-11T20:25:43.122790] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2026-02-11T20:25:43.122841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:43.122873] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:43.122899] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:43.122956] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:43.179974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:43.180595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:43.180675] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:43.180707] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:43.299230] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:43.299403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:43.299444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:43.299474] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:43.302898] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=11.69%)
[2026-02-11T20:25:43.303172] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2026-02-11T20:25:43.303303] [INFO ] [sig       ] KYTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:43.443944] [INFO ] [LOCAL     ] Saved forecast: KYTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KYTX.txt
[2026-02-11T20:25:43.444073] [INFO ] [sig       ] [1783/3412] Completed KYTX in 0.3s | 2.79 sym/s | Total: 10.6m | ETA: 9.7m
[2026-02-11T20:25:43.444110] [INFO ] [sig       ] [1784/3412] Forecasting KZIA...
[2026-02-11T20:25:43.444138] [INFO ] [sig       ] Generating forecast for: KZIA
[2026-02-11T20:25:43.444168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2026-02-11T20:25:43.455095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2026-02-11T20:25:43.455396] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2026-02-11T20:25:43.456215] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2026-02-11T20:25:43.456267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:43.456309] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:43.456338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:43.456395] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:43.515688] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:43.516357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:43.516466] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:43.516500] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:43.637294] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:43.637685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:43.637736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:43.637765] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:43.641737] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2026-02-11T20:25:43.642035] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2026-02-11T20:25:43.642169] [INFO ] [sig       ] KZIA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:43.784324] [INFO ] [LOCAL     ] Saved forecast: KZIA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/KZIA.txt
[2026-02-11T20:25:43.784490] [INFO ] [sig       ] [1784/3412] Completed KZIA in 0.3s | 2.79 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-11T20:25:43.784529] [INFO ] [sig       ] [1785/3412] Forecasting L...
[2026-02-11T20:25:43.784560] [INFO ] [sig       ] Generating forecast for: L
[2026-02-11T20:25:43.784612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2026-02-11T20:25:43.796726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2026-02-11T20:25:43.797020] [INFO ] [FORECASTER] Starting predict_future for L
[2026-02-11T20:25:43.798061] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2026-02-11T20:25:43.798114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:43.798145] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:43.798172] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:43.798229] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:43.857140] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:43.857843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:43.857925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:43.857957] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:43.977731] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:43.977894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:43.977938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:43.977968] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:43.981489] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=30.40%)
[2026-02-11T20:25:43.981959] [INFO ] [FORECASTER] Completed predict_future for L
[2026-02-11T20:25:43.982089] [INFO ] [sig       ] L: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:44.125038] [INFO ] [LOCAL     ] Saved forecast: L	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/L.txt
[2026-02-11T20:25:44.125192] [INFO ] [sig       ] [1785/3412] Completed L in 0.3s | 2.79 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-11T20:25:44.125259] [INFO ] [sig       ] [1786/3412] Forecasting LAB...
[2026-02-11T20:25:44.125297] [INFO ] [sig       ] Generating forecast for: LAB
[2026-02-11T20:25:44.125336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2026-02-11T20:25:44.138722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2026-02-11T20:25:44.139060] [INFO ] [FORECASTER] Starting predict_future for LAB
[2026-02-11T20:25:44.139946] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2026-02-11T20:25:44.139999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:44.140030] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:44.140056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:44.140113] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:44.201943] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:44.202856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:44.202948] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:44.202983] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:44.333142] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:44.333305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:44.333347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:44.333375] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:44.337158] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2026-02-11T20:25:44.337436] [INFO ] [FORECASTER] Completed predict_future for LAB
[2026-02-11T20:25:44.337616] [INFO ] [sig       ] LAB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:44.485078] [INFO ] [LOCAL     ] Saved forecast: LAB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LAB.txt
[2026-02-11T20:25:44.485225] [INFO ] [sig       ] [1786/3412] Completed LAB in 0.4s | 2.79 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-11T20:25:44.485264] [INFO ] [sig       ] [1787/3412] Forecasting LAC...
[2026-02-11T20:25:44.485293] [INFO ] [sig       ] Generating forecast for: LAC
[2026-02-11T20:25:44.485323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2026-02-11T20:25:44.497847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2026-02-11T20:25:44.498219] [INFO ] [FORECASTER] Starting predict_future for LAC
[2026-02-11T20:25:44.499252] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2026-02-11T20:25:44.499305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:44.499337] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:44.499363] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:44.499418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:44.562819] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:44.563657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:44.563745] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:44.563777] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:44.692712] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:44.692872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:44.692915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:44.692945] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:44.696528] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=63.36%)
[2026-02-11T20:25:44.696850] [INFO ] [FORECASTER] Completed predict_future for LAC
[2026-02-11T20:25:44.696987] [INFO ] [sig       ] LAC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:44.844839] [INFO ] [LOCAL     ] Saved forecast: LAC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LAC.txt
[2026-02-11T20:25:44.845060] [INFO ] [sig       ] [1787/3412] Completed LAC in 0.4s | 2.79 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-11T20:25:44.845102] [INFO ] [sig       ] [1788/3412] Forecasting LAD...
[2026-02-11T20:25:44.845156] [INFO ] [sig       ] Generating forecast for: LAD
[2026-02-11T20:25:44.845188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2026-02-11T20:25:44.857011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2026-02-11T20:25:44.857421] [INFO ] [FORECASTER] Starting predict_future for LAD
[2026-02-11T20:25:44.858368] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2026-02-11T20:25:44.858423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:44.858456] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:44.858484] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:44.858543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:44.919272] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:44.920231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:44.920316] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:44.920349] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:45.037930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:45.038090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:45.038134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:45.038165] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:45.042475] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2026-02-11T20:25:45.042774] [INFO ] [FORECASTER] Completed predict_future for LAD
[2026-02-11T20:25:45.042904] [INFO ] [sig       ] LAD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:45.192401] [INFO ] [LOCAL     ] Saved forecast: LAD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LAD.txt
[2026-02-11T20:25:45.192551] [INFO ] [sig       ] [1788/3412] Completed LAD in 0.3s | 2.79 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-11T20:25:45.192610] [INFO ] [sig       ] [1789/3412] Forecasting LAES...
[2026-02-11T20:25:45.192642] [INFO ] [sig       ] Generating forecast for: LAES
[2026-02-11T20:25:45.192673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2026-02-11T20:25:45.204783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2026-02-11T20:25:45.205132] [INFO ] [FORECASTER] Starting predict_future for LAES
[2026-02-11T20:25:45.206115] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2026-02-11T20:25:45.206167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:45.206197] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:45.206223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:45.206280] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:45.267839] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:45.268819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:45.268928] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:45.268963] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:45.396371] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:45.396527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:45.396584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:45.396616] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:45.400362] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=22.88%)
[2026-02-11T20:25:45.400844] [INFO ] [FORECASTER] Completed predict_future for LAES
[2026-02-11T20:25:45.400978] [INFO ] [sig       ] LAES: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:45.544517] [INFO ] [LOCAL     ] Saved forecast: LAES	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LAES.txt
[2026-02-11T20:25:45.544696] [INFO ] [sig       ] [1789/3412] Completed LAES in 0.4s | 2.79 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-11T20:25:45.544749] [INFO ] [sig       ] [1790/3412] Forecasting LAND...
[2026-02-11T20:25:45.544792] [INFO ] [sig       ] Generating forecast for: LAND
[2026-02-11T20:25:45.544826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2026-02-11T20:25:45.556981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2026-02-11T20:25:45.557308] [INFO ] [FORECASTER] Starting predict_future for LAND
[2026-02-11T20:25:45.558160] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2026-02-11T20:25:45.558212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:45.558245] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:45.558276] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:45.558346] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:45.619206] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:45.620135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:45.620229] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:45.620262] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:45.743323] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:45.743700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:45.743744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:45.743773] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:45.747706] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2026-02-11T20:25:45.748012] [INFO ] [FORECASTER] Completed predict_future for LAND
[2026-02-11T20:25:45.748147] [INFO ] [sig       ] LAND: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:45.906103] [INFO ] [LOCAL     ] Saved forecast: LAND	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LAND.txt
[2026-02-11T20:25:45.906259] [INFO ] [sig       ] [1790/3412] Completed LAND in 0.4s | 2.79 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-11T20:25:45.906306] [INFO ] [sig       ] [1791/3412] Forecasting LANDO...
[2026-02-11T20:25:45.906342] [INFO ] [sig       ] Generating forecast for: LANDO
[2026-02-11T20:25:45.906380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2026-02-11T20:25:45.917879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2026-02-11T20:25:45.918197] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2026-02-11T20:25:45.919047] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2026-02-11T20:25:45.919100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:45.919175] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:45.919204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:45.919262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:45.978028] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:45.978928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:45.979014] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:45.979046] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:46.085849] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:46.086005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:46.086046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:46.086090] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:46.090530] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: DOWN (p=28.48%)
[2026-02-11T20:25:46.091071] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2026-02-11T20:25:46.091233] [INFO ] [sig       ] LANDO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:46.243384] [INFO ] [LOCAL     ] Saved forecast: LANDO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LANDO.txt
[2026-02-11T20:25:46.243776] [INFO ] [sig       ] [1791/3412] Completed LANDO in 0.3s | 2.79 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-11T20:25:46.243820] [INFO ] [sig       ] [1792/3412] Forecasting LANDP...
[2026-02-11T20:25:46.243851] [INFO ] [sig       ] Generating forecast for: LANDP
[2026-02-11T20:25:46.243881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2026-02-11T20:25:46.257045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2026-02-11T20:25:46.257422] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2026-02-11T20:25:46.258281] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2026-02-11T20:25:46.258333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:46.258366] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:46.258392] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:46.258449] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:46.318096] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:46.319099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:46.319183] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:46.319216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:46.437341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:46.437521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:46.437766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:46.437799] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:46.441755] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: DOWN (p=47.81%)
[2026-02-11T20:25:46.442036] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2026-02-11T20:25:46.442168] [INFO ] [sig       ] LANDP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:46.592234] [INFO ] [LOCAL     ] Saved forecast: LANDP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LANDP.txt
[2026-02-11T20:25:46.592394] [INFO ] [sig       ] [1792/3412] Completed LANDP in 0.3s | 2.79 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-11T20:25:46.592434] [INFO ] [sig       ] [1793/3412] Forecasting LAZ...
[2026-02-11T20:25:46.592464] [INFO ] [sig       ] Generating forecast for: LAZ
[2026-02-11T20:25:46.592494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2026-02-11T20:25:46.605145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2026-02-11T20:25:46.605509] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2026-02-11T20:25:46.606368] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2026-02-11T20:25:46.606434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:46.606470] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:46.606498] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:46.606557] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:46.666887] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:46.667627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:46.667712] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:46.667758] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:46.801303] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:46.801467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:46.801511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:46.801541] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:46.805306] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=31.28%)
[2026-02-11T20:25:46.805630] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2026-02-11T20:25:46.805775] [INFO ] [sig       ] LAZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:46.963152] [INFO ] [LOCAL     ] Saved forecast: LAZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LAZ.txt
[2026-02-11T20:25:46.963308] [INFO ] [sig       ] [1793/3412] Completed LAZ in 0.4s | 2.79 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-11T20:25:46.963348] [INFO ] [sig       ] [1794/3412] Forecasting LBRDA...
[2026-02-11T20:25:46.963379] [INFO ] [sig       ] Generating forecast for: LBRDA
[2026-02-11T20:25:46.963410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2026-02-11T20:25:46.975927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2026-02-11T20:25:46.976286] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2026-02-11T20:25:46.977138] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2026-02-11T20:25:46.977193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:46.977226] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:46.977254] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:46.977314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:47.035747] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:47.036490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:47.036593] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:47.036630] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:47.160735] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:47.160899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:47.160942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:47.161004] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:47.164747] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=20.66%)
[2026-02-11T20:25:47.165038] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2026-02-11T20:25:47.165174] [INFO ] [sig       ] LBRDA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:47.310412] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LBRDA.txt
[2026-02-11T20:25:47.310591] [INFO ] [sig       ] [1794/3412] Completed LBRDA in 0.3s | 2.79 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-11T20:25:47.310634] [INFO ] [sig       ] [1795/3412] Forecasting LBRDK...
[2026-02-11T20:25:47.310663] [INFO ] [sig       ] Generating forecast for: LBRDK
[2026-02-11T20:25:47.310693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2026-02-11T20:25:47.323553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2026-02-11T20:25:47.324059] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2026-02-11T20:25:47.325022] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2026-02-11T20:25:47.325080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:47.325115] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:47.325157] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:47.325217] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:47.385312] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:47.386441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:47.386531] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:47.386565] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:47.516459] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:47.516632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:47.516675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:47.516705] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:47.520169] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=92.28%)
[2026-02-11T20:25:47.520473] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2026-02-11T20:25:47.520657] [INFO ] [sig       ] LBRDK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:47.668003] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LBRDK.txt
[2026-02-11T20:25:47.668141] [INFO ] [sig       ] [1795/3412] Completed LBRDK in 0.4s | 2.79 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-11T20:25:47.668180] [INFO ] [sig       ] [1796/3412] Forecasting LBTYA...
[2026-02-11T20:25:47.668209] [INFO ] [sig       ] Generating forecast for: LBTYA
[2026-02-11T20:25:47.668239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2026-02-11T20:25:47.684566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2026-02-11T20:25:47.685089] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2026-02-11T20:25:47.686244] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2026-02-11T20:25:47.686317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:47.686364] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:47.686407] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:47.686495] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:47.757443] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:47.758449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:47.758547] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:47.758602] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:47.880768] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:47.880938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:47.880978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:47.881009] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:47.884802] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: DOWN (p=17.13%)
[2026-02-11T20:25:47.885323] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2026-02-11T20:25:47.885463] [INFO ] [sig       ] LBTYA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:48.051421] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LBTYA.txt
[2026-02-11T20:25:48.051635] [INFO ] [sig       ] [1796/3412] Completed LBTYA in 0.4s | 2.79 sym/s | Total: 10.7m | ETA: 9.6m
[2026-02-11T20:25:48.051690] [INFO ] [sig       ] [1797/3412] Forecasting LBTYK...
[2026-02-11T20:25:48.051725] [INFO ] [sig       ] Generating forecast for: LBTYK
[2026-02-11T20:25:48.051760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2026-02-11T20:25:48.065175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2026-02-11T20:25:48.065617] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2026-02-11T20:25:48.066503] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2026-02-11T20:25:48.066559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:48.066629] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:48.066665] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:48.066726] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:48.127639] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:48.128631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:48.128725] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:48.128760] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:48.249994] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:48.250170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:48.250214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:48.250244] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:48.253890] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: DOWN (p=26.21%)
[2026-02-11T20:25:48.254206] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2026-02-11T20:25:48.254355] [INFO ] [sig       ] LBTYK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:48.407165] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LBTYK.txt
[2026-02-11T20:25:48.407330] [INFO ] [sig       ] [1797/3412] Completed LBTYK in 0.4s | 2.79 sym/s | Total: 10.7m | ETA: 9.6m
[2026-02-11T20:25:48.407377] [INFO ] [sig       ] [1798/3412] Forecasting LC...
[2026-02-11T20:25:48.407414] [INFO ] [sig       ] Generating forecast for: LC
[2026-02-11T20:25:48.407508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2026-02-11T20:25:48.419181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2026-02-11T20:25:48.419540] [INFO ] [FORECASTER] Starting predict_future for LC
[2026-02-11T20:25:48.420363] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2026-02-11T20:25:48.420416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:48.420449] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:48.420476] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:48.420532] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:48.477378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:48.478296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:48.478382] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:48.478415] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:48.598507] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:48.598691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:48.598734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:48.598763] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:48.602192] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=17.57%)
[2026-02-11T20:25:48.602514] [INFO ] [FORECASTER] Completed predict_future for LC
[2026-02-11T20:25:48.602669] [INFO ] [sig       ] LC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:48.747043] [INFO ] [LOCAL     ] Saved forecast: LC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LC.txt
[2026-02-11T20:25:48.747200] [INFO ] [sig       ] [1798/3412] Completed LC in 0.3s | 2.79 sym/s | Total: 10.7m | ETA: 9.6m
[2026-02-11T20:25:48.747240] [INFO ] [sig       ] [1799/3412] Forecasting LCFY...
[2026-02-11T20:25:48.747277] [INFO ] [sig       ] Generating forecast for: LCFY
[2026-02-11T20:25:48.747308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2026-02-11T20:25:48.760264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2026-02-11T20:25:48.760710] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2026-02-11T20:25:48.761551] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2026-02-11T20:25:48.761808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:48.761840] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:48.761866] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:48.761923] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:48.820935] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:48.821768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:48.821852] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:48.821884] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:48.936839] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:48.937002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:48.937042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:48.937071] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:48.940592] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2026-02-11T20:25:48.940865] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2026-02-11T20:25:48.940993] [INFO ] [sig       ] LCFY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:49.086978] [INFO ] [LOCAL     ] Saved forecast: LCFY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LCFY.txt
[2026-02-11T20:25:49.087135] [INFO ] [sig       ] [1799/3412] Completed LCFY in 0.3s | 2.79 sym/s | Total: 10.7m | ETA: 9.6m
[2026-02-11T20:25:49.087176] [INFO ] [sig       ] [1800/3412] Forecasting LCID...
[2026-02-11T20:25:49.087207] [INFO ] [sig       ] Generating forecast for: LCID
[2026-02-11T20:25:49.087237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2026-02-11T20:25:49.099059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2026-02-11T20:25:49.099343] [INFO ] [FORECASTER] Starting predict_future for LCID
[2026-02-11T20:25:49.100204] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2026-02-11T20:25:49.100256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:49.100288] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:49.100314] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:49.100381] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:49.158778] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:49.159475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:49.159557] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:49.159622] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:49.283684] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:49.283869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:49.283924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:49.283962] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:49.287611] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=91.71%)
[2026-02-11T20:25:49.287897] [INFO ] [FORECASTER] Completed predict_future for LCID
[2026-02-11T20:25:49.288029] [INFO ] [sig       ] LCID: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:49.430284] [INFO ] [LOCAL     ] Saved forecast: LCID	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LCID.txt
[2026-02-11T20:25:49.430444] [INFO ] [sig       ] [1800/3412] Completed LCID in 0.3s | 2.79 sym/s | Total: 10.7m | ETA: 9.6m
[2026-02-11T20:25:49.430485] [INFO ] [sig       ] [1801/3412] Forecasting LCII...
[2026-02-11T20:25:49.430515] [INFO ] [sig       ] Generating forecast for: LCII
[2026-02-11T20:25:49.430546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2026-02-11T20:25:49.442095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2026-02-11T20:25:49.442445] [INFO ] [FORECASTER] Starting predict_future for LCII
[2026-02-11T20:25:49.443285] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2026-02-11T20:25:49.443338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:49.443371] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:49.443399] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:49.443459] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:49.507804] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:49.508694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:49.508782] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:49.508816] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:49.626271] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:49.626433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:49.626476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:49.626505] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:49.629940] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2026-02-11T20:25:49.630221] [INFO ] [FORECASTER] Completed predict_future for LCII
[2026-02-11T20:25:49.630348] [INFO ] [sig       ] LCII: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:49.771436] [INFO ] [LOCAL     ] Saved forecast: LCII	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LCII.txt
[2026-02-11T20:25:49.771562] [INFO ] [sig       ] [1801/3412] Completed LCII in 0.3s | 2.79 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-11T20:25:49.771619] [INFO ] [sig       ] [1802/3412] Forecasting LCNB...
[2026-02-11T20:25:49.771650] [INFO ] [sig       ] Generating forecast for: LCNB
[2026-02-11T20:25:49.771679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2026-02-11T20:25:49.782454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2026-02-11T20:25:49.782767] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2026-02-11T20:25:49.783555] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2026-02-11T20:25:49.783650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:49.783685] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:49.783711] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:49.783769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:49.848308] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:49.849244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:49.849329] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:49.849364] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:49.978621] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:49.978787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:49.978831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:49.978878] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:49.983013] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2026-02-11T20:25:49.983348] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2026-02-11T20:25:49.983536] [INFO ] [sig       ] LCNB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:50.134516] [INFO ] [LOCAL     ] Saved forecast: LCNB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LCNB.txt
[2026-02-11T20:25:50.134732] [INFO ] [sig       ] [1802/3412] Completed LCNB in 0.4s | 2.79 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-11T20:25:50.134777] [INFO ] [sig       ] [1803/3412] Forecasting LDI...
[2026-02-11T20:25:50.134813] [INFO ] [sig       ] Generating forecast for: LDI
[2026-02-11T20:25:50.134856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2026-02-11T20:25:50.147424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2026-02-11T20:25:50.147785] [INFO ] [FORECASTER] Starting predict_future for LDI
[2026-02-11T20:25:50.148708] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2026-02-11T20:25:50.148771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:50.148805] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:50.148831] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:50.148888] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:50.211333] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:50.212083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:50.212176] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:50.212212] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:50.334498] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:50.334674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:50.334717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:50.334749] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:50.338369] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2026-02-11T20:25:50.338680] [INFO ] [FORECASTER] Completed predict_future for LDI
[2026-02-11T20:25:50.338813] [INFO ] [sig       ] LDI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:50.489768] [INFO ] [LOCAL     ] Saved forecast: LDI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LDI.txt
[2026-02-11T20:25:50.489943] [INFO ] [sig       ] [1803/3412] Completed LDI in 0.4s | 2.79 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-11T20:25:50.489983] [INFO ] [sig       ] [1804/3412] Forecasting LDP...
[2026-02-11T20:25:50.490013] [INFO ] [sig       ] Generating forecast for: LDP
[2026-02-11T20:25:50.490045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2026-02-11T20:25:50.504757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2026-02-11T20:25:50.505164] [INFO ] [FORECASTER] Starting predict_future for LDP
[2026-02-11T20:25:50.506056] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2026-02-11T20:25:50.506111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:50.506144] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:50.506173] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:50.506231] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:50.569653] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:50.570545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:50.570652] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:50.570703] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:50.691532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:50.691711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:50.691754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:50.691782] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:50.695296] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=27.71%)
[2026-02-11T20:25:50.695598] [INFO ] [FORECASTER] Completed predict_future for LDP
[2026-02-11T20:25:50.695769] [INFO ] [sig       ] LDP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:50.841866] [INFO ] [LOCAL     ] Saved forecast: LDP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LDP.txt
[2026-02-11T20:25:50.842015] [INFO ] [sig       ] [1804/3412] Completed LDP in 0.4s | 2.79 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-11T20:25:50.842055] [INFO ] [sig       ] [1805/3412] Forecasting LE...
[2026-02-11T20:25:50.842084] [INFO ] [sig       ] Generating forecast for: LE
[2026-02-11T20:25:50.842116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2026-02-11T20:25:50.853270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2026-02-11T20:25:50.853607] [INFO ] [FORECASTER] Starting predict_future for LE
[2026-02-11T20:25:50.854400] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2026-02-11T20:25:50.854451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:50.854484] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:50.854510] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:50.854584] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:50.914862] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:50.915823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:50.915914] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:50.915949] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:51.049264] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:51.049432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:51.049476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:51.049508] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:51.053243] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=24.33%)
[2026-02-11T20:25:51.053536] [INFO ] [FORECASTER] Completed predict_future for LE
[2026-02-11T20:25:51.053692] [INFO ] [sig       ] LE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:51.208071] [INFO ] [LOCAL     ] Saved forecast: LE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LE.txt
[2026-02-11T20:25:51.208243] [INFO ] [sig       ] [1805/3412] Completed LE in 0.4s | 2.79 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-11T20:25:51.208286] [INFO ] [sig       ] [1806/3412] Forecasting LEA...
[2026-02-11T20:25:51.208318] [INFO ] [sig       ] Generating forecast for: LEA
[2026-02-11T20:25:51.208352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2026-02-11T20:25:51.220963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2026-02-11T20:25:51.221382] [INFO ] [FORECASTER] Starting predict_future for LEA
[2026-02-11T20:25:51.222253] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2026-02-11T20:25:51.222308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:51.222340] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:51.222367] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:51.222435] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:51.284816] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:51.285904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:51.286009] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:51.286045] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:51.409377] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:51.409556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:51.409640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:51.409673] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:51.413982] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2026-02-11T20:25:51.414301] [INFO ] [FORECASTER] Completed predict_future for LEA
[2026-02-11T20:25:51.414443] [INFO ] [sig       ] LEA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:51.563093] [INFO ] [LOCAL     ] Saved forecast: LEA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LEA.txt
[2026-02-11T20:25:51.563314] [INFO ] [sig       ] [1806/3412] Completed LEA in 0.4s | 2.79 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-11T20:25:51.563374] [INFO ] [sig       ] [1807/3412] Forecasting LECO...
[2026-02-11T20:25:51.563414] [INFO ] [sig       ] Generating forecast for: LECO
[2026-02-11T20:25:51.563453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2026-02-11T20:25:51.577414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2026-02-11T20:25:51.578125] [INFO ] [FORECASTER] Starting predict_future for LECO
[2026-02-11T20:25:51.579061] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2026-02-11T20:25:51.579116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:51.579149] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:51.579176] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:51.579233] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:51.647273] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:51.648219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:51.648309] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:51.648342] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:51.774958] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:51.775133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:51.775174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:51.775203] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:51.779022] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2026-02-11T20:25:51.779408] [INFO ] [FORECASTER] Completed predict_future for LECO
[2026-02-11T20:25:51.779588] [INFO ] [sig       ] LECO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:51.923888] [INFO ] [LOCAL     ] Saved forecast: LECO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LECO.txt
[2026-02-11T20:25:51.924046] [INFO ] [sig       ] [1807/3412] Completed LECO in 0.4s | 2.79 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-11T20:25:51.924085] [INFO ] [sig       ] [1808/3412] Forecasting LEG...
[2026-02-11T20:25:51.924116] [INFO ] [sig       ] Generating forecast for: LEG
[2026-02-11T20:25:51.924148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2026-02-11T20:25:51.936135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2026-02-11T20:25:51.936437] [INFO ] [FORECASTER] Starting predict_future for LEG
[2026-02-11T20:25:51.937295] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2026-02-11T20:25:51.937359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:51.937392] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:51.937419] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:51.937503] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:51.995754] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:51.996623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:51.996711] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:51.996745] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:52.121071] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:52.121241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:52.121284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:52.121313] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:52.124771] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=21.91%)
[2026-02-11T20:25:52.125075] [INFO ] [FORECASTER] Completed predict_future for LEG
[2026-02-11T20:25:52.125234] [INFO ] [sig       ] LEG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:52.266197] [INFO ] [LOCAL     ] Saved forecast: LEG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LEG.txt
[2026-02-11T20:25:52.266371] [INFO ] [sig       ] [1808/3412] Completed LEG in 0.3s | 2.79 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-11T20:25:52.266416] [INFO ] [sig       ] [1809/3412] Forecasting LEGH...
[2026-02-11T20:25:52.266452] [INFO ] [sig       ] Generating forecast for: LEGH
[2026-02-11T20:25:52.266489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2026-02-11T20:25:52.278709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2026-02-11T20:25:52.279039] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2026-02-11T20:25:52.279961] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2026-02-11T20:25:52.280015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:52.280046] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:52.280074] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:52.280135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:52.339104] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:52.339937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:52.340025] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:52.340059] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:52.467515] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:52.467710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:52.467765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:52.467797] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:52.471654] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2026-02-11T20:25:52.471956] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2026-02-11T20:25:52.472093] [INFO ] [sig       ] LEGH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:52.629952] [INFO ] [LOCAL     ] Saved forecast: LEGH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LEGH.txt
[2026-02-11T20:25:52.630111] [INFO ] [sig       ] [1809/3412] Completed LEGH in 0.4s | 2.79 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-11T20:25:52.630152] [INFO ] [sig       ] [1810/3412] Forecasting LEGN...
[2026-02-11T20:25:52.630182] [INFO ] [sig       ] Generating forecast for: LEGN
[2026-02-11T20:25:52.630215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2026-02-11T20:25:52.641930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2026-02-11T20:25:52.642323] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2026-02-11T20:25:52.643178] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2026-02-11T20:25:52.643232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:52.643265] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:52.643292] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:52.643351] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:52.700978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:52.701890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:52.701979] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:52.702014] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:52.827035] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:52.827212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:52.827255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:52.827286] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:52.831108] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: UP (p=77.76%)
[2026-02-11T20:25:52.831393] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2026-02-11T20:25:52.831525] [INFO ] [sig       ] LEGN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:52.975160] [INFO ] [LOCAL     ] Saved forecast: LEGN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LEGN.txt
[2026-02-11T20:25:52.975309] [INFO ] [sig       ] [1810/3412] Completed LEGN in 0.3s | 2.79 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-11T20:25:52.975348] [INFO ] [sig       ] [1811/3412] Forecasting LEN...
[2026-02-11T20:25:52.975377] [INFO ] [sig       ] Generating forecast for: LEN
[2026-02-11T20:25:52.975409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2026-02-11T20:25:52.988277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2026-02-11T20:25:52.988668] [INFO ] [FORECASTER] Starting predict_future for LEN
[2026-02-11T20:25:52.989479] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2026-02-11T20:25:52.989543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:52.989612] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:52.989647] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:52.989711] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:53.051734] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:53.052725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:53.052831] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:53.052868] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:53.181243] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:53.181428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:53.181470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:53.181499] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:53.185008] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2026-02-11T20:25:53.185301] [INFO ] [FORECASTER] Completed predict_future for LEN
[2026-02-11T20:25:53.185435] [INFO ] [sig       ] LEN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:53.325953] [INFO ] [LOCAL     ] Saved forecast: LEN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LEN.txt
[2026-02-11T20:25:53.326121] [INFO ] [sig       ] [1811/3412] Completed LEN in 0.4s | 2.79 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-11T20:25:53.326163] [INFO ] [sig       ] [1812/3412] Forecasting LENZ...
[2026-02-11T20:25:53.326192] [INFO ] [sig       ] Generating forecast for: LENZ
[2026-02-11T20:25:53.326223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2026-02-11T20:25:53.338679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2026-02-11T20:25:53.339060] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2026-02-11T20:25:53.339921] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2026-02-11T20:25:53.339973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:53.340005] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:53.340030] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:53.340087] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:53.397935] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:53.398832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:53.398921] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:53.398956] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:53.530207] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:53.530395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:53.530449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:53.530479] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:53.534205] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=75.77%)
[2026-02-11T20:25:53.534510] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2026-02-11T20:25:53.534693] [INFO ] [sig       ] LENZ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:53.683212] [INFO ] [LOCAL     ] Saved forecast: LENZ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LENZ.txt
[2026-02-11T20:25:53.683404] [INFO ] [sig       ] [1812/3412] Completed LENZ in 0.4s | 2.79 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-11T20:25:53.683469] [INFO ] [sig       ] [1813/3412] Forecasting LEO...
[2026-02-11T20:25:53.683509] [INFO ] [sig       ] Generating forecast for: LEO
[2026-02-11T20:25:53.683542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2026-02-11T20:25:53.696643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2026-02-11T20:25:53.697100] [INFO ] [FORECASTER] Starting predict_future for LEO
[2026-02-11T20:25:53.698213] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2026-02-11T20:25:53.698272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:53.698305] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:53.698333] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:53.698396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:53.766207] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:53.767373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:53.767523] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:53.767565] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:53.900210] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:53.900375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:53.900416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:53.900445] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:53.904087] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2026-02-11T20:25:53.904435] [INFO ] [FORECASTER] Completed predict_future for LEO
[2026-02-11T20:25:53.904599] [INFO ] [sig       ] LEO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:54.056552] [INFO ] [LOCAL     ] Saved forecast: LEO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LEO.txt
[2026-02-11T20:25:54.056736] [INFO ] [sig       ] [1813/3412] Completed LEO in 0.4s | 2.79 sym/s | Total: 10.8m | ETA: 9.5m
[2026-02-11T20:25:54.056780] [INFO ] [sig       ] [1814/3412] Forecasting LESL...
[2026-02-11T20:25:54.056809] [INFO ] [sig       ] Generating forecast for: LESL
[2026-02-11T20:25:54.056839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2026-02-11T20:25:54.068983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2026-02-11T20:25:54.069400] [INFO ] [FORECASTER] Starting predict_future for LESL
[2026-02-11T20:25:54.070294] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2026-02-11T20:25:54.070348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:54.070379] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:54.070406] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:54.070464] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:54.128568] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:54.129737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:54.130014] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:54.130046] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:54.256477] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:54.256903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:54.256951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:54.256980] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:54.261172] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: UP (p=79.99%)
[2026-02-11T20:25:54.261500] [INFO ] [FORECASTER] Completed predict_future for LESL
[2026-02-11T20:25:54.261861] [INFO ] [sig       ] LESL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:54.412600] [INFO ] [LOCAL     ] Saved forecast: LESL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LESL.txt
[2026-02-11T20:25:54.412760] [INFO ] [sig       ] [1814/3412] Completed LESL in 0.4s | 2.79 sym/s | Total: 10.8m | ETA: 9.5m
[2026-02-11T20:25:54.413016] [INFO ] [sig       ] [1815/3412] Forecasting LEVI...
[2026-02-11T20:25:54.413047] [INFO ] [sig       ] Generating forecast for: LEVI
[2026-02-11T20:25:54.413076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2026-02-11T20:25:54.425598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2026-02-11T20:25:54.425935] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2026-02-11T20:25:54.426800] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2026-02-11T20:25:54.426853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:54.426886] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:54.426915] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:54.426979] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:54.488080] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:54.489066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:54.489158] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:54.489192] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:54.613212] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:54.613375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:54.613434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:54.613466] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:54.617378] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=15.26%)
[2026-02-11T20:25:54.617792] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2026-02-11T20:25:54.617957] [INFO ] [sig       ] LEVI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:54.786529] [INFO ] [LOCAL     ] Saved forecast: LEVI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LEVI.txt
[2026-02-11T20:25:54.786703] [INFO ] [sig       ] [1815/3412] Completed LEVI in 0.4s | 2.79 sym/s | Total: 10.8m | ETA: 9.5m
[2026-02-11T20:25:54.786745] [INFO ] [sig       ] [1816/3412] Forecasting LFMD...
[2026-02-11T20:25:54.786776] [INFO ] [sig       ] Generating forecast for: LFMD
[2026-02-11T20:25:54.786805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2026-02-11T20:25:54.799268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2026-02-11T20:25:54.799661] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2026-02-11T20:25:54.800463] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2026-02-11T20:25:54.800525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:54.800564] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:54.800624] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:54.800694] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:54.858714] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:54.859615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:54.859699] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:54.859732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:54.989650] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:54.989849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:54.989897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:54.989928] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:54.993890] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=75.29%)
[2026-02-11T20:25:54.994187] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2026-02-11T20:25:54.994333] [INFO ] [sig       ] LFMD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:55.138134] [INFO ] [LOCAL     ] Saved forecast: LFMD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LFMD.txt
[2026-02-11T20:25:55.138306] [INFO ] [sig       ] [1816/3412] Completed LFMD in 0.4s | 2.79 sym/s | Total: 10.8m | ETA: 9.5m
[2026-02-11T20:25:55.138348] [INFO ] [sig       ] [1817/3412] Forecasting LFUS...
[2026-02-11T20:25:55.138379] [INFO ] [sig       ] Generating forecast for: LFUS
[2026-02-11T20:25:55.138410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2026-02-11T20:25:55.149980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2026-02-11T20:25:55.150349] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2026-02-11T20:25:55.151284] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2026-02-11T20:25:55.151339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:55.151371] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:55.151398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:55.151455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:55.208963] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:55.209990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:55.210083] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:55.210117] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:55.334561] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:55.334742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:55.334785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:55.334814] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:55.338410] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2026-02-11T20:25:55.338756] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2026-02-11T20:25:55.338892] [INFO ] [sig       ] LFUS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:55.484275] [INFO ] [LOCAL     ] Saved forecast: LFUS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LFUS.txt
[2026-02-11T20:25:55.484470] [INFO ] [sig       ] [1817/3412] Completed LFUS in 0.3s | 2.79 sym/s | Total: 10.8m | ETA: 9.5m
[2026-02-11T20:25:55.484516] [INFO ] [sig       ] [1818/3412] Forecasting LFVN...
[2026-02-11T20:25:55.484550] [INFO ] [sig       ] Generating forecast for: LFVN
[2026-02-11T20:25:55.484602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2026-02-11T20:25:55.496814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2026-02-11T20:25:55.497096] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2026-02-11T20:25:55.497979] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2026-02-11T20:25:55.498032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:55.498065] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:55.498119] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:55.498180] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:55.557252] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:55.558167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:55.558258] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:55.558291] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:55.682258] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:55.682432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:55.682481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:55.682512] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:55.686114] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: UP (p=89.28%)
[2026-02-11T20:25:55.686417] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2026-02-11T20:25:55.686555] [INFO ] [sig       ] LFVN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:55.835876] [INFO ] [LOCAL     ] Saved forecast: LFVN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LFVN.txt
[2026-02-11T20:25:55.836047] [INFO ] [sig       ] [1818/3412] Completed LFVN in 0.4s | 2.79 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-11T20:25:55.836090] [INFO ] [sig       ] [1819/3412] Forecasting LGCL...
[2026-02-11T20:25:55.836122] [INFO ] [sig       ] Generating forecast for: LGCL
[2026-02-11T20:25:55.836162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2026-02-11T20:25:55.848861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2026-02-11T20:25:55.849246] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2026-02-11T20:25:55.850105] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2026-02-11T20:25:55.850157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:55.850201] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:55.850229] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:55.850286] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:55.910457] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:55.911381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:55.911469] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:55.911503] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:56.024076] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:56.024259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:56.024302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:56.024334] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:56.028050] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: UP (p=81.98%)
[2026-02-11T20:25:56.028338] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2026-02-11T20:25:56.028472] [INFO ] [sig       ] LGCL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:56.177160] [INFO ] [LOCAL     ] Saved forecast: LGCL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LGCL.txt
[2026-02-11T20:25:56.177306] [INFO ] [sig       ] [1819/3412] Completed LGCL in 0.3s | 2.79 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-11T20:25:56.177349] [INFO ] [sig       ] [1820/3412] Forecasting LGI...
[2026-02-11T20:25:56.177381] [INFO ] [sig       ] Generating forecast for: LGI
[2026-02-11T20:25:56.177413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2026-02-11T20:25:56.189407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2026-02-11T20:25:56.189772] [INFO ] [FORECASTER] Starting predict_future for LGI
[2026-02-11T20:25:56.190609] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2026-02-11T20:25:56.190663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:56.190695] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:56.190725] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:56.190784] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:56.249870] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:56.250796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:56.250884] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:56.250919] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:56.388346] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:56.388507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:56.388551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:56.388600] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:56.392183] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2026-02-11T20:25:56.392543] [INFO ] [FORECASTER] Completed predict_future for LGI
[2026-02-11T20:25:56.392712] [INFO ] [sig       ] LGI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:56.541716] [INFO ] [LOCAL     ] Saved forecast: LGI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LGI.txt
[2026-02-11T20:25:56.541899] [INFO ] [sig       ] [1820/3412] Completed LGI in 0.4s | 2.79 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-11T20:25:56.541952] [INFO ] [sig       ] [1821/3412] Forecasting LGIH...
[2026-02-11T20:25:56.541984] [INFO ] [sig       ] Generating forecast for: LGIH
[2026-02-11T20:25:56.542027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2026-02-11T20:25:56.554306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2026-02-11T20:25:56.554716] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2026-02-11T20:25:56.555612] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2026-02-11T20:25:56.555668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:56.555701] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:56.555728] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:56.555794] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:56.615008] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:56.615916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:56.616006] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:56.616042] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:56.737910] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:56.738078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:56.738121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:56.738151] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:56.742124] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2026-02-11T20:25:56.742422] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2026-02-11T20:25:56.742559] [INFO ] [sig       ] LGIH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:56.899909] [INFO ] [LOCAL     ] Saved forecast: LGIH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LGIH.txt
[2026-02-11T20:25:56.900059] [INFO ] [sig       ] [1821/3412] Completed LGIH in 0.4s | 2.79 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-11T20:25:56.900101] [INFO ] [sig       ] [1822/3412] Forecasting LGND...
[2026-02-11T20:25:56.900131] [INFO ] [sig       ] Generating forecast for: LGND
[2026-02-11T20:25:56.900164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2026-02-11T20:25:56.912529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2026-02-11T20:25:56.912879] [INFO ] [FORECASTER] Starting predict_future for LGND
[2026-02-11T20:25:56.913841] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2026-02-11T20:25:56.913896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:56.913929] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:56.913956] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:56.914015] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:56.975311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:56.976263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:56.976353] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:56.976388] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:57.102454] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:57.102660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:57.102719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:57.102768] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:57.106598] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: DOWN (p=34.49%)
[2026-02-11T20:25:57.106931] [INFO ] [FORECASTER] Completed predict_future for LGND
[2026-02-11T20:25:57.107084] [INFO ] [sig       ] LGND: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:57.263364] [INFO ] [LOCAL     ] Saved forecast: LGND	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LGND.txt
[2026-02-11T20:25:57.263533] [INFO ] [sig       ] [1822/3412] Completed LGND in 0.4s | 2.79 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-11T20:25:57.263601] [INFO ] [sig       ] [1823/3412] Forecasting LH...
[2026-02-11T20:25:57.263638] [INFO ] [sig       ] Generating forecast for: LH
[2026-02-11T20:25:57.263678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2026-02-11T20:25:57.276247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2026-02-11T20:25:57.276629] [INFO ] [FORECASTER] Starting predict_future for LH
[2026-02-11T20:25:57.277552] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2026-02-11T20:25:57.277637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:57.277684] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:57.277715] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:57.277795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:57.339891] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:57.340968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:57.341083] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:57.341120] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:57.470808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:57.470971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:57.471013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:57.471042] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:57.474647] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=0.96%)
[2026-02-11T20:25:57.475146] [INFO ] [FORECASTER] Completed predict_future for LH
[2026-02-11T20:25:57.475316] [INFO ] [sig       ] LH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:57.626019] [INFO ] [LOCAL     ] Saved forecast: LH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LH.txt
[2026-02-11T20:25:57.626177] [INFO ] [sig       ] [1823/3412] Completed LH in 0.4s | 2.79 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-11T20:25:57.626220] [INFO ] [sig       ] [1824/3412] Forecasting LHX...
[2026-02-11T20:25:57.626251] [INFO ] [sig       ] Generating forecast for: LHX
[2026-02-11T20:25:57.626284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2026-02-11T20:25:57.639149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2026-02-11T20:25:57.639511] [INFO ] [FORECASTER] Starting predict_future for LHX
[2026-02-11T20:25:57.640602] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2026-02-11T20:25:57.640656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:57.640689] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:57.640905] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:57.640963] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:57.706854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:57.707954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:57.708044] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:57.708079] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:57.838039] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:57.838213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:57.838263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:57.838300] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:57.842270] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=11.14%)
[2026-02-11T20:25:57.842602] [INFO ] [FORECASTER] Completed predict_future for LHX
[2026-02-11T20:25:57.842806] [INFO ] [sig       ] LHX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:57.997687] [INFO ] [LOCAL     ] Saved forecast: LHX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LHX.txt
[2026-02-11T20:25:57.998054] [INFO ] [sig       ] [1824/3412] Completed LHX in 0.4s | 2.79 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-11T20:25:57.998103] [INFO ] [sig       ] [1825/3412] Forecasting LI...
[2026-02-11T20:25:57.998142] [INFO ] [sig       ] Generating forecast for: LI
[2026-02-11T20:25:57.998207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2026-02-11T20:25:58.011374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2026-02-11T20:25:58.011779] [INFO ] [FORECASTER] Starting predict_future for LI
[2026-02-11T20:25:58.012684] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2026-02-11T20:25:58.012746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:58.012780] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:58.012808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:58.012866] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:58.074082] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:58.074932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:58.075041] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:58.075078] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:58.208808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:58.209017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:58.209073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:58.209112] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:58.213312] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=45.76%)
[2026-02-11T20:25:58.213667] [INFO ] [FORECASTER] Completed predict_future for LI
[2026-02-11T20:25:58.213820] [INFO ] [sig       ] LI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:58.365622] [INFO ] [LOCAL     ] Saved forecast: LI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LI.txt
[2026-02-11T20:25:58.365964] [INFO ] [sig       ] [1825/3412] Completed LI in 0.4s | 2.79 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-11T20:25:58.366005] [INFO ] [sig       ] [1826/3412] Forecasting LICN...
[2026-02-11T20:25:58.366037] [INFO ] [sig       ] Generating forecast for: LICN
[2026-02-11T20:25:58.366071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2026-02-11T20:25:58.378286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2026-02-11T20:25:58.378641] [INFO ] [FORECASTER] Starting predict_future for LICN
[2026-02-11T20:25:58.379491] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2026-02-11T20:25:58.379546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:58.379623] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:58.379662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:58.379734] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:58.442263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:58.443188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:58.443279] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:58.443315] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:58.557955] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:58.558124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:58.558169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:58.558222] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:58.561863] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: UP (p=64.47%)
[2026-02-11T20:25:58.562148] [INFO ] [FORECASTER] Completed predict_future for LICN
[2026-02-11T20:25:58.562312] [INFO ] [sig       ] LICN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:58.712895] [INFO ] [LOCAL     ] Saved forecast: LICN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LICN.txt
[2026-02-11T20:25:58.713047] [INFO ] [sig       ] [1826/3412] Completed LICN in 0.3s | 2.79 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-11T20:25:58.713098] [INFO ] [sig       ] [1827/3412] Forecasting LIF...
[2026-02-11T20:25:58.713130] [INFO ] [sig       ] Generating forecast for: LIF
[2026-02-11T20:25:58.713170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2026-02-11T20:25:58.725262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2026-02-11T20:25:58.725624] [INFO ] [FORECASTER] Starting predict_future for LIF
[2026-02-11T20:25:58.726502] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2026-02-11T20:25:58.726556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:58.726623] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:58.726668] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:58.726748] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:58.789128] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:58.789985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:58.790072] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:58.790106] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:58.918908] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:58.919069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:58.919110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:58.919140] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:58.922822] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=91.14%)
[2026-02-11T20:25:58.923118] [INFO ] [FORECASTER] Completed predict_future for LIF
[2026-02-11T20:25:58.923256] [INFO ] [sig       ] LIF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:25:59.066942] [INFO ] [LOCAL     ] Saved forecast: LIF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LIF.txt
[2026-02-11T20:25:59.067116] [INFO ] [sig       ] [1827/3412] Completed LIF in 0.4s | 2.79 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-11T20:25:59.067176] [INFO ] [sig       ] [1828/3412] Forecasting LII...
[2026-02-11T20:25:59.067208] [INFO ] [sig       ] Generating forecast for: LII
[2026-02-11T20:25:59.067239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2026-02-11T20:25:59.079394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2026-02-11T20:25:59.079705] [INFO ] [FORECASTER] Starting predict_future for LII
[2026-02-11T20:25:59.080550] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2026-02-11T20:25:59.080623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:59.080662] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:59.080689] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:59.080748] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:59.143992] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:59.144935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:59.145056] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:59.145105] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:59.274738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:59.274903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:59.274949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:59.274991] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:59.278790] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=49.69%)
[2026-02-11T20:25:59.279081] [INFO ] [FORECASTER] Completed predict_future for LII
[2026-02-11T20:25:59.279215] [INFO ] [sig       ] LII: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:59.428352] [INFO ] [LOCAL     ] Saved forecast: LII	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LII.txt
[2026-02-11T20:25:59.428516] [INFO ] [sig       ] [1828/3412] Completed LII in 0.4s | 2.79 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-11T20:25:59.428559] [INFO ] [sig       ] [1829/3412] Forecasting LILA...
[2026-02-11T20:25:59.428626] [INFO ] [sig       ] Generating forecast for: LILA
[2026-02-11T20:25:59.428694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2026-02-11T20:25:59.440523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2026-02-11T20:25:59.440892] [INFO ] [FORECASTER] Starting predict_future for LILA
[2026-02-11T20:25:59.441785] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2026-02-11T20:25:59.441838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:59.441871] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:59.441897] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:59.441954] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:59.505094] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:59.506054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:59.506151] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:59.506187] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:59.631274] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:59.631431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:59.631477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:59.631506] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:59.635446] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=31.30%)
[2026-02-11T20:25:59.635760] [INFO ] [FORECASTER] Completed predict_future for LILA
[2026-02-11T20:25:59.635911] [INFO ] [sig       ] LILA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:25:59.786869] [INFO ] [LOCAL     ] Saved forecast: LILA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LILA.txt
[2026-02-11T20:25:59.787015] [INFO ] [sig       ] [1829/3412] Completed LILA in 0.4s | 2.79 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-11T20:25:59.787056] [INFO ] [sig       ] [1830/3412] Forecasting LILAK...
[2026-02-11T20:25:59.787087] [INFO ] [sig       ] Generating forecast for: LILAK
[2026-02-11T20:25:59.787121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2026-02-11T20:25:59.798817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2026-02-11T20:25:59.799167] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2026-02-11T20:25:59.800106] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2026-02-11T20:25:59.800161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:25:59.800194] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:25:59.800231] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:25:59.800291] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:25:59.858053] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:25:59.858852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:25:59.858939] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:25:59.858972] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:25:59.989786] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:25:59.989949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:25:59.989993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:25:59.990023] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:25:59.993593] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: UP (p=90.69%)
[2026-02-11T20:25:59.993878] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2026-02-11T20:25:59.994014] [INFO ] [sig       ] LILAK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:00.149328] [INFO ] [LOCAL     ] Saved forecast: LILAK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LILAK.txt
[2026-02-11T20:26:00.149491] [INFO ] [sig       ] [1830/3412] Completed LILAK in 0.4s | 2.79 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-11T20:26:00.149534] [INFO ] [sig       ] [1831/3412] Forecasting LIN...
[2026-02-11T20:26:00.149564] [INFO ] [sig       ] Generating forecast for: LIN
[2026-02-11T20:26:00.149622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2026-02-11T20:26:00.162200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2026-02-11T20:26:00.162549] [INFO ] [FORECASTER] Starting predict_future for LIN
[2026-02-11T20:26:00.163487] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2026-02-11T20:26:00.163542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:00.163594] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:00.163625] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:00.163689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:00.230895] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:00.231847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:00.232108] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:00.232153] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:00.362236] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:00.362399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:00.362444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:00.362475] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:00.366971] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=86.18%)
[2026-02-11T20:26:00.367289] [INFO ] [FORECASTER] Completed predict_future for LIN
[2026-02-11T20:26:00.367431] [INFO ] [sig       ] LIN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:00.529700] [INFO ] [LOCAL     ] Saved forecast: LIN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LIN.txt
[2026-02-11T20:26:00.529926] [INFO ] [sig       ] [1831/3412] Completed LIN in 0.4s | 2.79 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-11T20:26:00.529982] [INFO ] [sig       ] [1832/3412] Forecasting LINC...
[2026-02-11T20:26:00.530015] [INFO ] [sig       ] Generating forecast for: LINC
[2026-02-11T20:26:00.530047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2026-02-11T20:26:00.544691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2026-02-11T20:26:00.545123] [INFO ] [FORECASTER] Starting predict_future for LINC
[2026-02-11T20:26:00.546132] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2026-02-11T20:26:00.546194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:00.546229] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:00.546256] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:00.546315] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:00.610999] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:00.611938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:00.612029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:00.612062] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:00.737084] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:00.737249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:00.737294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:00.737325] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:00.740995] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2026-02-11T20:26:00.741301] [INFO ] [FORECASTER] Completed predict_future for LINC
[2026-02-11T20:26:00.741442] [INFO ] [sig       ] LINC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:00.891469] [INFO ] [LOCAL     ] Saved forecast: LINC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LINC.txt
[2026-02-11T20:26:00.891667] [INFO ] [sig       ] [1832/3412] Completed LINC in 0.4s | 2.79 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-11T20:26:00.891720] [INFO ] [sig       ] [1833/3412] Forecasting LIND...
[2026-02-11T20:26:00.891758] [INFO ] [sig       ] Generating forecast for: LIND
[2026-02-11T20:26:00.891796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2026-02-11T20:26:00.903401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2026-02-11T20:26:00.903747] [INFO ] [FORECASTER] Starting predict_future for LIND
[2026-02-11T20:26:00.904548] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2026-02-11T20:26:00.904623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:00.904664] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:00.904697] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:00.904768] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:00.964761] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:00.965694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:00.965784] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:00.965817] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:01.086812] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:01.086972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:01.087012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:01.087041] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:01.090514] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2026-02-11T20:26:01.090847] [INFO ] [FORECASTER] Completed predict_future for LIND
[2026-02-11T20:26:01.090978] [INFO ] [sig       ] LIND: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:01.322943] [INFO ] [LOCAL     ] Saved forecast: LIND	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LIND.txt
[2026-02-11T20:26:01.323110] [INFO ] [sig       ] [1833/3412] Completed LIND in 0.4s | 2.79 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-11T20:26:01.323152] [INFO ] [sig       ] [1834/3412] Forecasting LINE...
[2026-02-11T20:26:01.323181] [INFO ] [sig       ] Generating forecast for: LINE
[2026-02-11T20:26:01.323217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2026-02-11T20:26:01.334840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2026-02-11T20:26:01.335221] [INFO ] [FORECASTER] Starting predict_future for LINE
[2026-02-11T20:26:01.336057] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2026-02-11T20:26:01.336111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:01.336144] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:01.336171] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:01.336228] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:01.400131] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:01.401291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:01.401399] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:01.401453] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:01.526655] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:01.526822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:01.526864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:01.526897] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:01.533954] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=44.87%)
[2026-02-11T20:26:01.534276] [INFO ] [FORECASTER] Completed predict_future for LINE
[2026-02-11T20:26:01.534427] [INFO ] [sig       ] LINE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:01.677018] [INFO ] [LOCAL     ] Saved forecast: LINE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LINE.txt
[2026-02-11T20:26:01.677162] [INFO ] [sig       ] [1834/3412] Completed LINE in 0.4s | 2.79 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-11T20:26:01.677200] [INFO ] [sig       ] [1835/3412] Forecasting LINK...
[2026-02-11T20:26:01.677229] [INFO ] [sig       ] Generating forecast for: LINK
[2026-02-11T20:26:01.677258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2026-02-11T20:26:01.690044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2026-02-11T20:26:01.690456] [INFO ] [FORECASTER] Starting predict_future for LINK
[2026-02-11T20:26:01.691358] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2026-02-11T20:26:01.691413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:01.691475] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:01.691505] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:01.691562] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:01.751936] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:01.752946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:01.753035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:01.753069] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:01.871000] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:01.871198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:01.871244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:01.871273] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:01.875275] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=95.21%)
[2026-02-11T20:26:01.875682] [INFO ] [FORECASTER] Completed predict_future for LINK
[2026-02-11T20:26:01.875861] [INFO ] [sig       ] LINK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:02.029496] [INFO ] [LOCAL     ] Saved forecast: LINK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LINK.txt
[2026-02-11T20:26:02.029715] [INFO ] [sig       ] [1835/3412] Completed LINK in 0.4s | 2.79 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-11T20:26:02.029770] [INFO ] [sig       ] [1836/3412] Forecasting LITE...
[2026-02-11T20:26:02.029809] [INFO ] [sig       ] Generating forecast for: LITE
[2026-02-11T20:26:02.029841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2026-02-11T20:26:02.043236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2026-02-11T20:26:02.043674] [INFO ] [FORECASTER] Starting predict_future for LITE
[2026-02-11T20:26:02.044554] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2026-02-11T20:26:02.044632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:02.044665] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:02.044691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:02.044747] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:02.106662] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:02.107624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:02.107742] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:02.107782] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:02.241660] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:02.242013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:02.242057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:02.242088] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:02.245999] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2026-02-11T20:26:02.246295] [INFO ] [FORECASTER] Completed predict_future for LITE
[2026-02-11T20:26:02.246432] [INFO ] [sig       ] LITE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:02.394086] [INFO ] [LOCAL     ] Saved forecast: LITE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LITE.txt
[2026-02-11T20:26:02.394274] [INFO ] [sig       ] [1836/3412] Completed LITE in 0.4s | 2.79 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-11T20:26:02.394323] [INFO ] [sig       ] [1837/3412] Forecasting LITM...
[2026-02-11T20:26:02.394354] [INFO ] [sig       ] Generating forecast for: LITM
[2026-02-11T20:26:02.394384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2026-02-11T20:26:02.407129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2026-02-11T20:26:02.407428] [INFO ] [FORECASTER] Starting predict_future for LITM
[2026-02-11T20:26:02.408353] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2026-02-11T20:26:02.408407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:02.408440] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:02.408467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:02.408526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:02.468031] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:02.468981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:02.469073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:02.469107] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:02.598864] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:02.599030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:02.599072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:02.599119] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:02.602733] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2026-02-11T20:26:02.603027] [INFO ] [FORECASTER] Completed predict_future for LITM
[2026-02-11T20:26:02.603162] [INFO ] [sig       ] LITM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:02.774133] [INFO ] [LOCAL     ] Saved forecast: LITM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LITM.txt
[2026-02-11T20:26:02.774296] [INFO ] [sig       ] [1837/3412] Completed LITM in 0.4s | 2.79 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-11T20:26:02.774339] [INFO ] [sig       ] [1838/3412] Forecasting LIVN...
[2026-02-11T20:26:02.774373] [INFO ] [sig       ] Generating forecast for: LIVN
[2026-02-11T20:26:02.774406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2026-02-11T20:26:02.788172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2026-02-11T20:26:02.788590] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2026-02-11T20:26:02.789662] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2026-02-11T20:26:02.789715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:02.789747] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:02.789773] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:02.789830] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:02.849061] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:02.849969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:02.850056] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:02.850089] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:02.973007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:02.973175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:02.973216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:02.973283] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:02.976804] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: DOWN (p=32.35%)
[2026-02-11T20:26:02.977095] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2026-02-11T20:26:02.977229] [INFO ] [sig       ] LIVN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:03.125001] [INFO ] [LOCAL     ] Saved forecast: LIVN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LIVN.txt
[2026-02-11T20:26:03.125231] [INFO ] [sig       ] [1838/3412] Completed LIVN in 0.4s | 2.79 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-11T20:26:03.125282] [INFO ] [sig       ] [1839/3412] Forecasting LKFN...
[2026-02-11T20:26:03.125321] [INFO ] [sig       ] Generating forecast for: LKFN
[2026-02-11T20:26:03.125357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2026-02-11T20:26:03.144243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2026-02-11T20:26:03.144688] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2026-02-11T20:26:03.145555] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2026-02-11T20:26:03.145636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:03.145671] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:03.145698] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:03.145758] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:03.206074] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:03.207004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:03.207091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:03.207126] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:03.337397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:03.337602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:03.337648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:03.337678] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:03.341354] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: DOWN (p=35.60%)
[2026-02-11T20:26:03.341720] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2026-02-11T20:26:03.341894] [INFO ] [sig       ] LKFN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:03.495659] [INFO ] [LOCAL     ] Saved forecast: LKFN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LKFN.txt
[2026-02-11T20:26:03.495823] [INFO ] [sig       ] [1839/3412] Completed LKFN in 0.4s | 2.79 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-11T20:26:03.495865] [INFO ] [sig       ] [1840/3412] Forecasting LKQ...
[2026-02-11T20:26:03.495896] [INFO ] [sig       ] Generating forecast for: LKQ
[2026-02-11T20:26:03.495926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2026-02-11T20:26:03.508348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2026-02-11T20:26:03.508812] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2026-02-11T20:26:03.509706] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2026-02-11T20:26:03.509758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:03.509791] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:03.509817] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:03.509874] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:03.568797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:03.569708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:03.569812] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:03.569854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:03.691435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:03.691621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:03.691663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:03.691692] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:03.695134] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=13.58%)
[2026-02-11T20:26:03.695430] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2026-02-11T20:26:03.695566] [INFO ] [sig       ] LKQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:03.843814] [INFO ] [LOCAL     ] Saved forecast: LKQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LKQ.txt
[2026-02-11T20:26:03.843969] [INFO ] [sig       ] [1840/3412] Completed LKQ in 0.3s | 2.79 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-11T20:26:03.844009] [INFO ] [sig       ] [1841/3412] Forecasting LLY...
[2026-02-11T20:26:03.844039] [INFO ] [sig       ] Generating forecast for: LLY
[2026-02-11T20:26:03.844071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2026-02-11T20:26:03.856221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2026-02-11T20:26:03.856532] [INFO ] [FORECASTER] Starting predict_future for LLY
[2026-02-11T20:26:03.857381] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2026-02-11T20:26:03.857432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:03.857463] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:03.860986] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:03.861124] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:03.919855] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:03.920601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:03.920682] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:03.920715] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:04.047710] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:04.047881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:04.047931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:04.047962] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:04.051707] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=33.33%)
[2026-02-11T20:26:04.051992] [INFO ] [FORECASTER] Completed predict_future for LLY
[2026-02-11T20:26:04.052123] [INFO ] [sig       ] LLY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:04.195629] [INFO ] [LOCAL     ] Saved forecast: LLY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LLY.txt
[2026-02-11T20:26:04.195790] [INFO ] [sig       ] [1841/3412] Completed LLY in 0.4s | 2.79 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-11T20:26:04.195831] [INFO ] [sig       ] [1842/3412] Forecasting LMB...
[2026-02-11T20:26:04.195861] [INFO ] [sig       ] Generating forecast for: LMB
[2026-02-11T20:26:04.195892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2026-02-11T20:26:04.208180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2026-02-11T20:26:04.208665] [INFO ] [FORECASTER] Starting predict_future for LMB
[2026-02-11T20:26:04.209618] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2026-02-11T20:26:04.209675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:04.209709] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:04.209738] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:04.209798] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:04.273490] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:04.274425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:04.274521] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:04.274603] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:04.404614] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:04.404781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:04.404824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:04.405041] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:04.409411] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: UP (p=90.53%)
[2026-02-11T20:26:04.409804] [INFO ] [FORECASTER] Completed predict_future for LMB
[2026-02-11T20:26:04.409960] [INFO ] [sig       ] LMB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:04.558655] [INFO ] [LOCAL     ] Saved forecast: LMB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LMB.txt
[2026-02-11T20:26:04.558802] [INFO ] [sig       ] [1842/3412] Completed LMB in 0.4s | 2.79 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-11T20:26:04.558843] [INFO ] [sig       ] [1843/3412] Forecasting LMBS...
[2026-02-11T20:26:04.558874] [INFO ] [sig       ] Generating forecast for: LMBS
[2026-02-11T20:26:04.558904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2026-02-11T20:26:04.570495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2026-02-11T20:26:04.570812] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2026-02-11T20:26:04.571663] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2026-02-11T20:26:04.571726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:04.571761] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:04.571790] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:04.571848] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:04.633226] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:04.633974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:04.634058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:04.634092] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:04.761159] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:04.761326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:04.761370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:04.761399] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:04.764935] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=53.95%)
[2026-02-11T20:26:04.765217] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2026-02-11T20:26:04.765349] [INFO ] [sig       ] LMBS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:04.908447] [INFO ] [LOCAL     ] Saved forecast: LMBS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LMBS.txt
[2026-02-11T20:26:04.908601] [INFO ] [sig       ] [1843/3412] Completed LMBS in 0.3s | 2.79 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-11T20:26:04.908646] [INFO ] [sig       ] [1844/3412] Forecasting LMND...
[2026-02-11T20:26:04.908676] [INFO ] [sig       ] Generating forecast for: LMND
[2026-02-11T20:26:04.908708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2026-02-11T20:26:04.920393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2026-02-11T20:26:04.920732] [INFO ] [FORECASTER] Starting predict_future for LMND
[2026-02-11T20:26:04.921626] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2026-02-11T20:26:04.921681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:04.921715] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:04.921743] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:04.921802] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:04.981508] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:04.982452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:04.982536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:04.982570] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:05.105157] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:05.105298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:05.105340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:05.105369] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:05.108944] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=82.11%)
[2026-02-11T20:26:05.109229] [INFO ] [FORECASTER] Completed predict_future for LMND
[2026-02-11T20:26:05.109361] [INFO ] [sig       ] LMND: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:05.258849] [INFO ] [LOCAL     ] Saved forecast: LMND	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LMND.txt
[2026-02-11T20:26:05.259027] [INFO ] [sig       ] [1844/3412] Completed LMND in 0.4s | 2.79 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-11T20:26:05.259068] [INFO ] [sig       ] [1845/3412] Forecasting LNC...
[2026-02-11T20:26:05.259098] [INFO ] [sig       ] Generating forecast for: LNC
[2026-02-11T20:26:05.259130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2026-02-11T20:26:05.271672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2026-02-11T20:26:05.271993] [INFO ] [FORECASTER] Starting predict_future for LNC
[2026-02-11T20:26:05.272859] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2026-02-11T20:26:05.272914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:05.272946] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:05.272976] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:05.273034] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:05.333882] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:05.334812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:05.334948] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:05.334984] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:05.460023] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:05.460196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:05.460240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:05.460272] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:05.463911] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=51.01%)
[2026-02-11T20:26:05.464201] [INFO ] [FORECASTER] Completed predict_future for LNC
[2026-02-11T20:26:05.464343] [INFO ] [sig       ] LNC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:05.605022] [INFO ] [LOCAL     ] Saved forecast: LNC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LNC.txt
[2026-02-11T20:26:05.605171] [INFO ] [sig       ] [1845/3412] Completed LNC in 0.3s | 2.79 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-11T20:26:05.605211] [INFO ] [sig       ] [1846/3412] Forecasting LND...
[2026-02-11T20:26:05.605242] [INFO ] [sig       ] Generating forecast for: LND
[2026-02-11T20:26:05.605273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2026-02-11T20:26:05.616861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2026-02-11T20:26:05.617201] [INFO ] [FORECASTER] Starting predict_future for LND
[2026-02-11T20:26:05.618041] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2026-02-11T20:26:05.618094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:05.618127] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:05.618154] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:05.618212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:05.675584] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:05.676498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:05.676604] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:05.676640] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:05.789631] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:05.789806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:05.789855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:05.789890] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:05.793775] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2026-02-11T20:26:05.794168] [INFO ] [FORECASTER] Completed predict_future for LND
[2026-02-11T20:26:05.794355] [INFO ] [sig       ] LND: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:05.959481] [INFO ] [LOCAL     ] Saved forecast: LND	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LND.txt
[2026-02-11T20:26:05.959646] [INFO ] [sig       ] [1846/3412] Completed LND in 0.4s | 2.79 sym/s | Total: 11.0m | ETA: 9.3m
[2026-02-11T20:26:05.959697] [INFO ] [sig       ] [1847/3412] Forecasting LNG...
[2026-02-11T20:26:05.959729] [INFO ] [sig       ] Generating forecast for: LNG
[2026-02-11T20:26:05.959761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2026-02-11T20:26:05.971527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2026-02-11T20:26:05.971919] [INFO ] [FORECASTER] Starting predict_future for LNG
[2026-02-11T20:26:05.972764] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2026-02-11T20:26:05.972816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:05.972848] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:05.972875] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:05.972934] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:06.032949] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:06.033887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:06.033983] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:06.034019] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:06.154384] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:06.154546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:06.154610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:06.154643] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:06.158446] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=61.21%)
[2026-02-11T20:26:06.158755] [INFO ] [FORECASTER] Completed predict_future for LNG
[2026-02-11T20:26:06.159078] [INFO ] [sig       ] LNG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:06.308077] [INFO ] [LOCAL     ] Saved forecast: LNG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LNG.txt
[2026-02-11T20:26:06.308210] [INFO ] [sig       ] [1847/3412] Completed LNG in 0.3s | 2.79 sym/s | Total: 11.0m | ETA: 9.3m
[2026-02-11T20:26:06.308263] [INFO ] [sig       ] [1848/3412] Forecasting LNKB...
[2026-02-11T20:26:06.308297] [INFO ] [sig       ] Generating forecast for: LNKB
[2026-02-11T20:26:06.308329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2026-02-11T20:26:06.319596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2026-02-11T20:26:06.319876] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2026-02-11T20:26:06.320874] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2026-02-11T20:26:06.320927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:06.320960] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:06.320986] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:06.321043] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:06.382976] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:06.383843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:06.383932] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:06.383965] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:06.508000] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:06.508179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:06.508223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:06.508256] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:06.511946] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=69.49%)
[2026-02-11T20:26:06.512433] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2026-02-11T20:26:06.512587] [INFO ] [sig       ] LNKB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:06.667786] [INFO ] [LOCAL     ] Saved forecast: LNKB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LNKB.txt
[2026-02-11T20:26:06.667981] [INFO ] [sig       ] [1848/3412] Completed LNKB in 0.4s | 2.79 sym/s | Total: 11.0m | ETA: 9.3m
[2026-02-11T20:26:06.668025] [INFO ] [sig       ] [1849/3412] Forecasting LNN...
[2026-02-11T20:26:06.668056] [INFO ] [sig       ] Generating forecast for: LNN
[2026-02-11T20:26:06.668090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2026-02-11T20:26:06.680524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2026-02-11T20:26:06.680950] [INFO ] [FORECASTER] Starting predict_future for LNN
[2026-02-11T20:26:06.681783] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2026-02-11T20:26:06.681835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:06.681868] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:06.681895] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:06.681953] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:06.744814] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:06.745733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:06.745825] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:06.745860] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:06.871700] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:06.871864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:06.871907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:06.871938] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:06.875504] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2026-02-11T20:26:06.875807] [INFO ] [FORECASTER] Completed predict_future for LNN
[2026-02-11T20:26:06.875945] [INFO ] [sig       ] LNN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:07.039223] [INFO ] [LOCAL     ] Saved forecast: LNN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LNN.txt
[2026-02-11T20:26:07.039397] [INFO ] [sig       ] [1849/3412] Completed LNN in 0.4s | 2.79 sym/s | Total: 11.0m | ETA: 9.3m
[2026-02-11T20:26:07.039438] [INFO ] [sig       ] [1850/3412] Forecasting LNTH...
[2026-02-11T20:26:07.039468] [INFO ] [sig       ] Generating forecast for: LNTH
[2026-02-11T20:26:07.039499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2026-02-11T20:26:07.054692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2026-02-11T20:26:07.055388] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2026-02-11T20:26:07.056553] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2026-02-11T20:26:07.056655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:07.056699] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:07.056738] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:07.056819] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:07.123190] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:07.124094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:07.124181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:07.124214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:07.244751] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:07.244911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:07.244968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:07.244998] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:07.248637] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: DOWN (p=40.68%)
[2026-02-11T20:26:07.249007] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2026-02-11T20:26:07.249168] [INFO ] [sig       ] LNTH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:07.388962] [INFO ] [LOCAL     ] Saved forecast: LNTH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LNTH.txt
[2026-02-11T20:26:07.389121] [INFO ] [sig       ] [1850/3412] Completed LNTH in 0.3s | 2.79 sym/s | Total: 11.0m | ETA: 9.3m
[2026-02-11T20:26:07.389162] [INFO ] [sig       ] [1851/3412] Forecasting LNZA...
[2026-02-11T20:26:07.389193] [INFO ] [sig       ] Generating forecast for: LNZA
[2026-02-11T20:26:07.389223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2026-02-11T20:26:07.400682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2026-02-11T20:26:07.401076] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2026-02-11T20:26:07.401918] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2026-02-11T20:26:07.401975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:07.402007] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:07.402033] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:07.402090] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:07.461145] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:07.461997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:07.462079] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:07.462112] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:07.574264] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:07.574417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:07.574458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:07.574489] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:07.578046] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=16.29%)
[2026-02-11T20:26:07.578323] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2026-02-11T20:26:07.578454] [INFO ] [sig       ] LNZA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:07.724105] [INFO ] [LOCAL     ] Saved forecast: LNZA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LNZA.txt
[2026-02-11T20:26:07.724264] [INFO ] [sig       ] [1851/3412] Completed LNZA in 0.3s | 2.79 sym/s | Total: 11.0m | ETA: 9.3m
[2026-02-11T20:26:07.724305] [INFO ] [sig       ] [1852/3412] Forecasting LOAN...
[2026-02-11T20:26:07.724335] [INFO ] [sig       ] Generating forecast for: LOAN
[2026-02-11T20:26:07.724366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2026-02-11T20:26:07.735057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2026-02-11T20:26:07.735408] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2026-02-11T20:26:07.736236] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2026-02-11T20:26:07.736288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:07.736367] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:07.736396] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:07.736454] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:07.796441] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:07.797386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:07.797515] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:07.797562] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:07.913399] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:07.913607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:07.913669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:07.913714] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:07.917902] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2026-02-11T20:26:07.918211] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2026-02-11T20:26:07.918348] [INFO ] [sig       ] LOAN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:08.061769] [INFO ] [LOCAL     ] Saved forecast: LOAN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LOAN.txt
[2026-02-11T20:26:08.061909] [INFO ] [sig       ] [1852/3412] Completed LOAN in 0.3s | 2.79 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-11T20:26:08.061950] [INFO ] [sig       ] [1853/3412] Forecasting LOB...
[2026-02-11T20:26:08.061980] [INFO ] [sig       ] Generating forecast for: LOB
[2026-02-11T20:26:08.062010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2026-02-11T20:26:08.073780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2026-02-11T20:26:08.074132] [INFO ] [FORECASTER] Starting predict_future for LOB
[2026-02-11T20:26:08.075001] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2026-02-11T20:26:08.075055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:08.075088] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:08.075115] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:08.075173] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:08.135775] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:08.136643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:08.136731] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:08.136765] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:08.264673] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:08.264845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:08.264898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:08.264934] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:08.268699] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=46.35%)
[2026-02-11T20:26:08.269027] [INFO ] [FORECASTER] Completed predict_future for LOB
[2026-02-11T20:26:08.269176] [INFO ] [sig       ] LOB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:08.413343] [INFO ] [LOCAL     ] Saved forecast: LOB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LOB.txt
[2026-02-11T20:26:08.413502] [INFO ] [sig       ] [1853/3412] Completed LOB in 0.4s | 2.79 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-11T20:26:08.413542] [INFO ] [sig       ] [1854/3412] Forecasting LOCO...
[2026-02-11T20:26:08.413592] [INFO ] [sig       ] Generating forecast for: LOCO
[2026-02-11T20:26:08.413628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2026-02-11T20:26:08.425477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2026-02-11T20:26:08.425795] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2026-02-11T20:26:08.426633] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2026-02-11T20:26:08.426686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:08.426728] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:08.426756] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:08.426814] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:08.486194] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:08.486931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:08.487029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:08.487069] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:08.607756] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:08.607948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:08.607998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:08.608027] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:08.612279] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=42.59%)
[2026-02-11T20:26:08.612612] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2026-02-11T20:26:08.612751] [INFO ] [sig       ] LOCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:08.758268] [INFO ] [LOCAL     ] Saved forecast: LOCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LOCO.txt
[2026-02-11T20:26:08.758431] [INFO ] [sig       ] [1854/3412] Completed LOCO in 0.3s | 2.79 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-11T20:26:08.758474] [INFO ] [sig       ] [1855/3412] Forecasting LOGI...
[2026-02-11T20:26:08.758507] [INFO ] [sig       ] Generating forecast for: LOGI
[2026-02-11T20:26:08.758541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2026-02-11T20:26:08.770330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2026-02-11T20:26:08.770665] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2026-02-11T20:26:08.771470] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2026-02-11T20:26:08.771522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:08.771554] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:08.771602] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:08.771660] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:08.831364] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:08.832315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:08.832407] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:08.832442] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:08.953676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:08.953833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:08.953873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:08.953933] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:08.957832] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2026-02-11T20:26:08.958140] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2026-02-11T20:26:08.958278] [INFO ] [sig       ] LOGI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:09.106737] [INFO ] [LOCAL     ] Saved forecast: LOGI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LOGI.txt
[2026-02-11T20:26:09.106887] [INFO ] [sig       ] [1855/3412] Completed LOGI in 0.3s | 2.79 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-11T20:26:09.106935] [INFO ] [sig       ] [1856/3412] Forecasting LOMA...
[2026-02-11T20:26:09.106972] [INFO ] [sig       ] Generating forecast for: LOMA
[2026-02-11T20:26:09.107009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2026-02-11T20:26:09.118709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2026-02-11T20:26:09.119036] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2026-02-11T20:26:09.119858] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2026-02-11T20:26:09.119911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:09.119943] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:09.119970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:09.120026] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:09.179904] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:09.180656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:09.180739] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:09.180772] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:09.299705] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:09.299859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:09.299903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:09.299931] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:09.303349] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2026-02-11T20:26:09.303657] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2026-02-11T20:26:09.303791] [INFO ] [sig       ] LOMA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:09.457829] [INFO ] [LOCAL     ] Saved forecast: LOMA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LOMA.txt
[2026-02-11T20:26:09.457972] [INFO ] [sig       ] [1856/3412] Completed LOMA in 0.4s | 2.79 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-11T20:26:09.458012] [INFO ] [sig       ] [1857/3412] Forecasting LOPE...
[2026-02-11T20:26:09.458043] [INFO ] [sig       ] Generating forecast for: LOPE
[2026-02-11T20:26:09.458072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2026-02-11T20:26:09.470450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2026-02-11T20:26:09.470812] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2026-02-11T20:26:09.471674] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2026-02-11T20:26:09.471728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:09.471761] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:09.471789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:09.471849] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:09.532562] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:09.533433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:09.533524] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:09.533559] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:09.659161] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:09.659323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:09.659367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:09.659398] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:09.663376] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=91.63%)
[2026-02-11T20:26:09.663688] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2026-02-11T20:26:09.663828] [INFO ] [sig       ] LOPE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:09.808269] [INFO ] [LOCAL     ] Saved forecast: LOPE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LOPE.txt
[2026-02-11T20:26:09.808451] [INFO ] [sig       ] [1857/3412] Completed LOPE in 0.4s | 2.79 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-11T20:26:09.808506] [INFO ] [sig       ] [1858/3412] Forecasting LOVE...
[2026-02-11T20:26:09.808538] [INFO ] [sig       ] Generating forecast for: LOVE
[2026-02-11T20:26:09.808588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2026-02-11T20:26:09.821511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2026-02-11T20:26:09.821908] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2026-02-11T20:26:09.822894] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2026-02-11T20:26:09.822950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:09.822985] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:09.823013] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:09.823254] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:09.887534] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:09.888594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:09.888694] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:09.888728] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:10.017027] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:10.017195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:10.017240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:10.017269] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:10.021103] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=14.92%)
[2026-02-11T20:26:10.021405] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2026-02-11T20:26:10.021562] [INFO ] [sig       ] LOVE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:10.171361] [INFO ] [LOCAL     ] Saved forecast: LOVE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LOVE.txt
[2026-02-11T20:26:10.171513] [INFO ] [sig       ] [1858/3412] Completed LOVE in 0.4s | 2.79 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-11T20:26:10.171556] [INFO ] [sig       ] [1859/3412] Forecasting LPCN...
[2026-02-11T20:26:10.171611] [INFO ] [sig       ] Generating forecast for: LPCN
[2026-02-11T20:26:10.171644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2026-02-11T20:26:10.183429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2026-02-11T20:26:10.183820] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2026-02-11T20:26:10.184730] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2026-02-11T20:26:10.184786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:10.184820] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:10.184848] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:10.184908] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:10.245109] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:10.246170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:10.246266] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:10.246299] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:10.363068] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:10.363240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:10.363283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:10.363314] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:10.366962] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=34.87%)
[2026-02-11T20:26:10.367285] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2026-02-11T20:26:10.367442] [INFO ] [sig       ] LPCN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:10.515359] [INFO ] [LOCAL     ] Saved forecast: LPCN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LPCN.txt
[2026-02-11T20:26:10.515539] [INFO ] [sig       ] [1859/3412] Completed LPCN in 0.3s | 2.79 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-11T20:26:10.515609] [INFO ] [sig       ] [1860/3412] Forecasting LPG...
[2026-02-11T20:26:10.515643] [INFO ] [sig       ] Generating forecast for: LPG
[2026-02-11T20:26:10.515675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2026-02-11T20:26:10.527197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2026-02-11T20:26:10.527534] [INFO ] [FORECASTER] Starting predict_future for LPG
[2026-02-11T20:26:10.528433] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2026-02-11T20:26:10.528487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:10.528519] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:10.528546] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:10.528621] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:10.587264] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:10.588122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:10.588211] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:10.588246] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:10.718644] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:10.718807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:10.718850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:10.718885] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:10.722679] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=56.90%)
[2026-02-11T20:26:10.722957] [INFO ] [FORECASTER] Completed predict_future for LPG
[2026-02-11T20:26:10.723089] [INFO ] [sig       ] LPG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:10.868216] [INFO ] [LOCAL     ] Saved forecast: LPG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LPG.txt
[2026-02-11T20:26:10.868355] [INFO ] [sig       ] [1860/3412] Completed LPG in 0.4s | 2.79 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-11T20:26:10.868394] [INFO ] [sig       ] [1861/3412] Forecasting LPL...
[2026-02-11T20:26:10.868423] [INFO ] [sig       ] Generating forecast for: LPL
[2026-02-11T20:26:10.868454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2026-02-11T20:26:10.879982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2026-02-11T20:26:10.880263] [INFO ] [FORECASTER] Starting predict_future for LPL
[2026-02-11T20:26:10.881120] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2026-02-11T20:26:10.881172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:10.881203] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:10.881229] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:10.881285] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:10.938787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:10.939560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:10.939666] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:10.939698] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:11.062195] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:11.062360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:11.062404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:11.062459] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:11.066061] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=55.44%)
[2026-02-11T20:26:11.066358] [INFO ] [FORECASTER] Completed predict_future for LPL
[2026-02-11T20:26:11.066494] [INFO ] [sig       ] LPL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:11.208718] [INFO ] [LOCAL     ] Saved forecast: LPL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LPL.txt
[2026-02-11T20:26:11.208871] [INFO ] [sig       ] [1861/3412] Completed LPL in 0.3s | 2.79 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-11T20:26:11.208912] [INFO ] [sig       ] [1862/3412] Forecasting LPLA...
[2026-02-11T20:26:11.208944] [INFO ] [sig       ] Generating forecast for: LPLA
[2026-02-11T20:26:11.208975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2026-02-11T20:26:11.221544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2026-02-11T20:26:11.221957] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2026-02-11T20:26:11.222829] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2026-02-11T20:26:11.222888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:11.222927] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:11.222962] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:11.223034] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:11.282568] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:11.283498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:11.283649] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:11.283684] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:11.406219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:11.406354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:11.406395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:11.406424] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:11.410317] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2026-02-11T20:26:11.410608] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2026-02-11T20:26:11.410740] [INFO ] [sig       ] LPLA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:11.553654] [INFO ] [LOCAL     ] Saved forecast: LPLA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LPLA.txt
[2026-02-11T20:26:11.553814] [INFO ] [sig       ] [1862/3412] Completed LPLA in 0.3s | 2.79 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-11T20:26:11.553855] [INFO ] [sig       ] [1863/3412] Forecasting LPRO...
[2026-02-11T20:26:11.553885] [INFO ] [sig       ] Generating forecast for: LPRO
[2026-02-11T20:26:11.553915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2026-02-11T20:26:11.565905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2026-02-11T20:26:11.566271] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2026-02-11T20:26:11.567114] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2026-02-11T20:26:11.567168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:11.567202] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:11.567230] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:11.567290] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:11.626039] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:11.626963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:11.627073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:11.627109] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:11.752875] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:11.753051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:11.753101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:11.753133] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:11.756792] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: DOWN (p=36.38%)
[2026-02-11T20:26:11.757175] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2026-02-11T20:26:11.757319] [INFO ] [sig       ] LPRO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:11.906771] [INFO ] [LOCAL     ] Saved forecast: LPRO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LPRO.txt
[2026-02-11T20:26:11.906926] [INFO ] [sig       ] [1863/3412] Completed LPRO in 0.4s | 2.79 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-11T20:26:11.906966] [INFO ] [sig       ] [1864/3412] Forecasting LPSN...
[2026-02-11T20:26:11.906997] [INFO ] [sig       ] Generating forecast for: LPSN
[2026-02-11T20:26:11.907027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2026-02-11T20:26:11.918466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2026-02-11T20:26:11.918782] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2026-02-11T20:26:11.919614] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2026-02-11T20:26:11.919666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:11.919698] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:11.919724] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:11.919782] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:11.977719] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:11.978596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:11.978688] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:11.978720] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:12.097867] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:12.098034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:12.098081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:12.098115] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:12.101553] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=9.87%)
[2026-02-11T20:26:12.101849] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2026-02-11T20:26:12.101977] [INFO ] [sig       ] LPSN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:12.246769] [INFO ] [LOCAL     ] Saved forecast: LPSN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LPSN.txt
[2026-02-11T20:26:12.246924] [INFO ] [sig       ] [1864/3412] Completed LPSN in 0.3s | 2.79 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-11T20:26:12.246964] [INFO ] [sig       ] [1865/3412] Forecasting LPTH...
[2026-02-11T20:26:12.246994] [INFO ] [sig       ] Generating forecast for: LPTH
[2026-02-11T20:26:12.247025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2026-02-11T20:26:12.258739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2026-02-11T20:26:12.259144] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2026-02-11T20:26:12.260066] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2026-02-11T20:26:12.260127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:12.260171] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:12.260202] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:12.260261] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:12.320103] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:12.320982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:12.321082] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:12.321122] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:12.443903] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:12.444070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:12.444110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:12.444140] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:12.447638] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=33.35%)
[2026-02-11T20:26:12.447917] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2026-02-11T20:26:12.448057] [INFO ] [sig       ] LPTH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:12.589241] [INFO ] [LOCAL     ] Saved forecast: LPTH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LPTH.txt
[2026-02-11T20:26:12.589413] [INFO ] [sig       ] [1865/3412] Completed LPTH in 0.3s | 2.79 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-11T20:26:12.589455] [INFO ] [sig       ] [1866/3412] Forecasting LPX...
[2026-02-11T20:26:12.589485] [INFO ] [sig       ] Generating forecast for: LPX
[2026-02-11T20:26:12.589515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2026-02-11T20:26:12.601073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2026-02-11T20:26:12.601422] [INFO ] [FORECASTER] Starting predict_future for LPX
[2026-02-11T20:26:12.602242] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2026-02-11T20:26:12.602294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:12.602327] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:12.602353] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:12.602410] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:12.661832] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:12.662733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:12.662818] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:12.662851] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:12.788516] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:12.788716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:12.788768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:12.788798] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:12.792485] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2026-02-11T20:26:12.792792] [INFO ] [FORECASTER] Completed predict_future for LPX
[2026-02-11T20:26:12.792930] [INFO ] [sig       ] LPX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:12.941681] [INFO ] [LOCAL     ] Saved forecast: LPX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LPX.txt
[2026-02-11T20:26:12.941977] [INFO ] [sig       ] [1866/3412] Completed LPX in 0.4s | 2.79 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-11T20:26:12.942046] [INFO ] [sig       ] [1867/3412] Forecasting LQDA...
[2026-02-11T20:26:12.942118] [INFO ] [sig       ] Generating forecast for: LQDA
[2026-02-11T20:26:12.942159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2026-02-11T20:26:12.957326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2026-02-11T20:26:12.957819] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2026-02-11T20:26:12.958980] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2026-02-11T20:26:12.959040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:12.959080] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:12.959110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:12.959370] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:13.018886] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:13.019946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:13.020077] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:13.020112] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:13.149326] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:13.149496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:13.149540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:13.149586] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:13.153282] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2026-02-11T20:26:13.153557] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2026-02-11T20:26:13.153706] [INFO ] [sig       ] LQDA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:13.296234] [INFO ] [LOCAL     ] Saved forecast: LQDA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LQDA.txt
[2026-02-11T20:26:13.296365] [INFO ] [sig       ] [1867/3412] Completed LQDA in 0.4s | 2.79 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-11T20:26:13.296404] [INFO ] [sig       ] [1868/3412] Forecasting LRCX...
[2026-02-11T20:26:13.296433] [INFO ] [sig       ] Generating forecast for: LRCX
[2026-02-11T20:26:13.296464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2026-02-11T20:26:13.308434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2026-02-11T20:26:13.308800] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2026-02-11T20:26:13.309728] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2026-02-11T20:26:13.309782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:13.309816] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:13.309844] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:13.309903] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:13.370310] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:13.371235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:13.371325] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:13.371361] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:13.496210] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:13.496391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:13.496433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:13.496463] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:13.500093] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: UP (p=87.16%)
[2026-02-11T20:26:13.500419] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2026-02-11T20:26:13.500588] [INFO ] [sig       ] LRCX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:13.654500] [INFO ] [LOCAL     ] Saved forecast: LRCX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LRCX.txt
[2026-02-11T20:26:13.654719] [INFO ] [sig       ] [1868/3412] Completed LRCX in 0.4s | 2.79 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-11T20:26:13.654765] [INFO ] [sig       ] [1869/3412] Forecasting LRGE...
[2026-02-11T20:26:13.654813] [INFO ] [sig       ] Generating forecast for: LRGE
[2026-02-11T20:26:13.654856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2026-02-11T20:26:13.668216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2026-02-11T20:26:13.668653] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2026-02-11T20:26:13.669537] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2026-02-11T20:26:13.669609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:13.669683] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:13.669713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:13.669772] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:13.734036] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:13.735009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:13.735145] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:13.735191] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:13.851644] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:13.851806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:13.851848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:13.851877] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:13.855451] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=93.02%)
[2026-02-11T20:26:13.855759] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2026-02-11T20:26:13.855909] [INFO ] [sig       ] LRGE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:14.002614] [INFO ] [LOCAL     ] Saved forecast: LRGE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LRGE.txt
[2026-02-11T20:26:14.002772] [INFO ] [sig       ] [1869/3412] Completed LRGE in 0.3s | 2.79 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-11T20:26:14.002823] [INFO ] [sig       ] [1870/3412] Forecasting LSCC...
[2026-02-11T20:26:14.002855] [INFO ] [sig       ] Generating forecast for: LSCC
[2026-02-11T20:26:14.002886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2026-02-11T20:26:14.014338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2026-02-11T20:26:14.014710] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2026-02-11T20:26:14.015514] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2026-02-11T20:26:14.015566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:14.015645] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:14.015674] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:14.015731] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:14.073292] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:14.074157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:14.074242] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:14.074275] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:14.197804] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:14.197962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:14.198003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:14.198031] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:14.202086] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: UP (p=72.52%)
[2026-02-11T20:26:14.202624] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2026-02-11T20:26:14.202770] [INFO ] [sig       ] LSCC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:14.351742] [INFO ] [LOCAL     ] Saved forecast: LSCC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LSCC.txt
[2026-02-11T20:26:14.351883] [INFO ] [sig       ] [1870/3412] Completed LSCC in 0.3s | 2.79 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-11T20:26:14.351930] [INFO ] [sig       ] [1871/3412] Forecasting LSPD...
[2026-02-11T20:26:14.351962] [INFO ] [sig       ] Generating forecast for: LSPD
[2026-02-11T20:26:14.351992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2026-02-11T20:26:14.364374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2026-02-11T20:26:14.364694] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2026-02-11T20:26:14.365501] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2026-02-11T20:26:14.365555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:14.365610] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:14.365641] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:14.365700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:14.426822] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:14.427688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:14.427794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:14.427829] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:14.554884] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:14.555047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:14.555089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:14.555119] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:14.558658] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=19.14%)
[2026-02-11T20:26:14.558941] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2026-02-11T20:26:14.559072] [INFO ] [sig       ] LSPD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:14.710914] [INFO ] [LOCAL     ] Saved forecast: LSPD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LSPD.txt
[2026-02-11T20:26:14.711102] [INFO ] [sig       ] [1871/3412] Completed LSPD in 0.4s | 2.79 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-11T20:26:14.711160] [INFO ] [sig       ] [1872/3412] Forecasting LTC...
[2026-02-11T20:26:14.711208] [INFO ] [sig       ] Generating forecast for: LTC
[2026-02-11T20:26:14.711253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2026-02-11T20:26:14.724298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2026-02-11T20:26:14.724621] [INFO ] [FORECASTER] Starting predict_future for LTC
[2026-02-11T20:26:14.725614] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2026-02-11T20:26:14.725667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:14.725698] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:14.725725] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:14.725782] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:14.785548] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:14.786352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:14.786437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:14.786470] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:14.903641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:14.903797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:14.903836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:14.903906] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:14.907424] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2026-02-11T20:26:14.907746] [INFO ] [FORECASTER] Completed predict_future for LTC
[2026-02-11T20:26:14.907879] [INFO ] [sig       ] LTC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:15.060910] [INFO ] [LOCAL     ] Saved forecast: LTC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LTC.txt
[2026-02-11T20:26:15.061082] [INFO ] [sig       ] [1872/3412] Completed LTC in 0.3s | 2.79 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-11T20:26:15.061125] [INFO ] [sig       ] [1873/3412] Forecasting LTH...
[2026-02-11T20:26:15.061155] [INFO ] [sig       ] Generating forecast for: LTH
[2026-02-11T20:26:15.061186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2026-02-11T20:26:15.073828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2026-02-11T20:26:15.074240] [INFO ] [FORECASTER] Starting predict_future for LTH
[2026-02-11T20:26:15.075326] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2026-02-11T20:26:15.075381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:15.075413] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:15.075440] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:15.075498] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:15.135227] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:15.136146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:15.136260] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:15.136296] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:15.256525] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:15.256733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:15.256779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:15.256809] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:15.260729] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2026-02-11T20:26:15.261161] [INFO ] [FORECASTER] Completed predict_future for LTH
[2026-02-11T20:26:15.261326] [INFO ] [sig       ] LTH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:15.409230] [INFO ] [LOCAL     ] Saved forecast: LTH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LTH.txt
[2026-02-11T20:26:15.409386] [INFO ] [sig       ] [1873/3412] Completed LTH in 0.3s | 2.79 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-11T20:26:15.409425] [INFO ] [sig       ] [1874/3412] Forecasting LTRN...
[2026-02-11T20:26:15.409454] [INFO ] [sig       ] Generating forecast for: LTRN
[2026-02-11T20:26:15.409485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2026-02-11T20:26:15.422402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2026-02-11T20:26:15.422843] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2026-02-11T20:26:15.423705] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2026-02-11T20:26:15.423760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:15.423793] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:15.423821] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:15.423883] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:15.486107] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:15.487024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:15.487114] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:15.487148] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:15.604629] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:15.604788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:15.604834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:15.604864] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:15.608482] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=83.15%)
[2026-02-11T20:26:15.608798] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2026-02-11T20:26:15.608938] [INFO ] [sig       ] LTRN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:15.757747] [INFO ] [LOCAL     ] Saved forecast: LTRN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LTRN.txt
[2026-02-11T20:26:15.757936] [INFO ] [sig       ] [1874/3412] Completed LTRN in 0.3s | 2.79 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-11T20:26:15.757978] [INFO ] [sig       ] [1875/3412] Forecasting LTRX...
[2026-02-11T20:26:15.758009] [INFO ] [sig       ] Generating forecast for: LTRX
[2026-02-11T20:26:15.758044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2026-02-11T20:26:15.769557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2026-02-11T20:26:15.769898] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2026-02-11T20:26:15.770761] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2026-02-11T20:26:15.770815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:15.770849] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:15.770877] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:15.770936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:15.832277] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:15.833190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:15.833308] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:15.833344] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:15.959783] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:15.959944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:15.959985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:15.960012] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:15.963481] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2026-02-11T20:26:15.963776] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2026-02-11T20:26:15.963906] [INFO ] [sig       ] LTRX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:16.109824] [INFO ] [LOCAL     ] Saved forecast: LTRX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LTRX.txt
[2026-02-11T20:26:16.109984] [INFO ] [sig       ] [1875/3412] Completed LTRX in 0.4s | 2.79 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-11T20:26:16.110033] [INFO ] [sig       ] [1876/3412] Forecasting LUCD...
[2026-02-11T20:26:16.110071] [INFO ] [sig       ] Generating forecast for: LUCD
[2026-02-11T20:26:16.110108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2026-02-11T20:26:16.122360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2026-02-11T20:26:16.122771] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2026-02-11T20:26:16.123613] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2026-02-11T20:26:16.123667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:16.123699] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:16.123727] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:16.123795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:16.184892] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:16.185797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:16.185884] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:16.185918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:16.308599] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:16.308758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:16.308801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:16.308830] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:16.312266] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=29.66%)
[2026-02-11T20:26:16.312548] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2026-02-11T20:26:16.312700] [INFO ] [sig       ] LUCD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:16.455001] [INFO ] [LOCAL     ] Saved forecast: LUCD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LUCD.txt
[2026-02-11T20:26:16.455162] [INFO ] [sig       ] [1876/3412] Completed LUCD in 0.3s | 2.79 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-11T20:26:16.455204] [INFO ] [sig       ] [1877/3412] Forecasting LUMN...
[2026-02-11T20:26:16.455233] [INFO ] [sig       ] Generating forecast for: LUMN
[2026-02-11T20:26:16.455263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2026-02-11T20:26:16.467080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2026-02-11T20:26:16.467354] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2026-02-11T20:26:16.468212] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2026-02-11T20:26:16.468266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:16.468297] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:16.468324] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:16.468382] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:16.526620] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:16.527605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:16.527689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:16.527721] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:16.649034] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:16.649207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:16.649250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:16.649280] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:16.653004] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: UP (p=53.66%)
[2026-02-11T20:26:16.653296] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2026-02-11T20:26:16.653430] [INFO ] [sig       ] LUMN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:16.795047] [INFO ] [LOCAL     ] Saved forecast: LUMN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LUMN.txt
[2026-02-11T20:26:16.795177] [INFO ] [sig       ] [1877/3412] Completed LUMN in 0.3s | 2.79 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-11T20:26:16.795216] [INFO ] [sig       ] [1878/3412] Forecasting LUNG...
[2026-02-11T20:26:16.795245] [INFO ] [sig       ] Generating forecast for: LUNG
[2026-02-11T20:26:16.795276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2026-02-11T20:26:16.806954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2026-02-11T20:26:16.807244] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2026-02-11T20:26:16.808072] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2026-02-11T20:26:16.808148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:16.808187] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:16.808220] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:16.808279] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:16.867807] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:16.868704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:16.868790] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:16.868823] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:16.992522] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:16.992702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:16.992745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:16.992774] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:16.996393] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=21.04%)
[2026-02-11T20:26:16.996698] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2026-02-11T20:26:16.996840] [INFO ] [sig       ] LUNG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:17.136416] [INFO ] [LOCAL     ] Saved forecast: LUNG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LUNG.txt
[2026-02-11T20:26:17.136597] [INFO ] [sig       ] [1878/3412] Completed LUNG in 0.3s | 2.79 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-11T20:26:17.136641] [INFO ] [sig       ] [1879/3412] Forecasting LVHD...
[2026-02-11T20:26:17.136672] [INFO ] [sig       ] Generating forecast for: LVHD
[2026-02-11T20:26:17.136703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2026-02-11T20:26:17.148905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2026-02-11T20:26:17.149325] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2026-02-11T20:26:17.150189] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2026-02-11T20:26:17.150245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:17.150277] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:17.150305] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:17.150362] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:17.209178] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:17.210106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:17.210276] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:17.210311] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:17.329688] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:17.329856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:17.329898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:17.329927] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:17.333514] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2026-02-11T20:26:17.333880] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2026-02-11T20:26:17.334026] [INFO ] [sig       ] LVHD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:17.478242] [INFO ] [LOCAL     ] Saved forecast: LVHD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LVHD.txt
[2026-02-11T20:26:17.478404] [INFO ] [sig       ] [1879/3412] Completed LVHD in 0.3s | 2.79 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-11T20:26:17.478446] [INFO ] [sig       ] [1880/3412] Forecasting LVO...
[2026-02-11T20:26:17.478476] [INFO ] [sig       ] Generating forecast for: LVO
[2026-02-11T20:26:17.478516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2026-02-11T20:26:17.490602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2026-02-11T20:26:17.490919] [INFO ] [FORECASTER] Starting predict_future for LVO
[2026-02-11T20:26:17.491756] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2026-02-11T20:26:17.491808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:17.491840] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:17.491867] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:17.491924] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:17.549830] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:17.550711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:17.550815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:17.550854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:17.667153] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:17.667322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:17.667365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:17.667395] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:17.670950] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2026-02-11T20:26:17.671280] [INFO ] [FORECASTER] Completed predict_future for LVO
[2026-02-11T20:26:17.671419] [INFO ] [sig       ] LVO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:17.816635] [INFO ] [LOCAL     ] Saved forecast: LVO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LVO.txt
[2026-02-11T20:26:17.816793] [INFO ] [sig       ] [1880/3412] Completed LVO in 0.3s | 2.79 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-11T20:26:17.816833] [INFO ] [sig       ] [1881/3412] Forecasting LVS...
[2026-02-11T20:26:17.816862] [INFO ] [sig       ] Generating forecast for: LVS
[2026-02-11T20:26:17.816893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2026-02-11T20:26:17.829678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2026-02-11T20:26:17.830008] [INFO ] [FORECASTER] Starting predict_future for LVS
[2026-02-11T20:26:17.830828] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2026-02-11T20:26:17.830880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:17.830912] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:17.830939] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:17.830996] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:17.893124] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:17.894060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:17.894162] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:17.894196] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:18.022849] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:18.023015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:18.023057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:18.023087] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:18.026479] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=45.06%)
[2026-02-11T20:26:18.026772] [INFO ] [FORECASTER] Completed predict_future for LVS
[2026-02-11T20:26:18.026901] [INFO ] [sig       ] LVS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:18.168515] [INFO ] [LOCAL     ] Saved forecast: LVS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LVS.txt
[2026-02-11T20:26:18.168669] [INFO ] [sig       ] [1881/3412] Completed LVS in 0.4s | 2.79 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-11T20:26:18.168719] [INFO ] [sig       ] [1882/3412] Forecasting LWAY...
[2026-02-11T20:26:18.168749] [INFO ] [sig       ] Generating forecast for: LWAY
[2026-02-11T20:26:18.168779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2026-02-11T20:26:18.181021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2026-02-11T20:26:18.181403] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2026-02-11T20:26:18.182275] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2026-02-11T20:26:18.182329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:18.182363] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:18.182389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:18.182447] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:18.242258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:18.243113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:18.243204] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:18.243237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:18.366009] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:18.366174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:18.366216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:18.366245] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:18.369915] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: UP (p=57.48%)
[2026-02-11T20:26:18.370217] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2026-02-11T20:26:18.370353] [INFO ] [sig       ] LWAY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:18.514808] [INFO ] [LOCAL     ] Saved forecast: LWAY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LWAY.txt
[2026-02-11T20:26:18.514996] [INFO ] [sig       ] [1882/3412] Completed LWAY in 0.3s | 2.79 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-11T20:26:18.515039] [INFO ] [sig       ] [1883/3412] Forecasting LWLG...
[2026-02-11T20:26:18.515076] [INFO ] [sig       ] Generating forecast for: LWLG
[2026-02-11T20:26:18.515114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2026-02-11T20:26:18.527930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2026-02-11T20:26:18.528298] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2026-02-11T20:26:18.529128] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2026-02-11T20:26:18.529192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:18.529231] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:18.529259] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:18.529316] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:18.589702] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:18.590711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:18.590802] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:18.590844] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:18.717053] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:18.717225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:18.717278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:18.717319] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:18.721487] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2026-02-11T20:26:18.721824] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2026-02-11T20:26:18.721966] [INFO ] [sig       ] LWLG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:18.874730] [INFO ] [LOCAL     ] Saved forecast: LWLG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LWLG.txt
[2026-02-11T20:26:18.874894] [INFO ] [sig       ] [1883/3412] Completed LWLG in 0.4s | 2.79 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-11T20:26:18.874936] [INFO ] [sig       ] [1884/3412] Forecasting LX...
[2026-02-11T20:26:18.874966] [INFO ] [sig       ] Generating forecast for: LX
[2026-02-11T20:26:18.875000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2026-02-11T20:26:18.887515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2026-02-11T20:26:18.887838] [INFO ] [FORECASTER] Starting predict_future for LX
[2026-02-11T20:26:18.888686] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2026-02-11T20:26:18.888741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:18.888775] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:18.888804] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:18.888863] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:18.951534] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:18.952493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:18.952613] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:18.952655] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:19.080290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:19.080455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:19.080497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:19.080525] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:19.084452] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=10.95%)
[2026-02-11T20:26:19.084774] [INFO ] [FORECASTER] Completed predict_future for LX
[2026-02-11T20:26:19.084909] [INFO ] [sig       ] LX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:19.231722] [INFO ] [LOCAL     ] Saved forecast: LX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LX.txt
[2026-02-11T20:26:19.231869] [INFO ] [sig       ] [1884/3412] Completed LX in 0.4s | 2.79 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-11T20:26:19.231908] [INFO ] [sig       ] [1885/3412] Forecasting LXEO...
[2026-02-11T20:26:19.231938] [INFO ] [sig       ] Generating forecast for: LXEO
[2026-02-11T20:26:19.231968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2026-02-11T20:26:19.246379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2026-02-11T20:26:19.246882] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2026-02-11T20:26:19.247940] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2026-02-11T20:26:19.248011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:19.248046] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:19.248080] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:19.248182] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:19.309902] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:19.310876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:19.311013] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:19.311048] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:19.440046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:19.440253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:19.440299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:19.440329] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:19.444146] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=26.69%)
[2026-02-11T20:26:19.444430] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2026-02-11T20:26:19.444558] [INFO ] [sig       ] LXEO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:19.585711] [INFO ] [LOCAL     ] Saved forecast: LXEO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LXEO.txt
[2026-02-11T20:26:19.585840] [INFO ] [sig       ] [1885/3412] Completed LXEO in 0.4s | 2.79 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-11T20:26:19.585878] [INFO ] [sig       ] [1886/3412] Forecasting LXP...
[2026-02-11T20:26:19.585907] [INFO ] [sig       ] Generating forecast for: LXP
[2026-02-11T20:26:19.585937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2026-02-11T20:26:19.597178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2026-02-11T20:26:19.597502] [INFO ] [FORECASTER] Starting predict_future for LXP
[2026-02-11T20:26:19.598303] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2026-02-11T20:26:19.598356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:19.598413] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:19.598442] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:19.598499] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:19.659743] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:19.660888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:19.660973] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:19.661006] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:19.784256] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:19.784418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:19.784458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:19.784487] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:19.788128] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=56.19%)
[2026-02-11T20:26:19.788443] [INFO ] [FORECASTER] Completed predict_future for LXP
[2026-02-11T20:26:19.788603] [INFO ] [sig       ] LXP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:19.950745] [INFO ] [LOCAL     ] Saved forecast: LXP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LXP.txt
[2026-02-11T20:26:19.950914] [INFO ] [sig       ] [1886/3412] Completed LXP in 0.4s | 2.79 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-11T20:26:19.950958] [INFO ] [sig       ] [1887/3412] Forecasting LYB...
[2026-02-11T20:26:19.950990] [INFO ] [sig       ] Generating forecast for: LYB
[2026-02-11T20:26:19.951022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2026-02-11T20:26:19.963968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2026-02-11T20:26:19.964398] [INFO ] [FORECASTER] Starting predict_future for LYB
[2026-02-11T20:26:19.965387] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2026-02-11T20:26:19.965442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:19.965473] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:19.965499] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:19.965557] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:20.025959] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:20.026876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:20.026963] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:20.026997] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:20.153028] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:20.153410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:20.153469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:20.153514] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:20.159210] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=16.05%)
[2026-02-11T20:26:20.159657] [INFO ] [FORECASTER] Completed predict_future for LYB
[2026-02-11T20:26:20.159817] [INFO ] [sig       ] LYB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:20.307377] [INFO ] [LOCAL     ] Saved forecast: LYB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LYB.txt
[2026-02-11T20:26:20.307725] [INFO ] [sig       ] [1887/3412] Completed LYB in 0.4s | 2.79 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-11T20:26:20.307768] [INFO ] [sig       ] [1888/3412] Forecasting LYG...
[2026-02-11T20:26:20.307799] [INFO ] [sig       ] Generating forecast for: LYG
[2026-02-11T20:26:20.307829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2026-02-11T20:26:20.320286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2026-02-11T20:26:20.320809] [INFO ] [FORECASTER] Starting predict_future for LYG
[2026-02-11T20:26:20.321792] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2026-02-11T20:26:20.321845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:20.321878] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:20.321904] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:20.321961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:20.381273] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:20.382076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:20.382174] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:20.382214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:20.505212] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:20.505361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:20.505401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:20.505429] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:20.509238] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=27.67%)
[2026-02-11T20:26:20.509546] [INFO ] [FORECASTER] Completed predict_future for LYG
[2026-02-11T20:26:20.509702] [INFO ] [sig       ] LYG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:20.658826] [INFO ] [LOCAL     ] Saved forecast: LYG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LYG.txt
[2026-02-11T20:26:20.658994] [INFO ] [sig       ] [1888/3412] Completed LYG in 0.4s | 2.79 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-11T20:26:20.659036] [INFO ] [sig       ] [1889/3412] Forecasting LYRA...
[2026-02-11T20:26:20.659067] [INFO ] [sig       ] Generating forecast for: LYRA
[2026-02-11T20:26:20.659100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2026-02-11T20:26:20.677109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2026-02-11T20:26:20.677552] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2026-02-11T20:26:20.678422] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2026-02-11T20:26:20.678477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:20.678524] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:20.678562] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:20.678650] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:20.740642] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:20.741552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:20.741662] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:20.741696] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:20.860944] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:20.861111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:20.861161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:20.861240] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:20.864937] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=7.06%)
[2026-02-11T20:26:20.865332] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2026-02-11T20:26:20.865480] [INFO ] [sig       ] LYRA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:21.010780] [INFO ] [LOCAL     ] Saved forecast: LYRA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LYRA.txt
[2026-02-11T20:26:21.010939] [INFO ] [sig       ] [1889/3412] Completed LYRA in 0.4s | 2.79 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-11T20:26:21.010979] [INFO ] [sig       ] [1890/3412] Forecasting LYTS...
[2026-02-11T20:26:21.011010] [INFO ] [sig       ] Generating forecast for: LYTS
[2026-02-11T20:26:21.011041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2026-02-11T20:26:21.023750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2026-02-11T20:26:21.024149] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2026-02-11T20:26:21.024997] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2026-02-11T20:26:21.025051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:21.025084] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:21.025113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:21.025183] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:21.084027] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:21.084895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:21.084980] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:21.085013] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:21.201924] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:21.202085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:21.202126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:21.202155] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:21.205663] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=37.79%)
[2026-02-11T20:26:21.205947] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2026-02-11T20:26:21.206080] [INFO ] [sig       ] LYTS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:21.351331] [INFO ] [LOCAL     ] Saved forecast: LYTS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LYTS.txt
[2026-02-11T20:26:21.351493] [INFO ] [sig       ] [1890/3412] Completed LYTS in 0.3s | 2.79 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-11T20:26:21.351535] [INFO ] [sig       ] [1891/3412] Forecasting LZ...
[2026-02-11T20:26:21.351566] [INFO ] [sig       ] Generating forecast for: LZ
[2026-02-11T20:26:21.351618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2026-02-11T20:26:21.368501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2026-02-11T20:26:21.368866] [INFO ] [FORECASTER] Starting predict_future for LZ
[2026-02-11T20:26:21.369950] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2026-02-11T20:26:21.370006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:21.370041] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:21.370070] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:21.370130] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:21.432275] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:21.433227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:21.433334] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:21.433377] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:21.558446] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:21.558631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:21.558675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:21.558706] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:21.562334] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=5.81%)
[2026-02-11T20:26:21.562658] [INFO ] [FORECASTER] Completed predict_future for LZ
[2026-02-11T20:26:21.562798] [INFO ] [sig       ] LZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:21.716080] [INFO ] [LOCAL     ] Saved forecast: LZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/LZ.txt
[2026-02-11T20:26:21.716251] [INFO ] [sig       ] [1891/3412] Completed LZ in 0.4s | 2.79 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-11T20:26:21.716299] [INFO ] [sig       ] [1892/3412] Forecasting LZB...
[2026-02-11T20:26:21.716336] [INFO ] [sig       ] Generating forecast for: LZB
[2026-02-11T20:26:21.716368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2026-02-11T20:26:21.728621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2026-02-11T20:26:21.729010] [INFO ] [FORECASTER] Starting predict_future for LZB
[2026-02-11T20:26:21.729884] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2026-02-11T20:26:21.729937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:21.729970] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:21.729996] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:21.730053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:21.791262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:21.792408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:21.792507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:21.792542] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:21.943307] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:21.943469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:21.943511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:21.943539] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:21.947471] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=61.25%)
[2026-02-11T20:26:21.947826] [INFO ] [FORECASTER] Completed predict_future for LZB
[2026-02-11T20:26:21.947972] [INFO ] [sig       ] LZB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:22.097271] [INFO ] [LOCAL     ] Saved forecast: LZB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LZB.txt
[2026-02-11T20:26:22.097428] [INFO ] [sig       ] [1892/3412] Completed LZB in 0.4s | 2.79 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-11T20:26:22.097497] [INFO ] [sig       ] [1893/3412] Forecasting LZM...
[2026-02-11T20:26:22.097533] [INFO ] [sig       ] Generating forecast for: LZM
[2026-02-11T20:26:22.097567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2026-02-11T20:26:22.109158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2026-02-11T20:26:22.109530] [INFO ] [FORECASTER] Starting predict_future for LZM
[2026-02-11T20:26:22.110351] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2026-02-11T20:26:22.110404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:22.110437] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:22.110464] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:22.110522] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:22.168372] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:22.169084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:22.169166] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:22.169199] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:22.287953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:22.288116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:22.288163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:22.288198] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:22.291722] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=89.35%)
[2026-02-11T20:26:22.291999] [INFO ] [FORECASTER] Completed predict_future for LZM
[2026-02-11T20:26:22.292127] [INFO ] [sig       ] LZM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:22.442423] [INFO ] [LOCAL     ] Saved forecast: LZM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/LZM.txt
[2026-02-11T20:26:22.442552] [INFO ] [sig       ] [1893/3412] Completed LZM in 0.3s | 2.79 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-11T20:26:22.442610] [INFO ] [sig       ] [1894/3412] Forecasting M...
[2026-02-11T20:26:22.442640] [INFO ] [sig       ] Generating forecast for: M
[2026-02-11T20:26:22.442671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2026-02-11T20:26:22.455461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2026-02-11T20:26:22.455797] [INFO ] [FORECASTER] Starting predict_future for M
[2026-02-11T20:26:22.456657] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2026-02-11T20:26:22.456710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:22.456744] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:22.456772] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:22.456831] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:22.520989] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:22.521737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:22.521823] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:22.521857] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:22.655817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:22.656011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:22.656076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:22.656109] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:22.659892] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=75.02%)
[2026-02-11T20:26:22.660197] [INFO ] [FORECASTER] Completed predict_future for M
[2026-02-11T20:26:22.660366] [INFO ] [sig       ] M: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:22.810063] [INFO ] [LOCAL     ] Saved forecast: M	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/M.txt
[2026-02-11T20:26:22.810197] [INFO ] [sig       ] [1894/3412] Completed M in 0.4s | 2.79 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-11T20:26:22.810238] [INFO ] [sig       ] [1895/3412] Forecasting MA...
[2026-02-11T20:26:22.810272] [INFO ] [sig       ] Generating forecast for: MA
[2026-02-11T20:26:22.810307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2026-02-11T20:26:22.822382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2026-02-11T20:26:22.822725] [INFO ] [FORECASTER] Starting predict_future for MA
[2026-02-11T20:26:22.823545] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2026-02-11T20:26:22.823620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:22.823666] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:22.823703] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:22.823770] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:22.885297] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:22.886094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:22.886180] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:22.886214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:23.008817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:23.008977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:23.009019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:23.009049] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:23.012627] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=19.47%)
[2026-02-11T20:26:23.012911] [INFO ] [FORECASTER] Completed predict_future for MA
[2026-02-11T20:26:23.013045] [INFO ] [sig       ] MA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:23.160945] [INFO ] [LOCAL     ] Saved forecast: MA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MA.txt
[2026-02-11T20:26:23.161085] [INFO ] [sig       ] [1895/3412] Completed MA in 0.4s | 2.79 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-11T20:26:23.161124] [INFO ] [sig       ] [1896/3412] Forecasting MAA...
[2026-02-11T20:26:23.161153] [INFO ] [sig       ] Generating forecast for: MAA
[2026-02-11T20:26:23.161184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2026-02-11T20:26:23.172492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2026-02-11T20:26:23.172810] [INFO ] [FORECASTER] Starting predict_future for MAA
[2026-02-11T20:26:23.173662] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2026-02-11T20:26:23.173714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:23.173746] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:23.173774] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:23.173832] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:23.233901] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:23.234637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:23.234741] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:23.234803] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:23.356208] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:23.356383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:23.356428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:23.356481] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:23.360220] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=81.68%)
[2026-02-11T20:26:23.360549] [INFO ] [FORECASTER] Completed predict_future for MAA
[2026-02-11T20:26:23.360724] [INFO ] [sig       ] MAA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:23.514045] [INFO ] [LOCAL     ] Saved forecast: MAA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MAA.txt
[2026-02-11T20:26:23.514226] [INFO ] [sig       ] [1896/3412] Completed MAA in 0.4s | 2.79 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-11T20:26:23.514268] [INFO ] [sig       ] [1897/3412] Forecasting MAC...
[2026-02-11T20:26:23.514300] [INFO ] [sig       ] Generating forecast for: MAC
[2026-02-11T20:26:23.514330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2026-02-11T20:26:23.526739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2026-02-11T20:26:23.527059] [INFO ] [FORECASTER] Starting predict_future for MAC
[2026-02-11T20:26:23.527958] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2026-02-11T20:26:23.528018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:23.528058] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:23.528086] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:23.528146] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:23.588127] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:23.588907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:23.588992] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:23.589026] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:23.717805] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:23.717969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:23.718014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:23.718046] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:23.721671] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: UP (p=84.40%)
[2026-02-11T20:26:23.721956] [INFO ] [FORECASTER] Completed predict_future for MAC
[2026-02-11T20:26:23.722090] [INFO ] [sig       ] MAC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:23.876377] [INFO ] [LOCAL     ] Saved forecast: MAC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MAC.txt
[2026-02-11T20:26:23.876587] [INFO ] [sig       ] [1897/3412] Completed MAC in 0.4s | 2.79 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-11T20:26:23.876638] [INFO ] [sig       ] [1898/3412] Forecasting MAMA...
[2026-02-11T20:26:23.876671] [INFO ] [sig       ] Generating forecast for: MAMA
[2026-02-11T20:26:23.876702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2026-02-11T20:26:23.889701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2026-02-11T20:26:23.890093] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2026-02-11T20:26:23.890954] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2026-02-11T20:26:23.891008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:23.891041] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:23.891068] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:23.891125] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:23.954112] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:23.955084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:23.955184] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:23.955221] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:24.086470] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:24.086656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:24.086702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:24.086733] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:24.090468] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2026-02-11T20:26:24.090786] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2026-02-11T20:26:24.090924] [INFO ] [sig       ] MAMA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:24.249905] [INFO ] [LOCAL     ] Saved forecast: MAMA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MAMA.txt
[2026-02-11T20:26:24.250062] [INFO ] [sig       ] [1898/3412] Completed MAMA in 0.4s | 2.79 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-11T20:26:24.250102] [INFO ] [sig       ] [1899/3412] Forecasting MAN...
[2026-02-11T20:26:24.250132] [INFO ] [sig       ] Generating forecast for: MAN
[2026-02-11T20:26:24.250163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2026-02-11T20:26:24.265078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2026-02-11T20:26:24.265639] [INFO ] [FORECASTER] Starting predict_future for MAN
[2026-02-11T20:26:24.266607] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2026-02-11T20:26:24.266665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:24.266700] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:24.266730] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:24.266790] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:24.327516] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:24.328546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:24.328660] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:24.328698] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:24.467090] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:24.467263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:24.467304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:24.467333] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:24.470978] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=69.88%)
[2026-02-11T20:26:24.471289] [INFO ] [FORECASTER] Completed predict_future for MAN
[2026-02-11T20:26:24.471443] [INFO ] [sig       ] MAN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:24.615721] [INFO ] [LOCAL     ] Saved forecast: MAN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MAN.txt
[2026-02-11T20:26:24.615958] [INFO ] [sig       ] [1899/3412] Completed MAN in 0.4s | 2.79 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-11T20:26:24.616012] [INFO ] [sig       ] [1900/3412] Forecasting MANH...
[2026-02-11T20:26:24.616057] [INFO ] [sig       ] Generating forecast for: MANH
[2026-02-11T20:26:24.616095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2026-02-11T20:26:24.628883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2026-02-11T20:26:24.629233] [INFO ] [FORECASTER] Starting predict_future for MANH
[2026-02-11T20:26:24.630125] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2026-02-11T20:26:24.630180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:24.630213] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:24.630245] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:24.630316] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:24.695120] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:24.696182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:24.696275] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:24.696309] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:24.844802] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:24.845006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:24.845065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:24.845097] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:24.849308] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2026-02-11T20:26:24.849692] [INFO ] [FORECASTER] Completed predict_future for MANH
[2026-02-11T20:26:24.849848] [INFO ] [sig       ] MANH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:24.996227] [INFO ] [LOCAL     ] Saved forecast: MANH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MANH.txt
[2026-02-11T20:26:24.996395] [INFO ] [sig       ] [1900/3412] Completed MANH in 0.4s | 2.79 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-11T20:26:24.996435] [INFO ] [sig       ] [1901/3412] Forecasting MARA...
[2026-02-11T20:26:24.996466] [INFO ] [sig       ] Generating forecast for: MARA
[2026-02-11T20:26:24.996497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2026-02-11T20:26:25.008554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2026-02-11T20:26:25.008953] [INFO ] [FORECASTER] Starting predict_future for MARA
[2026-02-11T20:26:25.009827] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2026-02-11T20:26:25.009880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:25.009912] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:25.009939] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:25.009996] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:25.068216] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:25.069560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:25.069667] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:25.069701] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:25.197936] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:25.198108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:25.198152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:25.198182] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:25.201768] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2026-02-11T20:26:25.202050] [INFO ] [FORECASTER] Completed predict_future for MARA
[2026-02-11T20:26:25.202181] [INFO ] [sig       ] MARA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:25.345799] [INFO ] [LOCAL     ] Saved forecast: MARA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MARA.txt
[2026-02-11T20:26:25.345949] [INFO ] [sig       ] [1901/3412] Completed MARA in 0.3s | 2.79 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-11T20:26:25.345989] [INFO ] [sig       ] [1902/3412] Forecasting MAS...
[2026-02-11T20:26:25.346018] [INFO ] [sig       ] Generating forecast for: MAS
[2026-02-11T20:26:25.346048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2026-02-11T20:26:25.357883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2026-02-11T20:26:25.358249] [INFO ] [FORECASTER] Starting predict_future for MAS
[2026-02-11T20:26:25.359082] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2026-02-11T20:26:25.359146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:25.359179] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:25.359207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:25.359263] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:25.420030] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:25.421126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:25.421220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:25.421254] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:25.542454] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:25.542656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:25.542699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:25.542728] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:25.546255] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=48.81%)
[2026-02-11T20:26:25.546537] [INFO ] [FORECASTER] Completed predict_future for MAS
[2026-02-11T20:26:25.546690] [INFO ] [sig       ] MAS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:25.694045] [INFO ] [LOCAL     ] Saved forecast: MAS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MAS.txt
[2026-02-11T20:26:25.694202] [INFO ] [sig       ] [1902/3412] Completed MAS in 0.3s | 2.79 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-11T20:26:25.694244] [INFO ] [sig       ] [1903/3412] Forecasting MASI...
[2026-02-11T20:26:25.694274] [INFO ] [sig       ] Generating forecast for: MASI
[2026-02-11T20:26:25.694305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2026-02-11T20:26:25.708872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2026-02-11T20:26:25.709238] [INFO ] [FORECASTER] Starting predict_future for MASI
[2026-02-11T20:26:25.710095] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2026-02-11T20:26:25.710147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:25.710215] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:25.710244] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:25.710302] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:25.770036] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:25.770998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:25.771106] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:25.771150] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:25.893674] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:25.893843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:25.893887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:25.893919] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:25.897731] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2026-02-11T20:26:25.898055] [INFO ] [FORECASTER] Completed predict_future for MASI
[2026-02-11T20:26:25.898200] [INFO ] [sig       ] MASI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:26.052777] [INFO ] [LOCAL     ] Saved forecast: MASI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MASI.txt
[2026-02-11T20:26:26.052949] [INFO ] [sig       ] [1903/3412] Completed MASI in 0.4s | 2.79 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-11T20:26:26.052994] [INFO ] [sig       ] [1904/3412] Forecasting MASS...
[2026-02-11T20:26:26.053027] [INFO ] [sig       ] Generating forecast for: MASS
[2026-02-11T20:26:26.053062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2026-02-11T20:26:26.065728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2026-02-11T20:26:26.066102] [INFO ] [FORECASTER] Starting predict_future for MASS
[2026-02-11T20:26:26.066968] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2026-02-11T20:26:26.067024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:26.067059] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:26.067088] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:26.067149] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:26.136701] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:26.137915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:26.138061] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:26.138111] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:26.278834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:26.278998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:26.279043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:26.279075] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:26.283054] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2026-02-11T20:26:26.283416] [INFO ] [FORECASTER] Completed predict_future for MASS
[2026-02-11T20:26:26.283567] [INFO ] [sig       ] MASS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:26.439690] [INFO ] [LOCAL     ] Saved forecast: MASS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MASS.txt
[2026-02-11T20:26:26.439851] [INFO ] [sig       ] [1904/3412] Completed MASS in 0.4s | 2.79 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-11T20:26:26.439893] [INFO ] [sig       ] [1905/3412] Forecasting MATX...
[2026-02-11T20:26:26.439922] [INFO ] [sig       ] Generating forecast for: MATX
[2026-02-11T20:26:26.439954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2026-02-11T20:26:26.453328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2026-02-11T20:26:26.453684] [INFO ] [FORECASTER] Starting predict_future for MATX
[2026-02-11T20:26:26.454712] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2026-02-11T20:26:26.454766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:26.454799] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:26.454825] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:26.454882] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:26.512987] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:26.513876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:26.513965] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:26.513998] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:26.633658] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:26.633828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:26.633870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:26.633897] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:26.637454] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=7.98%)
[2026-02-11T20:26:26.637785] [INFO ] [FORECASTER] Completed predict_future for MATX
[2026-02-11T20:26:26.637924] [INFO ] [sig       ] MATX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:26.806010] [INFO ] [LOCAL     ] Saved forecast: MATX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MATX.txt
[2026-02-11T20:26:26.806195] [INFO ] [sig       ] [1905/3412] Completed MATX in 0.4s | 2.79 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-11T20:26:26.806260] [INFO ] [sig       ] [1906/3412] Forecasting MAX...
[2026-02-11T20:26:26.806304] [INFO ] [sig       ] Generating forecast for: MAX
[2026-02-11T20:26:26.806353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2026-02-11T20:26:26.819844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2026-02-11T20:26:26.820241] [INFO ] [FORECASTER] Starting predict_future for MAX
[2026-02-11T20:26:26.821133] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2026-02-11T20:26:26.821190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:26.821224] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:26.821254] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:26.821314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:26.886985] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:26.888140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:26.888263] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:26.888317] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:27.018273] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:27.018437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:27.018478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:27.018550] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:27.022033] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=53.16%)
[2026-02-11T20:26:27.022311] [INFO ] [FORECASTER] Completed predict_future for MAX
[2026-02-11T20:26:27.022441] [INFO ] [sig       ] MAX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:27.164987] [INFO ] [LOCAL     ] Saved forecast: MAX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MAX.txt
[2026-02-11T20:26:27.165098] [INFO ] [sig       ] [1906/3412] Completed MAX in 0.4s | 2.79 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-11T20:26:27.165136] [INFO ] [sig       ] [1907/3412] Forecasting MAXI...
[2026-02-11T20:26:27.165166] [INFO ] [sig       ] Generating forecast for: MAXI
[2026-02-11T20:26:27.165198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2026-02-11T20:26:27.178104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2026-02-11T20:26:27.178369] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2026-02-11T20:26:27.179174] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2026-02-11T20:26:27.179227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:27.179258] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:27.179285] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:27.179342] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:27.238164] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:27.238799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:27.238893] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:27.238933] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:27.353358] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:27.353466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:27.353502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:27.353530] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:27.356814] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=56.93%)
[2026-02-11T20:26:27.357100] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2026-02-11T20:26:27.357226] [INFO ] [sig       ] MAXI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:27.501039] [INFO ] [LOCAL     ] Saved forecast: MAXI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MAXI.txt
[2026-02-11T20:26:27.501176] [INFO ] [sig       ] [1907/3412] Completed MAXI in 0.3s | 2.79 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-11T20:26:27.501216] [INFO ] [sig       ] [1908/3412] Forecasting MAXN...
[2026-02-11T20:26:27.501244] [INFO ] [sig       ] Generating forecast for: MAXN
[2026-02-11T20:26:27.501288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2026-02-11T20:26:27.513305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2026-02-11T20:26:27.513587] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2026-02-11T20:26:27.514387] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2026-02-11T20:26:27.514451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:27.514483] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:27.514510] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:27.514595] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:27.571344] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:27.571986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:27.572066] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:27.572099] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:27.683477] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:27.683590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:27.683627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:27.683655] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:27.686934] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=83.62%)
[2026-02-11T20:26:27.687203] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2026-02-11T20:26:27.687343] [INFO ] [sig       ] MAXN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:27.827996] [INFO ] [LOCAL     ] Saved forecast: MAXN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MAXN.txt
[2026-02-11T20:26:27.828107] [INFO ] [sig       ] [1908/3412] Completed MAXN in 0.3s | 2.79 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-11T20:26:27.828145] [INFO ] [sig       ] [1909/3412] Forecasting MBB...
[2026-02-11T20:26:27.828174] [INFO ] [sig       ] Generating forecast for: MBB
[2026-02-11T20:26:27.828204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2026-02-11T20:26:27.839904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2026-02-11T20:26:27.840155] [INFO ] [FORECASTER] Starting predict_future for MBB
[2026-02-11T20:26:27.841005] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2026-02-11T20:26:27.841058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:27.841090] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:27.841116] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:27.841173] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:27.900153] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:27.900776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:27.900857] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:27.900889] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:28.028200] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:28.028385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:28.028427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:28.028454] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:28.032036] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: UP (p=86.96%)
[2026-02-11T20:26:28.032317] [INFO ] [FORECASTER] Completed predict_future for MBB
[2026-02-11T20:26:28.032468] [INFO ] [sig       ] MBB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:28.174180] [INFO ] [LOCAL     ] Saved forecast: MBB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MBB.txt
[2026-02-11T20:26:28.174308] [INFO ] [sig       ] [1909/3412] Completed MBB in 0.3s | 2.79 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-11T20:26:28.174354] [INFO ] [sig       ] [1910/3412] Forecasting MBC...
[2026-02-11T20:26:28.174389] [INFO ] [sig       ] Generating forecast for: MBC
[2026-02-11T20:26:28.174433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2026-02-11T20:26:28.185963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2026-02-11T20:26:28.186233] [INFO ] [FORECASTER] Starting predict_future for MBC
[2026-02-11T20:26:28.187051] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2026-02-11T20:26:28.187104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:28.187135] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:28.187162] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:28.187241] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:28.244611] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:28.245254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:28.245346] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:28.245381] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:28.361898] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:28.362020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:28.362058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:28.362086] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:28.365362] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=16.85%)
[2026-02-11T20:26:28.365656] [INFO ] [FORECASTER] Completed predict_future for MBC
[2026-02-11T20:26:28.365787] [INFO ] [sig       ] MBC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:28.505360] [INFO ] [LOCAL     ] Saved forecast: MBC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MBC.txt
[2026-02-11T20:26:28.505491] [INFO ] [sig       ] [1910/3412] Completed MBC in 0.3s | 2.79 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-11T20:26:28.505530] [INFO ] [sig       ] [1911/3412] Forecasting MBCN...
[2026-02-11T20:26:28.505559] [INFO ] [sig       ] Generating forecast for: MBCN
[2026-02-11T20:26:28.505609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2026-02-11T20:26:28.516396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2026-02-11T20:26:28.516689] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2026-02-11T20:26:28.517527] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2026-02-11T20:26:28.517603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:28.517640] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:28.517667] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:28.517724] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:28.574898] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:28.575525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:28.575632] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:28.575685] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:28.680444] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:28.680747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:28.680800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:28.680831] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:28.684321] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2026-02-11T20:26:28.684619] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2026-02-11T20:26:28.684761] [INFO ] [sig       ] MBCN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:28.826944] [INFO ] [LOCAL     ] Saved forecast: MBCN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MBCN.txt
[2026-02-11T20:26:28.827069] [INFO ] [sig       ] [1911/3412] Completed MBCN in 0.3s | 2.79 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-11T20:26:28.827107] [INFO ] [sig       ] [1912/3412] Forecasting MBI...
[2026-02-11T20:26:28.827135] [INFO ] [sig       ] Generating forecast for: MBI
[2026-02-11T20:26:28.827165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2026-02-11T20:26:28.841186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2026-02-11T20:26:28.841719] [INFO ] [FORECASTER] Starting predict_future for MBI
[2026-02-11T20:26:28.842538] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2026-02-11T20:26:28.842611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:28.842644] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:28.842670] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:28.842727] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:28.901279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:28.902320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:28.902442] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:28.902479] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:29.022217] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:29.022376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:29.022417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:29.022445] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:29.025936] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=88.96%)
[2026-02-11T20:26:29.026211] [INFO ] [FORECASTER] Completed predict_future for MBI
[2026-02-11T20:26:29.026340] [INFO ] [sig       ] MBI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:29.165019] [INFO ] [LOCAL     ] Saved forecast: MBI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MBI.txt
[2026-02-11T20:26:29.165149] [INFO ] [sig       ] [1912/3412] Completed MBI in 0.3s | 2.79 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-11T20:26:29.165188] [INFO ] [sig       ] [1913/3412] Forecasting MBIN...
[2026-02-11T20:26:29.165216] [INFO ] [sig       ] Generating forecast for: MBIN
[2026-02-11T20:26:29.165247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2026-02-11T20:26:29.176641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2026-02-11T20:26:29.176928] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2026-02-11T20:26:29.177770] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2026-02-11T20:26:29.177822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:29.177863] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:29.177891] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:29.177947] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:29.235521] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:29.236169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:29.236274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:29.236308] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:29.355453] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:29.355639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:29.355682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:29.355719] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:29.359387] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2026-02-11T20:26:29.359725] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2026-02-11T20:26:29.359857] [INFO ] [sig       ] MBIN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:29.500605] [INFO ] [LOCAL     ] Saved forecast: MBIN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MBIN.txt
[2026-02-11T20:26:29.500752] [INFO ] [sig       ] [1913/3412] Completed MBIN in 0.3s | 2.79 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-11T20:26:29.500791] [INFO ] [sig       ] [1914/3412] Forecasting MBLY...
[2026-02-11T20:26:29.500820] [INFO ] [sig       ] Generating forecast for: MBLY
[2026-02-11T20:26:29.500851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2026-02-11T20:26:29.513156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2026-02-11T20:26:29.513446] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2026-02-11T20:26:29.514272] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2026-02-11T20:26:29.514324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:29.514355] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:29.514381] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:29.514438] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:29.571554] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:29.572256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:29.572337] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:29.572370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:29.702714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:29.702898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:29.702955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:29.702998] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:29.707971] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2026-02-11T20:26:29.708370] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2026-02-11T20:26:29.708599] [INFO ] [sig       ] MBLY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:29.865449] [INFO ] [LOCAL     ] Saved forecast: MBLY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MBLY.txt
[2026-02-11T20:26:29.865599] [INFO ] [sig       ] [1914/3412] Completed MBLY in 0.4s | 2.79 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-11T20:26:29.865641] [INFO ] [sig       ] [1915/3412] Forecasting MBS...
[2026-02-11T20:26:29.865672] [INFO ] [sig       ] Generating forecast for: MBS
[2026-02-11T20:26:29.865702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2026-02-11T20:26:29.876491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2026-02-11T20:26:29.876808] [INFO ] [FORECASTER] Starting predict_future for MBS
[2026-02-11T20:26:29.877678] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2026-02-11T20:26:29.877733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:29.877767] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:29.877794] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:29.877852] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:29.939139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:29.939976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:29.940064] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:29.940098] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:30.061059] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:30.061200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:30.061241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:30.061271] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:30.065116] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2026-02-11T20:26:30.065406] [INFO ] [FORECASTER] Completed predict_future for MBS
[2026-02-11T20:26:30.065542] [INFO ] [sig       ] MBS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:30.217085] [INFO ] [LOCAL     ] Saved forecast: MBS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MBS.txt
[2026-02-11T20:26:30.217246] [INFO ] [sig       ] [1915/3412] Completed MBS in 0.4s | 2.79 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-11T20:26:30.217288] [INFO ] [sig       ] [1916/3412] Forecasting MBWM...
[2026-02-11T20:26:30.217318] [INFO ] [sig       ] Generating forecast for: MBWM
[2026-02-11T20:26:30.217349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2026-02-11T20:26:30.229175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2026-02-11T20:26:30.229558] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2026-02-11T20:26:30.230421] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2026-02-11T20:26:30.230474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:30.230507] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:30.230534] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:30.230607] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:30.289523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:30.290477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:30.290592] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:30.290632] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:30.409511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:30.409696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:30.409739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:30.409769] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:30.413260] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=74.61%)
[2026-02-11T20:26:30.413599] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2026-02-11T20:26:30.413739] [INFO ] [sig       ] MBWM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:30.557108] [INFO ] [LOCAL     ] Saved forecast: MBWM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MBWM.txt
[2026-02-11T20:26:30.557274] [INFO ] [sig       ] [1916/3412] Completed MBWM in 0.3s | 2.79 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-11T20:26:30.557320] [INFO ] [sig       ] [1917/3412] Forecasting MBX...
[2026-02-11T20:26:30.557352] [INFO ] [sig       ] Generating forecast for: MBX
[2026-02-11T20:26:30.557382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2026-02-11T20:26:30.568729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2026-02-11T20:26:30.569005] [INFO ] [FORECASTER] Starting predict_future for MBX
[2026-02-11T20:26:30.569879] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2026-02-11T20:26:30.569934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:30.569978] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:30.570014] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:30.570072] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:30.628699] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:30.629337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:30.629418] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:30.629451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:30.754915] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:30.755076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:30.755119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:30.755149] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:30.758813] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=82.39%)
[2026-02-11T20:26:30.759101] [INFO ] [FORECASTER] Completed predict_future for MBX
[2026-02-11T20:26:30.759232] [INFO ] [sig       ] MBX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:30.902282] [INFO ] [LOCAL     ] Saved forecast: MBX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MBX.txt
[2026-02-11T20:26:30.902432] [INFO ] [sig       ] [1917/3412] Completed MBX in 0.3s | 2.79 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-11T20:26:30.902471] [INFO ] [sig       ] [1918/3412] Forecasting MC...
[2026-02-11T20:26:30.902501] [INFO ] [sig       ] Generating forecast for: MC
[2026-02-11T20:26:30.902532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2026-02-11T20:26:30.914521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2026-02-11T20:26:30.914836] [INFO ] [FORECASTER] Starting predict_future for MC
[2026-02-11T20:26:30.915681] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2026-02-11T20:26:30.915733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:30.915764] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:30.915790] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:30.915850] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:30.974397] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:30.975263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:30.975352] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:30.975387] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:31.101695] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:31.101857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:31.101900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:31.101930] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:31.105469] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=30.46%)
[2026-02-11T20:26:31.105788] [INFO ] [FORECASTER] Completed predict_future for MC
[2026-02-11T20:26:31.105939] [INFO ] [sig       ] MC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:31.249826] [INFO ] [LOCAL     ] Saved forecast: MC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MC.txt
[2026-02-11T20:26:31.249951] [INFO ] [sig       ] [1918/3412] Completed MC in 0.3s | 2.79 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-11T20:26:31.249990] [INFO ] [sig       ] [1919/3412] Forecasting MCBS...
[2026-02-11T20:26:31.250019] [INFO ] [sig       ] Generating forecast for: MCBS
[2026-02-11T20:26:31.250048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2026-02-11T20:26:31.261269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2026-02-11T20:26:31.261586] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2026-02-11T20:26:31.262413] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2026-02-11T20:26:31.262477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:31.262520] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:31.262553] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:31.262659] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:31.321051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:31.321808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:31.321890] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:31.321923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:31.450084] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:31.450270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:31.450319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:31.450352] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:31.454074] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=24.18%)
[2026-02-11T20:26:31.454374] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2026-02-11T20:26:31.454513] [INFO ] [sig       ] MCBS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:31.599800] [INFO ] [LOCAL     ] Saved forecast: MCBS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MCBS.txt
[2026-02-11T20:26:31.599964] [INFO ] [sig       ] [1919/3412] Completed MCBS in 0.3s | 2.79 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-11T20:26:31.600006] [INFO ] [sig       ] [1920/3412] Forecasting MCHI...
[2026-02-11T20:26:31.600038] [INFO ] [sig       ] Generating forecast for: MCHI
[2026-02-11T20:26:31.600090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2026-02-11T20:26:31.614240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2026-02-11T20:26:31.614652] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2026-02-11T20:26:31.615504] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2026-02-11T20:26:31.615558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:31.615660] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:31.615883] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:31.615942] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:31.677709] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:31.678597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:31.678689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:31.678723] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:31.816981] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:31.817153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:31.817196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:31.817245] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:31.821521] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2026-02-11T20:26:31.821882] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2026-02-11T20:26:31.822026] [INFO ] [sig       ] MCHI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:31.970892] [INFO ] [LOCAL     ] Saved forecast: MCHI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MCHI.txt
[2026-02-11T20:26:31.971071] [INFO ] [sig       ] [1920/3412] Completed MCHI in 0.4s | 2.79 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-11T20:26:31.971116] [INFO ] [sig       ] [1921/3412] Forecasting MCHP...
[2026-02-11T20:26:31.971157] [INFO ] [sig       ] Generating forecast for: MCHP
[2026-02-11T20:26:31.971217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2026-02-11T20:26:31.984904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2026-02-11T20:26:31.985324] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2026-02-11T20:26:31.986376] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2026-02-11T20:26:31.986447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:31.986495] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:31.986538] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:31.986666] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:32.055905] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:32.056974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:32.057074] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:32.057111] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:32.217226] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:32.217433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:32.217526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:32.217602] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:32.223210] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: UP (p=90.37%)
[2026-02-11T20:26:32.223774] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2026-02-11T20:26:32.223999] [INFO ] [sig       ] MCHP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:32.456298] [INFO ] [LOCAL     ] Saved forecast: MCHP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MCHP.txt
[2026-02-11T20:26:32.456540] [INFO ] [sig       ] [1921/3412] Completed MCHP in 0.5s | 2.79 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-11T20:26:32.456627] [INFO ] [sig       ] [1922/3412] Forecasting MCHX...
[2026-02-11T20:26:32.456676] [INFO ] [sig       ] Generating forecast for: MCHX
[2026-02-11T20:26:32.456722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2026-02-11T20:26:32.490437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2026-02-11T20:26:32.491015] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2026-02-11T20:26:32.492228] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2026-02-11T20:26:32.492297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:32.492338] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:32.492369] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:32.492445] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:32.600114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:32.601476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:32.601677] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:32.601736] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:32.747205] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:32.747401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:32.747450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:32.747516] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:32.752251] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2026-02-11T20:26:32.752769] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2026-02-11T20:26:32.752979] [INFO ] [sig       ] MCHX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:32.936885] [INFO ] [LOCAL     ] Saved forecast: MCHX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MCHX.txt
[2026-02-11T20:26:32.937113] [INFO ] [sig       ] [1922/3412] Completed MCHX in 0.5s | 2.79 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-11T20:26:32.937184] [INFO ] [sig       ] [1923/3412] Forecasting MCI...
[2026-02-11T20:26:32.937233] [INFO ] [sig       ] Generating forecast for: MCI
[2026-02-11T20:26:32.937288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2026-02-11T20:26:32.954258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2026-02-11T20:26:32.954810] [INFO ] [FORECASTER] Starting predict_future for MCI
[2026-02-11T20:26:32.955984] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2026-02-11T20:26:32.956053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:32.956095] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:32.956130] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:32.956212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:33.043469] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:33.044742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:33.044858] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:33.044908] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:33.180656] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:33.180826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:33.180870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:33.180938] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:33.184857] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=15.45%)
[2026-02-11T20:26:33.185232] [INFO ] [FORECASTER] Completed predict_future for MCI
[2026-02-11T20:26:33.185382] [INFO ] [sig       ] MCI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:33.334560] [INFO ] [LOCAL     ] Saved forecast: MCI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MCI.txt
[2026-02-11T20:26:33.334720] [INFO ] [sig       ] [1923/3412] Completed MCI in 0.4s | 2.79 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-11T20:26:33.334760] [INFO ] [sig       ] [1924/3412] Forecasting MCK...
[2026-02-11T20:26:33.334791] [INFO ] [sig       ] Generating forecast for: MCK
[2026-02-11T20:26:33.334832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2026-02-11T20:26:33.345975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2026-02-11T20:26:33.346279] [INFO ] [FORECASTER] Starting predict_future for MCK
[2026-02-11T20:26:33.347115] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2026-02-11T20:26:33.347169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:33.347201] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:33.347238] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:33.347297] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:33.403849] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:33.404626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:33.404709] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:33.404742] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:33.526223] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:33.526379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:33.526420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:33.526451] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:33.529925] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2026-02-11T20:26:33.530202] [INFO ] [FORECASTER] Completed predict_future for MCK
[2026-02-11T20:26:33.530345] [INFO ] [sig       ] MCK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:33.676414] [INFO ] [LOCAL     ] Saved forecast: MCK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MCK.txt
[2026-02-11T20:26:33.676559] [INFO ] [sig       ] [1924/3412] Completed MCK in 0.3s | 2.79 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-11T20:26:33.676629] [INFO ] [sig       ] [1925/3412] Forecasting MCN...
[2026-02-11T20:26:33.676661] [INFO ] [sig       ] Generating forecast for: MCN
[2026-02-11T20:26:33.676691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2026-02-11T20:26:33.689335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2026-02-11T20:26:33.689689] [INFO ] [FORECASTER] Starting predict_future for MCN
[2026-02-11T20:26:33.690522] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2026-02-11T20:26:33.690601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:33.690639] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:33.690669] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:33.690729] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:33.749104] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:33.749989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:33.750076] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:33.750109] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:33.885764] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:33.885941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:33.885996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:33.886037] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:33.890848] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=30.46%)
[2026-02-11T20:26:33.891210] [INFO ] [FORECASTER] Completed predict_future for MCN
[2026-02-11T20:26:33.891379] [INFO ] [sig       ] MCN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:34.039685] [INFO ] [LOCAL     ] Saved forecast: MCN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MCN.txt
[2026-02-11T20:26:34.039878] [INFO ] [sig       ] [1925/3412] Completed MCN in 0.4s | 2.79 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-11T20:26:34.039926] [INFO ] [sig       ] [1926/3412] Forecasting MCO...
[2026-02-11T20:26:34.039958] [INFO ] [sig       ] Generating forecast for: MCO
[2026-02-11T20:26:34.039990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2026-02-11T20:26:34.052916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2026-02-11T20:26:34.053278] [INFO ] [FORECASTER] Starting predict_future for MCO
[2026-02-11T20:26:34.054169] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2026-02-11T20:26:34.054222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:34.054255] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:34.054281] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:34.054337] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:34.114959] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:34.115853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:34.115941] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:34.115975] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:34.237732] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:34.237891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:34.237933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:34.237962] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:34.241502] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=29.50%)
[2026-02-11T20:26:34.241824] [INFO ] [FORECASTER] Completed predict_future for MCO
[2026-02-11T20:26:34.241978] [INFO ] [sig       ] MCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:34.385692] [INFO ] [LOCAL     ] Saved forecast: MCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MCO.txt
[2026-02-11T20:26:34.385826] [INFO ] [sig       ] [1926/3412] Completed MCO in 0.3s | 2.79 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-11T20:26:34.385865] [INFO ] [sig       ] [1927/3412] Forecasting MCRB...
[2026-02-11T20:26:34.385895] [INFO ] [sig       ] Generating forecast for: MCRB
[2026-02-11T20:26:34.385925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2026-02-11T20:26:34.397518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2026-02-11T20:26:34.397838] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2026-02-11T20:26:34.398657] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2026-02-11T20:26:34.398711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:34.398743] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:34.398769] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:34.398827] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:34.456064] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:34.456782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:34.456862] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:34.456895] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:34.576275] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:34.576429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:34.576470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:34.576500] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:34.580220] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2026-02-11T20:26:34.580504] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2026-02-11T20:26:34.580655] [INFO ] [sig       ] MCRB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:34.724587] [INFO ] [LOCAL     ] Saved forecast: MCRB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MCRB.txt
[2026-02-11T20:26:34.724734] [INFO ] [sig       ] [1927/3412] Completed MCRB in 0.3s | 2.79 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-11T20:26:34.724774] [INFO ] [sig       ] [1928/3412] Forecasting MCRI...
[2026-02-11T20:26:34.724804] [INFO ] [sig       ] Generating forecast for: MCRI
[2026-02-11T20:26:34.724841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2026-02-11T20:26:34.736833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2026-02-11T20:26:34.737139] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2026-02-11T20:26:34.738017] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2026-02-11T20:26:34.738072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:34.738106] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:34.738133] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:34.738203] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:34.799973] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:34.801051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:34.801146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:34.801182] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:34.928997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:34.929154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:34.929197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:34.929228] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:34.932866] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=59.38%)
[2026-02-11T20:26:34.933158] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2026-02-11T20:26:34.933294] [INFO ] [sig       ] MCRI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:35.083300] [INFO ] [LOCAL     ] Saved forecast: MCRI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MCRI.txt
[2026-02-11T20:26:35.083430] [INFO ] [sig       ] [1928/3412] Completed MCRI in 0.4s | 2.79 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-11T20:26:35.083469] [INFO ] [sig       ] [1929/3412] Forecasting MCS...
[2026-02-11T20:26:35.083499] [INFO ] [sig       ] Generating forecast for: MCS
[2026-02-11T20:26:35.083530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2026-02-11T20:26:35.099184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2026-02-11T20:26:35.099711] [INFO ] [FORECASTER] Starting predict_future for MCS
[2026-02-11T20:26:35.100711] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2026-02-11T20:26:35.100767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:35.100800] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:35.100828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:35.100886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:35.162745] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:35.163489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:35.163602] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:35.163640] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:35.292256] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:35.292435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:35.292497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:35.292545] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:35.296734] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=42.72%)
[2026-02-11T20:26:35.297050] [INFO ] [FORECASTER] Completed predict_future for MCS
[2026-02-11T20:26:35.297191] [INFO ] [sig       ] MCS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:35.445438] [INFO ] [LOCAL     ] Saved forecast: MCS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MCS.txt
[2026-02-11T20:26:35.445667] [INFO ] [sig       ] [1929/3412] Completed MCS in 0.4s | 2.79 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-11T20:26:35.445726] [INFO ] [sig       ] [1930/3412] Forecasting MCY...
[2026-02-11T20:26:35.445762] [INFO ] [sig       ] Generating forecast for: MCY
[2026-02-11T20:26:35.445794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2026-02-11T20:26:35.458040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2026-02-11T20:26:35.458368] [INFO ] [FORECASTER] Starting predict_future for MCY
[2026-02-11T20:26:35.459207] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2026-02-11T20:26:35.459261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:35.459294] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:35.459320] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:35.459378] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:35.523044] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:35.523984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:35.524120] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:35.524158] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:35.650801] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:35.650960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:35.651002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:35.651032] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:35.655148] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=32.78%)
[2026-02-11T20:26:35.655456] [INFO ] [FORECASTER] Completed predict_future for MCY
[2026-02-11T20:26:35.655616] [INFO ] [sig       ] MCY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:35.801088] [INFO ] [LOCAL     ] Saved forecast: MCY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MCY.txt
[2026-02-11T20:26:35.801231] [INFO ] [sig       ] [1930/3412] Completed MCY in 0.4s | 2.79 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-11T20:26:35.801270] [INFO ] [sig       ] [1931/3412] Forecasting MD...
[2026-02-11T20:26:35.801300] [INFO ] [sig       ] Generating forecast for: MD
[2026-02-11T20:26:35.801331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2026-02-11T20:26:35.814362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2026-02-11T20:26:35.814716] [INFO ] [FORECASTER] Starting predict_future for MD
[2026-02-11T20:26:35.815604] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2026-02-11T20:26:35.815663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:35.815695] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:35.815722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:35.815781] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:35.879054] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:35.879944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:35.880035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:35.880069] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:36.010966] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:36.011127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:36.011169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:36.011201] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:36.015423] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2026-02-11T20:26:36.015749] [INFO ] [FORECASTER] Completed predict_future for MD
[2026-02-11T20:26:36.015924] [INFO ] [sig       ] MD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:36.160427] [INFO ] [LOCAL     ] Saved forecast: MD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MD.txt
[2026-02-11T20:26:36.160592] [INFO ] [sig       ] [1931/3412] Completed MD in 0.4s | 2.79 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-11T20:26:36.160635] [INFO ] [sig       ] [1932/3412] Forecasting MDAI...
[2026-02-11T20:26:36.160664] [INFO ] [sig       ] Generating forecast for: MDAI
[2026-02-11T20:26:36.160695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2026-02-11T20:26:36.172686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2026-02-11T20:26:36.173029] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2026-02-11T20:26:36.173891] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2026-02-11T20:26:36.173946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:36.173979] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:36.174008] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:36.174068] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:36.235058] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:36.235906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:36.236000] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:36.236035] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:36.361746] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:36.361909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:36.361953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:36.361982] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:36.365641] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=57.14%)
[2026-02-11T20:26:36.365954] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2026-02-11T20:26:36.366094] [INFO ] [sig       ] MDAI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:36.510566] [INFO ] [LOCAL     ] Saved forecast: MDAI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MDAI.txt
[2026-02-11T20:26:36.510722] [INFO ] [sig       ] [1932/3412] Completed MDAI in 0.4s | 2.79 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-11T20:26:36.510763] [INFO ] [sig       ] [1933/3412] Forecasting MDB...
[2026-02-11T20:26:36.510794] [INFO ] [sig       ] Generating forecast for: MDB
[2026-02-11T20:26:36.510828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2026-02-11T20:26:36.522915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2026-02-11T20:26:36.523252] [INFO ] [FORECASTER] Starting predict_future for MDB
[2026-02-11T20:26:36.524167] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2026-02-11T20:26:36.524222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:36.524255] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:36.524283] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:36.524341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:36.583948] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:36.584694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:36.584778] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:36.584813] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:36.709328] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:36.709477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:36.709517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:36.709551] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:36.713010] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: UP (p=62.14%)
[2026-02-11T20:26:36.713304] [INFO ] [FORECASTER] Completed predict_future for MDB
[2026-02-11T20:26:36.713437] [INFO ] [sig       ] MDB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:36.857236] [INFO ] [LOCAL     ] Saved forecast: MDB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MDB.txt
[2026-02-11T20:26:36.857428] [INFO ] [sig       ] [1933/3412] Completed MDB in 0.3s | 2.79 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-11T20:26:36.857470] [INFO ] [sig       ] [1934/3412] Forecasting MDGL...
[2026-02-11T20:26:36.857513] [INFO ] [sig       ] Generating forecast for: MDGL
[2026-02-11T20:26:36.857544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2026-02-11T20:26:36.869483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2026-02-11T20:26:36.869969] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2026-02-11T20:26:36.870859] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2026-02-11T20:26:36.870912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:36.870944] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:36.870971] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:36.871028] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:36.929679] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:36.930396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:36.930480] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:36.930513] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:37.046756] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:37.046907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:37.046946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:37.046974] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:37.050496] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=16.04%)
[2026-02-11T20:26:37.050810] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2026-02-11T20:26:37.050959] [INFO ] [sig       ] MDGL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:37.200791] [INFO ] [LOCAL     ] Saved forecast: MDGL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MDGL.txt
[2026-02-11T20:26:37.200954] [INFO ] [sig       ] [1934/3412] Completed MDGL in 0.3s | 2.79 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-11T20:26:37.200996] [INFO ] [sig       ] [1935/3412] Forecasting MDLZ...
[2026-02-11T20:26:37.201025] [INFO ] [sig       ] Generating forecast for: MDLZ
[2026-02-11T20:26:37.201057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2026-02-11T20:26:37.212925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2026-02-11T20:26:37.213227] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2026-02-11T20:26:37.214067] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2026-02-11T20:26:37.214121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:37.214156] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:37.214185] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:37.214244] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:37.273071] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:37.273708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:37.273790] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:37.273824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:37.397158] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:37.397305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:37.397347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:37.397378] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:37.400974] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=67.74%)
[2026-02-11T20:26:37.401257] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2026-02-11T20:26:37.401391] [INFO ] [sig       ] MDLZ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:37.547659] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MDLZ.txt
[2026-02-11T20:26:37.547778] [INFO ] [sig       ] [1935/3412] Completed MDLZ in 0.3s | 2.79 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-11T20:26:37.547817] [INFO ] [sig       ] [1936/3412] Forecasting MDWD...
[2026-02-11T20:26:37.547846] [INFO ] [sig       ] Generating forecast for: MDWD
[2026-02-11T20:26:37.547876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2026-02-11T20:26:37.559370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2026-02-11T20:26:37.559669] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2026-02-11T20:26:37.560456] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2026-02-11T20:26:37.560508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:37.560541] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:37.560568] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:37.560653] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:37.619348] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:37.620012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:37.620094] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:37.620128] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:37.736269] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:37.736430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:37.736471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:37.736502] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:37.740150] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2026-02-11T20:26:37.740437] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2026-02-11T20:26:37.740569] [INFO ] [sig       ] MDWD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:37.886437] [INFO ] [LOCAL     ] Saved forecast: MDWD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MDWD.txt
[2026-02-11T20:26:37.886558] [INFO ] [sig       ] [1936/3412] Completed MDWD in 0.3s | 2.79 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-11T20:26:37.886619] [INFO ] [sig       ] [1937/3412] Forecasting MDXG...
[2026-02-11T20:26:37.886650] [INFO ] [sig       ] Generating forecast for: MDXG
[2026-02-11T20:26:37.886680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2026-02-11T20:26:37.898639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2026-02-11T20:26:37.898968] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2026-02-11T20:26:37.899832] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2026-02-11T20:26:37.899896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:37.899976] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:37.900004] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:37.900062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:37.957638] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:37.958480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:37.958598] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:37.958641] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:38.078455] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:38.078611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:38.078660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:38.078695] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:38.082072] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=83.29%)
[2026-02-11T20:26:38.082355] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2026-02-11T20:26:38.082484] [INFO ] [sig       ] MDXG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:38.221075] [INFO ] [LOCAL     ] Saved forecast: MDXG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MDXG.txt
[2026-02-11T20:26:38.221207] [INFO ] [sig       ] [1937/3412] Completed MDXG in 0.3s | 2.79 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-11T20:26:38.221246] [INFO ] [sig       ] [1938/3412] Forecasting MDXH...
[2026-02-11T20:26:38.221275] [INFO ] [sig       ] Generating forecast for: MDXH
[2026-02-11T20:26:38.221305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2026-02-11T20:26:38.233609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2026-02-11T20:26:38.233931] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2026-02-11T20:26:38.234749] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2026-02-11T20:26:38.234801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:38.234833] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:38.234860] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:38.234917] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:38.291812] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:38.292536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:38.292663] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:38.292704] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:38.408898] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:38.409058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:38.409101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:38.409131] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:38.413063] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2026-02-11T20:26:38.413355] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2026-02-11T20:26:38.413501] [INFO ] [sig       ] MDXH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:38.567002] [INFO ] [LOCAL     ] Saved forecast: MDXH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MDXH.txt
[2026-02-11T20:26:38.567141] [INFO ] [sig       ] [1938/3412] Completed MDXH in 0.3s | 2.79 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-11T20:26:38.567181] [INFO ] [sig       ] [1939/3412] Forecasting MEC...
[2026-02-11T20:26:38.567211] [INFO ] [sig       ] Generating forecast for: MEC
[2026-02-11T20:26:38.567241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2026-02-11T20:26:38.578363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2026-02-11T20:26:38.578664] [INFO ] [FORECASTER] Starting predict_future for MEC
[2026-02-11T20:26:38.579446] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2026-02-11T20:26:38.579498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:38.579531] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:38.579558] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:38.579643] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:38.636343] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:38.637030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:38.637113] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:38.637145] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:38.759070] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:38.759217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:38.759256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:38.759284] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:38.762706] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=42.94%)
[2026-02-11T20:26:38.762990] [INFO ] [FORECASTER] Completed predict_future for MEC
[2026-02-11T20:26:38.763121] [INFO ] [sig       ] MEC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:38.904514] [INFO ] [LOCAL     ] Saved forecast: MEC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MEC.txt
[2026-02-11T20:26:38.904654] [INFO ] [sig       ] [1939/3412] Completed MEC in 0.3s | 2.79 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-11T20:26:38.904696] [INFO ] [sig       ] [1940/3412] Forecasting MED...
[2026-02-11T20:26:38.904726] [INFO ] [sig       ] Generating forecast for: MED
[2026-02-11T20:26:38.904756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2026-02-11T20:26:38.916670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2026-02-11T20:26:38.916998] [INFO ] [FORECASTER] Starting predict_future for MED
[2026-02-11T20:26:38.917824] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2026-02-11T20:26:38.917877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:38.917908] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:38.917934] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:38.917990] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:38.975609] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:38.976207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:38.976305] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:38.976337] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:39.097757] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:39.097861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:39.097897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:39.097954] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:39.101288] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=51.89%)
[2026-02-11T20:26:39.101561] [INFO ] [FORECASTER] Completed predict_future for MED
[2026-02-11T20:26:39.101709] [INFO ] [sig       ] MED: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:39.242128] [INFO ] [LOCAL     ] Saved forecast: MED	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MED.txt
[2026-02-11T20:26:39.242252] [INFO ] [sig       ] [1940/3412] Completed MED in 0.3s | 2.79 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-11T20:26:39.242295] [INFO ] [sig       ] [1941/3412] Forecasting MEDP...
[2026-02-11T20:26:39.242326] [INFO ] [sig       ] Generating forecast for: MEDP
[2026-02-11T20:26:39.242355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2026-02-11T20:26:39.254076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2026-02-11T20:26:39.254366] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2026-02-11T20:26:39.255221] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2026-02-11T20:26:39.255274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:39.255304] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:39.255331] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:39.255387] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:39.317296] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:39.318138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:39.318223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:39.318256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:39.449554] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:39.449731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:39.449780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:39.449809] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:39.453237] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=23.34%)
[2026-02-11T20:26:39.453508] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2026-02-11T20:26:39.453655] [INFO ] [sig       ] MEDP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:39.593086] [INFO ] [LOCAL     ] Saved forecast: MEDP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MEDP.txt
[2026-02-11T20:26:39.593203] [INFO ] [sig       ] [1941/3412] Completed MEDP in 0.4s | 2.79 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-11T20:26:39.593241] [INFO ] [sig       ] [1942/3412] Forecasting MEG...
[2026-02-11T20:26:39.593270] [INFO ] [sig       ] Generating forecast for: MEG
[2026-02-11T20:26:39.593299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2026-02-11T20:26:39.605234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2026-02-11T20:26:39.605516] [INFO ] [FORECASTER] Starting predict_future for MEG
[2026-02-11T20:26:39.606323] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2026-02-11T20:26:39.606376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:39.606407] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:39.606434] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:39.606491] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:39.664994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:39.665605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:39.665700] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:39.665740] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:39.791953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:39.792134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:39.792178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:39.792207] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:39.795949] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2026-02-11T20:26:39.796243] [INFO ] [FORECASTER] Completed predict_future for MEG
[2026-02-11T20:26:39.796405] [INFO ] [sig       ] MEG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:39.939865] [INFO ] [LOCAL     ] Saved forecast: MEG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MEG.txt
[2026-02-11T20:26:39.940002] [INFO ] [sig       ] [1942/3412] Completed MEG in 0.3s | 2.79 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-11T20:26:39.940043] [INFO ] [sig       ] [1943/3412] Forecasting MEGI...
[2026-02-11T20:26:39.940074] [INFO ] [sig       ] Generating forecast for: MEGI
[2026-02-11T20:26:39.940106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2026-02-11T20:26:39.951846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2026-02-11T20:26:39.952099] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2026-02-11T20:26:39.952896] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2026-02-11T20:26:39.952948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:39.952978] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:39.953005] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:39.953060] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:40.012102] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:40.012787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:40.012870] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:40.012904] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:40.136029] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:40.136172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:40.136212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:40.136238] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:40.139711] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2026-02-11T20:26:40.139991] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2026-02-11T20:26:40.140121] [INFO ] [sig       ] MEGI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:40.281730] [INFO ] [LOCAL     ] Saved forecast: MEGI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MEGI.txt
[2026-02-11T20:26:40.281856] [INFO ] [sig       ] [1943/3412] Completed MEGI in 0.3s | 2.79 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-11T20:26:40.281894] [INFO ] [sig       ] [1944/3412] Forecasting MEI...
[2026-02-11T20:26:40.281923] [INFO ] [sig       ] Generating forecast for: MEI
[2026-02-11T20:26:40.281953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2026-02-11T20:26:40.293528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2026-02-11T20:26:40.293915] [INFO ] [FORECASTER] Starting predict_future for MEI
[2026-02-11T20:26:40.294768] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2026-02-11T20:26:40.294825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:40.294858] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:40.294885] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:40.294948] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:40.352934] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:40.353815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:40.353907] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:40.353939] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:40.478105] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:40.478297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:40.478364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:40.478396] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:40.482035] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=80.92%)
[2026-02-11T20:26:40.482321] [INFO ] [FORECASTER] Completed predict_future for MEI
[2026-02-11T20:26:40.482457] [INFO ] [sig       ] MEI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:40.621635] [INFO ] [LOCAL     ] Saved forecast: MEI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MEI.txt
[2026-02-11T20:26:40.621764] [INFO ] [sig       ] [1944/3412] Completed MEI in 0.3s | 2.79 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-11T20:26:40.621803] [INFO ] [sig       ] [1945/3412] Forecasting MELI...
[2026-02-11T20:26:40.621832] [INFO ] [sig       ] Generating forecast for: MELI
[2026-02-11T20:26:40.621862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2026-02-11T20:26:40.633401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2026-02-11T20:26:40.633732] [INFO ] [FORECASTER] Starting predict_future for MELI
[2026-02-11T20:26:40.634552] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2026-02-11T20:26:40.634630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:40.634662] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:40.634689] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:40.634747] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:40.692670] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:40.693298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:40.693380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:40.693412] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:40.813742] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:40.813908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:40.813949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:40.813976] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:40.818060] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=96.19%)
[2026-02-11T20:26:40.818348] [INFO ] [FORECASTER] Completed predict_future for MELI
[2026-02-11T20:26:40.818484] [INFO ] [sig       ] MELI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:40.962045] [INFO ] [LOCAL     ] Saved forecast: MELI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MELI.txt
[2026-02-11T20:26:40.962182] [INFO ] [sig       ] [1945/3412] Completed MELI in 0.3s | 2.79 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-11T20:26:40.962220] [INFO ] [sig       ] [1946/3412] Forecasting MEOH...
[2026-02-11T20:26:40.962251] [INFO ] [sig       ] Generating forecast for: MEOH
[2026-02-11T20:26:40.962281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2026-02-11T20:26:40.973895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2026-02-11T20:26:40.974200] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2026-02-11T20:26:40.975012] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2026-02-11T20:26:40.975064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:40.975095] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:40.975121] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:40.975178] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:41.033432] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:41.034227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:41.034309] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:41.034342] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:41.158902] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:41.159105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:41.159152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:41.159182] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:41.162881] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2026-02-11T20:26:41.163170] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2026-02-11T20:26:41.163301] [INFO ] [sig       ] MEOH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:41.304552] [INFO ] [LOCAL     ] Saved forecast: MEOH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MEOH.txt
[2026-02-11T20:26:41.304717] [INFO ] [sig       ] [1946/3412] Completed MEOH in 0.3s | 2.79 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-11T20:26:41.304756] [INFO ] [sig       ] [1947/3412] Forecasting MERC...
[2026-02-11T20:26:41.304785] [INFO ] [sig       ] Generating forecast for: MERC
[2026-02-11T20:26:41.304814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2026-02-11T20:26:41.318027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2026-02-11T20:26:41.318392] [INFO ] [FORECASTER] Starting predict_future for MERC
[2026-02-11T20:26:41.319260] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2026-02-11T20:26:41.319314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:41.319347] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:41.319376] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:41.319435] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:41.381118] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:41.382097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:41.382228] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:41.382264] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:41.516660] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:41.516818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:41.516866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:41.516897] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:41.520936] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2026-02-11T20:26:41.521268] [INFO ] [FORECASTER] Completed predict_future for MERC
[2026-02-11T20:26:41.521410] [INFO ] [sig       ] MERC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:41.703098] [INFO ] [LOCAL     ] Saved forecast: MERC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MERC.txt
[2026-02-11T20:26:41.703273] [INFO ] [sig       ] [1947/3412] Completed MERC in 0.4s | 2.79 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-11T20:26:41.703315] [INFO ] [sig       ] [1948/3412] Forecasting META...
[2026-02-11T20:26:41.703345] [INFO ] [sig       ] Generating forecast for: META
[2026-02-11T20:26:41.703377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2026-02-11T20:26:41.716090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2026-02-11T20:26:41.716488] [INFO ] [FORECASTER] Starting predict_future for META
[2026-02-11T20:26:41.717681] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2026-02-11T20:26:41.717749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:41.717799] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:41.717828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:41.717886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:41.783237] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:41.784346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:41.784459] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:41.784494] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:41.913757] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:41.913921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:41.913964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:41.913994] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:41.917958] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: DOWN (p=45.00%)
[2026-02-11T20:26:41.918251] [INFO ] [FORECASTER] Completed predict_future for META
[2026-02-11T20:26:41.918384] [INFO ] [sig       ] META: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:42.069262] [INFO ] [LOCAL     ] Saved forecast: META	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/META.txt
[2026-02-11T20:26:42.069420] [INFO ] [sig       ] [1948/3412] Completed META in 0.4s | 2.79 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-11T20:26:42.069461] [INFO ] [sig       ] [1949/3412] Forecasting METC...
[2026-02-11T20:26:42.069489] [INFO ] [sig       ] Generating forecast for: METC
[2026-02-11T20:26:42.069521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2026-02-11T20:26:42.081052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2026-02-11T20:26:42.081378] [INFO ] [FORECASTER] Starting predict_future for METC
[2026-02-11T20:26:42.082248] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2026-02-11T20:26:42.082302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:42.082335] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:42.082364] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:42.082422] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:42.142593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:42.143488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:42.143594] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:42.143640] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:42.258011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:42.258183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:42.258226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:42.258254] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:42.261824] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2026-02-11T20:26:42.262138] [INFO ] [FORECASTER] Completed predict_future for METC
[2026-02-11T20:26:42.262284] [INFO ] [sig       ] METC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:42.419604] [INFO ] [LOCAL     ] Saved forecast: METC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/METC.txt
[2026-02-11T20:26:42.419775] [INFO ] [sig       ] [1949/3412] Completed METC in 0.4s | 2.79 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-11T20:26:42.419818] [INFO ] [sig       ] [1950/3412] Forecasting METCB...
[2026-02-11T20:26:42.419849] [INFO ] [sig       ] Generating forecast for: METCB
[2026-02-11T20:26:42.419879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2026-02-11T20:26:42.431753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2026-02-11T20:26:42.432095] [INFO ] [FORECASTER] Starting predict_future for METCB
[2026-02-11T20:26:42.432938] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2026-02-11T20:26:42.432990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:42.433023] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:42.433050] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:42.433107] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:42.492113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:42.493021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:42.493111] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:42.493145] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:42.619808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:42.619971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:42.620011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:42.620040] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:42.623448] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=65.43%)
[2026-02-11T20:26:42.623774] [INFO ] [FORECASTER] Completed predict_future for METCB
[2026-02-11T20:26:42.623907] [INFO ] [sig       ] METCB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:42.773108] [INFO ] [LOCAL     ] Saved forecast: METCB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/METCB.txt
[2026-02-11T20:26:42.773274] [INFO ] [sig       ] [1950/3412] Completed METCB in 0.4s | 2.79 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-11T20:26:42.773316] [INFO ] [sig       ] [1951/3412] Forecasting METD...
[2026-02-11T20:26:42.773347] [INFO ] [sig       ] Generating forecast for: METD
[2026-02-11T20:26:42.773377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2026-02-11T20:26:42.785984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2026-02-11T20:26:42.786317] [INFO ] [FORECASTER] Starting predict_future for METD
[2026-02-11T20:26:42.787152] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2026-02-11T20:26:42.787206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:42.787237] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:42.787264] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:42.787321] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:42.844985] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:42.845922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:42.846011] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:42.846044] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:42.971695] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:42.971859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:42.971900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:42.971931] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:42.975507] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=81.56%)
[2026-02-11T20:26:42.975814] [INFO ] [FORECASTER] Completed predict_future for METD
[2026-02-11T20:26:42.975948] [INFO ] [sig       ] METD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:43.118486] [INFO ] [LOCAL     ] Saved forecast: METD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/METD.txt
[2026-02-11T20:26:43.118673] [INFO ] [sig       ] [1951/3412] Completed METD in 0.3s | 2.79 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-11T20:26:43.118733] [INFO ] [sig       ] [1952/3412] Forecasting MFA...
[2026-02-11T20:26:43.118773] [INFO ] [sig       ] Generating forecast for: MFA
[2026-02-11T20:26:43.118810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2026-02-11T20:26:43.130970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2026-02-11T20:26:43.131362] [INFO ] [FORECASTER] Starting predict_future for MFA
[2026-02-11T20:26:43.132186] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2026-02-11T20:26:43.132238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:43.132270] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:43.132297] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:43.132353] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:43.189290] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:43.190135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:43.190221] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:43.190255] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:43.309349] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:43.309512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:43.309553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:43.309600] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:43.313036] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=35.83%)
[2026-02-11T20:26:43.313317] [INFO ] [FORECASTER] Completed predict_future for MFA
[2026-02-11T20:26:43.313451] [INFO ] [sig       ] MFA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:43.452887] [INFO ] [LOCAL     ] Saved forecast: MFA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MFA.txt
[2026-02-11T20:26:43.453018] [INFO ] [sig       ] [1952/3412] Completed MFA in 0.3s | 2.79 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-11T20:26:43.453057] [INFO ] [sig       ] [1953/3412] Forecasting MFC...
[2026-02-11T20:26:43.453086] [INFO ] [sig       ] Generating forecast for: MFC
[2026-02-11T20:26:43.453116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2026-02-11T20:26:43.465822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2026-02-11T20:26:43.466179] [INFO ] [FORECASTER] Starting predict_future for MFC
[2026-02-11T20:26:43.467066] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2026-02-11T20:26:43.467121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:43.467155] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:43.467182] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:43.467240] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:43.525021] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:43.525701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:43.525784] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:43.525818] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:43.650883] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:43.651046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:43.651090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:43.651119] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:43.654698] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=53.93%)
[2026-02-11T20:26:43.654991] [INFO ] [FORECASTER] Completed predict_future for MFC
[2026-02-11T20:26:43.655126] [INFO ] [sig       ] MFC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:43.800432] [INFO ] [LOCAL     ] Saved forecast: MFC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MFC.txt
[2026-02-11T20:26:43.800604] [INFO ] [sig       ] [1953/3412] Completed MFC in 0.3s | 2.79 sym/s | Total: 11.7m | ETA: 8.7m
[2026-02-11T20:26:43.800659] [INFO ] [sig       ] [1954/3412] Forecasting MFG...
[2026-02-11T20:26:43.800696] [INFO ] [sig       ] Generating forecast for: MFG
[2026-02-11T20:26:43.800745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2026-02-11T20:26:43.812281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2026-02-11T20:26:43.812700] [INFO ] [FORECASTER] Starting predict_future for MFG
[2026-02-11T20:26:43.813522] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2026-02-11T20:26:43.813621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:43.813655] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:43.813683] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:43.813741] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:43.873289] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:43.874127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:43.874215] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:43.874249] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:44.003189] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:44.003355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:44.003399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:44.003429] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:44.007300] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2026-02-11T20:26:44.007655] [INFO ] [FORECASTER] Completed predict_future for MFG
[2026-02-11T20:26:44.007802] [INFO ] [sig       ] MFG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:44.158358] [INFO ] [LOCAL     ] Saved forecast: MFG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MFG.txt
[2026-02-11T20:26:44.158515] [INFO ] [sig       ] [1954/3412] Completed MFG in 0.4s | 2.79 sym/s | Total: 11.7m | ETA: 8.7m
[2026-02-11T20:26:44.158556] [INFO ] [sig       ] [1955/3412] Forecasting MFI...
[2026-02-11T20:26:44.158608] [INFO ] [sig       ] Generating forecast for: MFI
[2026-02-11T20:26:44.158641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2026-02-11T20:26:44.170475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2026-02-11T20:26:44.171017] [INFO ] [FORECASTER] Starting predict_future for MFI
[2026-02-11T20:26:44.171898] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2026-02-11T20:26:44.171952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:44.171986] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:44.172013] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:44.172069] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:44.233528] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:44.234336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:44.234421] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:44.234455] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:44.357680] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:44.357849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:44.357897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:44.357943] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:44.361413] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2026-02-11T20:26:44.361708] [INFO ] [FORECASTER] Completed predict_future for MFI
[2026-02-11T20:26:44.361840] [INFO ] [sig       ] MFI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:44.502048] [INFO ] [LOCAL     ] Saved forecast: MFI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MFI.txt
[2026-02-11T20:26:44.502171] [INFO ] [sig       ] [1955/3412] Completed MFI in 0.3s | 2.79 sym/s | Total: 11.7m | ETA: 8.7m
[2026-02-11T20:26:44.502211] [INFO ] [sig       ] [1956/3412] Forecasting MFIC...
[2026-02-11T20:26:44.502242] [INFO ] [sig       ] Generating forecast for: MFIC
[2026-02-11T20:26:44.502272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2026-02-11T20:26:44.513494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2026-02-11T20:26:44.513820] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2026-02-11T20:26:44.514642] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2026-02-11T20:26:44.514703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:44.514741] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:44.514773] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:44.514843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:44.572432] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:44.573061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:44.573140] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:44.573173] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:44.696255] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:44.696436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:44.696477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:44.696506] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:44.700039] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=6.71%)
[2026-02-11T20:26:44.700315] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2026-02-11T20:26:44.700445] [INFO ] [sig       ] MFIC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:44.841824] [INFO ] [LOCAL     ] Saved forecast: MFIC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MFIC.txt
[2026-02-11T20:26:44.841962] [INFO ] [sig       ] [1956/3412] Completed MFIC in 0.3s | 2.79 sym/s | Total: 11.7m | ETA: 8.7m
[2026-02-11T20:26:44.842002] [INFO ] [sig       ] [1957/3412] Forecasting MFIN...
[2026-02-11T20:26:44.842033] [INFO ] [sig       ] Generating forecast for: MFIN
[2026-02-11T20:26:44.842064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2026-02-11T20:26:44.853686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2026-02-11T20:26:44.854072] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2026-02-11T20:26:44.855096] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2026-02-11T20:26:44.855148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:44.855179] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:44.855206] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:44.855263] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:44.913972] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:44.914624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:44.914706] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:44.914752] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:45.046532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:45.046716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:45.046793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:45.046825] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:45.050846] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=10.29%)
[2026-02-11T20:26:45.051138] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2026-02-11T20:26:45.051275] [INFO ] [sig       ] MFIN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:45.198426] [INFO ] [LOCAL     ] Saved forecast: MFIN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MFIN.txt
[2026-02-11T20:26:45.198558] [INFO ] [sig       ] [1957/3412] Completed MFIN in 0.4s | 2.79 sym/s | Total: 11.7m | ETA: 8.7m
[2026-02-11T20:26:45.198618] [INFO ] [sig       ] [1958/3412] Forecasting MFM...
[2026-02-11T20:26:45.198650] [INFO ] [sig       ] Generating forecast for: MFM
[2026-02-11T20:26:45.198682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2026-02-11T20:26:45.210988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2026-02-11T20:26:45.211285] [INFO ] [FORECASTER] Starting predict_future for MFM
[2026-02-11T20:26:45.212113] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2026-02-11T20:26:45.212167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:45.212199] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:45.212227] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:45.212288] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:45.273587] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:45.274409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:45.274498] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:45.274533] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:45.397428] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:45.397621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:45.397665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:45.397695] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:45.401227] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=15.08%)
[2026-02-11T20:26:45.401509] [INFO ] [FORECASTER] Completed predict_future for MFM
[2026-02-11T20:26:45.401665] [INFO ] [sig       ] MFM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:45.545171] [INFO ] [LOCAL     ] Saved forecast: MFM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MFM.txt
[2026-02-11T20:26:45.545306] [INFO ] [sig       ] [1958/3412] Completed MFM in 0.3s | 2.79 sym/s | Total: 11.7m | ETA: 8.7m
[2026-02-11T20:26:45.545347] [INFO ] [sig       ] [1959/3412] Forecasting MG...
[2026-02-11T20:26:45.545378] [INFO ] [sig       ] Generating forecast for: MG
[2026-02-11T20:26:45.545409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2026-02-11T20:26:45.556998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2026-02-11T20:26:45.557303] [INFO ] [FORECASTER] Starting predict_future for MG
[2026-02-11T20:26:45.558157] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2026-02-11T20:26:45.558211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:45.558242] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:45.558280] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:45.558340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:45.618272] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:45.618994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:45.619080] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:45.619114] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:45.741115] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:45.741284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:45.741334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:45.741363] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:45.744919] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: UP (p=72.16%)
[2026-02-11T20:26:45.745205] [INFO ] [FORECASTER] Completed predict_future for MG
[2026-02-11T20:26:45.745340] [INFO ] [sig       ] MG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:45.893104] [INFO ] [LOCAL     ] Saved forecast: MG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MG.txt
[2026-02-11T20:26:45.893258] [INFO ] [sig       ] [1959/3412] Completed MG in 0.3s | 2.79 sym/s | Total: 11.7m | ETA: 8.7m
[2026-02-11T20:26:45.893299] [INFO ] [sig       ] [1960/3412] Forecasting MGA...
[2026-02-11T20:26:45.893331] [INFO ] [sig       ] Generating forecast for: MGA
[2026-02-11T20:26:45.893361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2026-02-11T20:26:45.904817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2026-02-11T20:26:45.905120] [INFO ] [FORECASTER] Starting predict_future for MGA
[2026-02-11T20:26:45.905969] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2026-02-11T20:26:45.906021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:45.906052] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:45.906078] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:45.906135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:45.965671] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:45.966465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:45.966552] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:45.966613] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:46.094688] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:46.094855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:46.094899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:46.094929] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:46.098557] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=67.41%)
[2026-02-11T20:26:46.098867] [INFO ] [FORECASTER] Completed predict_future for MGA
[2026-02-11T20:26:46.099011] [INFO ] [sig       ] MGA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:46.241060] [INFO ] [LOCAL     ] Saved forecast: MGA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MGA.txt
[2026-02-11T20:26:46.241197] [INFO ] [sig       ] [1960/3412] Completed MGA in 0.3s | 2.79 sym/s | Total: 11.7m | ETA: 8.7m
[2026-02-11T20:26:46.241236] [INFO ] [sig       ] [1961/3412] Forecasting MGEE...
[2026-02-11T20:26:46.241265] [INFO ] [sig       ] Generating forecast for: MGEE
[2026-02-11T20:26:46.241325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2026-02-11T20:26:46.252420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2026-02-11T20:26:46.252789] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2026-02-11T20:26:46.253637] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2026-02-11T20:26:46.253701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:46.253741] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:46.253774] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:46.253843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:46.313407] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:46.314485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:46.314619] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:46.314672] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:46.442721] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:46.442883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:46.442926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:46.442956] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:46.446669] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2026-02-11T20:26:46.446992] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2026-02-11T20:26:46.447130] [INFO ] [sig       ] MGEE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:46.602806] [INFO ] [LOCAL     ] Saved forecast: MGEE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MGEE.txt
[2026-02-11T20:26:46.602972] [INFO ] [sig       ] [1961/3412] Completed MGEE in 0.4s | 2.79 sym/s | Total: 11.7m | ETA: 8.7m
[2026-02-11T20:26:46.603013] [INFO ] [sig       ] [1962/3412] Forecasting MGIC...
[2026-02-11T20:26:46.603049] [INFO ] [sig       ] Generating forecast for: MGIC
[2026-02-11T20:26:46.603079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2026-02-11T20:26:46.615144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2026-02-11T20:26:46.615484] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2026-02-11T20:26:46.616370] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2026-02-11T20:26:46.616425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:46.616459] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:46.616488] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:46.616547] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:46.681632] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:46.682555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:46.682665] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:46.682699] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:46.813728] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:46.813915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:46.813966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:46.814009] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:46.818313] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2026-02-11T20:26:46.818685] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2026-02-11T20:26:46.818861] [INFO ] [sig       ] MGIC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:46.962819] [INFO ] [LOCAL     ] Saved forecast: MGIC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MGIC.txt
[2026-02-11T20:26:46.962977] [INFO ] [sig       ] [1962/3412] Completed MGIC in 0.4s | 2.79 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-11T20:26:46.963017] [INFO ] [sig       ] [1963/3412] Forecasting MGM...
[2026-02-11T20:26:46.963047] [INFO ] [sig       ] Generating forecast for: MGM
[2026-02-11T20:26:46.963079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2026-02-11T20:26:46.975030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2026-02-11T20:26:46.975321] [INFO ] [FORECASTER] Starting predict_future for MGM
[2026-02-11T20:26:46.976149] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2026-02-11T20:26:46.976209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:46.976242] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:46.976269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:46.976326] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:47.033490] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:47.034181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:47.034265] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:47.034297] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:47.154279] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:47.154441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:47.154483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:47.154510] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:47.158128] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=94.26%)
[2026-02-11T20:26:47.158440] [INFO ] [FORECASTER] Completed predict_future for MGM
[2026-02-11T20:26:47.158601] [INFO ] [sig       ] MGM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:47.298753] [INFO ] [LOCAL     ] Saved forecast: MGM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MGM.txt
[2026-02-11T20:26:47.298929] [INFO ] [sig       ] [1963/3412] Completed MGM in 0.3s | 2.79 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-11T20:26:47.298969] [INFO ] [sig       ] [1964/3412] Forecasting MGNI...
[2026-02-11T20:26:47.298998] [INFO ] [sig       ] Generating forecast for: MGNI
[2026-02-11T20:26:47.299030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2026-02-11T20:26:47.311684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2026-02-11T20:26:47.312041] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2026-02-11T20:26:47.312876] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2026-02-11T20:26:47.312928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:47.313117] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:47.313144] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:47.313201] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:47.375698] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:47.376546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:47.376662] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:47.376700] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:47.511377] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:47.511546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:47.511606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:47.511638] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:47.515124] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=73.00%)
[2026-02-11T20:26:47.515406] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2026-02-11T20:26:47.515534] [INFO ] [sig       ] MGNI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:47.734508] [INFO ] [LOCAL     ] Saved forecast: MGNI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MGNI.txt
[2026-02-11T20:26:47.734711] [INFO ] [sig       ] [1964/3412] Completed MGNI in 0.4s | 2.79 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-11T20:26:47.734756] [INFO ] [sig       ] [1965/3412] Forecasting MGNX...
[2026-02-11T20:26:47.734788] [INFO ] [sig       ] Generating forecast for: MGNX
[2026-02-11T20:26:47.734819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2026-02-11T20:26:47.747123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2026-02-11T20:26:47.747501] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2026-02-11T20:26:47.748404] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2026-02-11T20:26:47.748459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:47.748492] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:47.748519] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:47.748603] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:47.807428] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:47.808329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:47.808417] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:47.808452] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:47.926643] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:47.926806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:47.926849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:47.926879] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:47.930753] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=17.73%)
[2026-02-11T20:26:47.931105] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2026-02-11T20:26:47.931252] [INFO ] [sig       ] MGNX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:48.073891] [INFO ] [LOCAL     ] Saved forecast: MGNX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MGNX.txt
[2026-02-11T20:26:48.074050] [INFO ] [sig       ] [1965/3412] Completed MGNX in 0.3s | 2.79 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-11T20:26:48.074089] [INFO ] [sig       ] [1966/3412] Forecasting MGPI...
[2026-02-11T20:26:48.074118] [INFO ] [sig       ] Generating forecast for: MGPI
[2026-02-11T20:26:48.074151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2026-02-11T20:26:48.086129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2026-02-11T20:26:48.086426] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2026-02-11T20:26:48.087294] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2026-02-11T20:26:48.087347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:48.087379] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:48.087407] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:48.087465] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:48.146997] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:48.147773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:48.147858] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:48.147891] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:48.274149] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:48.274310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:48.274351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:48.274380] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:48.277863] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: UP (p=73.48%)
[2026-02-11T20:26:48.278149] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2026-02-11T20:26:48.278283] [INFO ] [sig       ] MGPI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:48.419280] [INFO ] [LOCAL     ] Saved forecast: MGPI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MGPI.txt
[2026-02-11T20:26:48.419457] [INFO ] [sig       ] [1966/3412] Completed MGPI in 0.3s | 2.79 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-11T20:26:48.419499] [INFO ] [sig       ] [1967/3412] Forecasting MGRC...
[2026-02-11T20:26:48.419530] [INFO ] [sig       ] Generating forecast for: MGRC
[2026-02-11T20:26:48.419562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2026-02-11T20:26:48.431846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2026-02-11T20:26:48.432254] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2026-02-11T20:26:48.433294] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2026-02-11T20:26:48.433355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:48.433397] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:48.433431] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:48.433506] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:48.492376] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:48.493178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:48.493262] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:48.493296] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:48.610318] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:48.610487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:48.610531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:48.610561] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:48.614112] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=68.48%)
[2026-02-11T20:26:48.614415] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2026-02-11T20:26:48.614608] [INFO ] [sig       ] MGRC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:48.756706] [INFO ] [LOCAL     ] Saved forecast: MGRC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MGRC.txt
[2026-02-11T20:26:48.756838] [INFO ] [sig       ] [1967/3412] Completed MGRC in 0.3s | 2.79 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-11T20:26:48.756876] [INFO ] [sig       ] [1968/3412] Forecasting MGTX...
[2026-02-11T20:26:48.756906] [INFO ] [sig       ] Generating forecast for: MGTX
[2026-02-11T20:26:48.756936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2026-02-11T20:26:48.773558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2026-02-11T20:26:48.774261] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2026-02-11T20:26:48.775483] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2026-02-11T20:26:48.775541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:48.775594] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:48.775625] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:48.775689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:48.834440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:48.835398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:48.835536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:48.835590] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:48.960622] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:48.960808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:48.960853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:48.960884] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:48.964563] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=27.36%)
[2026-02-11T20:26:48.964864] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2026-02-11T20:26:48.965001] [INFO ] [sig       ] MGTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:49.109767] [INFO ] [LOCAL     ] Saved forecast: MGTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MGTX.txt
[2026-02-11T20:26:49.109928] [INFO ] [sig       ] [1968/3412] Completed MGTX in 0.4s | 2.79 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-11T20:26:49.109982] [INFO ] [sig       ] [1969/3412] Forecasting MGX...
[2026-02-11T20:26:49.110014] [INFO ] [sig       ] Generating forecast for: MGX
[2026-02-11T20:26:49.110051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2026-02-11T20:26:49.123164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2026-02-11T20:26:49.123468] [INFO ] [FORECASTER] Starting predict_future for MGX
[2026-02-11T20:26:49.124304] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2026-02-11T20:26:49.124358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:49.124391] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:49.124419] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:49.124479] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:49.183232] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:49.183966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:49.184050] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:49.184083] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:49.304218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:49.304380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:49.304422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:49.304451] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:49.308200] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: UP (p=86.67%)
[2026-02-11T20:26:49.308493] [INFO ] [FORECASTER] Completed predict_future for MGX
[2026-02-11T20:26:49.308643] [INFO ] [sig       ] MGX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:49.451717] [INFO ] [LOCAL     ] Saved forecast: MGX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MGX.txt
[2026-02-11T20:26:49.451855] [INFO ] [sig       ] [1969/3412] Completed MGX in 0.3s | 2.79 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-11T20:26:49.451895] [INFO ] [sig       ] [1970/3412] Forecasting MGY...
[2026-02-11T20:26:49.451925] [INFO ] [sig       ] Generating forecast for: MGY
[2026-02-11T20:26:49.451955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2026-02-11T20:26:49.463403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2026-02-11T20:26:49.463769] [INFO ] [FORECASTER] Starting predict_future for MGY
[2026-02-11T20:26:49.464599] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2026-02-11T20:26:49.464653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:49.464685] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:49.464712] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:49.464769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:49.523505] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:49.524302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:49.524385] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:49.524418] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:49.642471] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:49.642642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:49.642683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:49.642711] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:49.646158] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2026-02-11T20:26:49.646469] [INFO ] [FORECASTER] Completed predict_future for MGY
[2026-02-11T20:26:49.646655] [INFO ] [sig       ] MGY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:49.795275] [INFO ] [LOCAL     ] Saved forecast: MGY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MGY.txt
[2026-02-11T20:26:49.795433] [INFO ] [sig       ] [1970/3412] Completed MGY in 0.3s | 2.79 sym/s | Total: 11.8m | ETA: 8.6m
[2026-02-11T20:26:49.795472] [INFO ] [sig       ] [1971/3412] Forecasting MHD...
[2026-02-11T20:26:49.795502] [INFO ] [sig       ] Generating forecast for: MHD
[2026-02-11T20:26:49.795533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2026-02-11T20:26:49.806949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2026-02-11T20:26:49.807246] [INFO ] [FORECASTER] Starting predict_future for MHD
[2026-02-11T20:26:49.808287] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2026-02-11T20:26:49.808355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:49.808389] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:49.808421] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:49.808503] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:49.869533] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:49.870352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:49.870436] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:49.870471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:49.987707] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:49.987871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:49.987921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:49.987959] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:49.991513] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=76.44%)
[2026-02-11T20:26:49.991816] [INFO ] [FORECASTER] Completed predict_future for MHD
[2026-02-11T20:26:49.991951] [INFO ] [sig       ] MHD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:50.138350] [INFO ] [LOCAL     ] Saved forecast: MHD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MHD.txt
[2026-02-11T20:26:50.138554] [INFO ] [sig       ] [1971/3412] Completed MHD in 0.3s | 2.79 sym/s | Total: 11.8m | ETA: 8.6m
[2026-02-11T20:26:50.138625] [INFO ] [sig       ] [1972/3412] Forecasting MHF...
[2026-02-11T20:26:50.138661] [INFO ] [sig       ] Generating forecast for: MHF
[2026-02-11T20:26:50.138702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2026-02-11T20:26:50.151160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2026-02-11T20:26:50.151512] [INFO ] [FORECASTER] Starting predict_future for MHF
[2026-02-11T20:26:50.152385] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2026-02-11T20:26:50.152440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:50.152482] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:50.152518] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:50.152614] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:50.211374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:50.212171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:50.212280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:50.212316] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:50.333894] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:50.334048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:50.334089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:50.334118] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:50.337668] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=41.94%)
[2026-02-11T20:26:50.337989] [INFO ] [FORECASTER] Completed predict_future for MHF
[2026-02-11T20:26:50.338124] [INFO ] [sig       ] MHF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:50.487434] [INFO ] [LOCAL     ] Saved forecast: MHF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MHF.txt
[2026-02-11T20:26:50.487644] [INFO ] [sig       ] [1972/3412] Completed MHF in 0.3s | 2.79 sym/s | Total: 11.8m | ETA: 8.6m
[2026-02-11T20:26:50.487690] [INFO ] [sig       ] [1973/3412] Forecasting MHK...
[2026-02-11T20:26:50.487719] [INFO ] [sig       ] Generating forecast for: MHK
[2026-02-11T20:26:50.487750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2026-02-11T20:26:50.501079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2026-02-11T20:26:50.501554] [INFO ] [FORECASTER] Starting predict_future for MHK
[2026-02-11T20:26:50.502482] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2026-02-11T20:26:50.502537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:50.502596] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:50.502652] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:50.502712] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:50.561254] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:50.562131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:50.562216] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:50.562250] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:50.677612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:50.677770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:50.677811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:50.677840] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:50.681283] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=6.22%)
[2026-02-11T20:26:50.681558] [INFO ] [FORECASTER] Completed predict_future for MHK
[2026-02-11T20:26:50.681704] [INFO ] [sig       ] MHK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:50.827972] [INFO ] [LOCAL     ] Saved forecast: MHK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MHK.txt
[2026-02-11T20:26:50.828117] [INFO ] [sig       ] [1973/3412] Completed MHK in 0.3s | 2.79 sym/s | Total: 11.8m | ETA: 8.6m
[2026-02-11T20:26:50.828158] [INFO ] [sig       ] [1974/3412] Forecasting MHO...
[2026-02-11T20:26:50.828186] [INFO ] [sig       ] Generating forecast for: MHO
[2026-02-11T20:26:50.828216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2026-02-11T20:26:50.839795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2026-02-11T20:26:50.840336] [INFO ] [FORECASTER] Starting predict_future for MHO
[2026-02-11T20:26:50.841202] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2026-02-11T20:26:50.841255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:50.841286] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:50.841313] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:50.841370] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:50.901067] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:50.901958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:50.902056] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:50.902090] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:51.026866] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:51.027076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:51.027117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:51.027147] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:51.030755] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=34.29%)
[2026-02-11T20:26:51.031043] [INFO ] [FORECASTER] Completed predict_future for MHO
[2026-02-11T20:26:51.031178] [INFO ] [sig       ] MHO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:51.173116] [INFO ] [LOCAL     ] Saved forecast: MHO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MHO.txt
[2026-02-11T20:26:51.173276] [INFO ] [sig       ] [1974/3412] Completed MHO in 0.3s | 2.79 sym/s | Total: 11.8m | ETA: 8.6m
[2026-02-11T20:26:51.173316] [INFO ] [sig       ] [1975/3412] Forecasting MIDD...
[2026-02-11T20:26:51.173347] [INFO ] [sig       ] Generating forecast for: MIDD
[2026-02-11T20:26:51.173377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2026-02-11T20:26:51.185347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2026-02-11T20:26:51.185665] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2026-02-11T20:26:51.186451] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2026-02-11T20:26:51.186503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:51.186535] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:51.186562] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:51.186642] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:51.244038] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:51.244807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:51.244890] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:51.244923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:51.368901] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:51.369077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:51.369118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:51.369146] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:51.372674] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: DOWN (p=16.20%)
[2026-02-11T20:26:51.372950] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2026-02-11T20:26:51.373081] [INFO ] [sig       ] MIDD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:51.516475] [INFO ] [LOCAL     ] Saved forecast: MIDD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MIDD.txt
[2026-02-11T20:26:51.516642] [INFO ] [sig       ] [1975/3412] Completed MIDD in 0.3s | 2.79 sym/s | Total: 11.8m | ETA: 8.6m
[2026-02-11T20:26:51.516693] [INFO ] [sig       ] [1976/3412] Forecasting MIGI...
[2026-02-11T20:26:51.516725] [INFO ] [sig       ] Generating forecast for: MIGI
[2026-02-11T20:26:51.516756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2026-02-11T20:26:51.528493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2026-02-11T20:26:51.528849] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2026-02-11T20:26:51.529772] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2026-02-11T20:26:51.529825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:51.529859] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:51.529888] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:51.529952] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:51.589525] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:51.590347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:51.590435] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:51.590469] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:51.708668] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:51.708825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:51.708867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:51.708895] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:51.713159] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=56.01%)
[2026-02-11T20:26:51.713657] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2026-02-11T20:26:51.713793] [INFO ] [sig       ] MIGI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:51.857271] [INFO ] [LOCAL     ] Saved forecast: MIGI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MIGI.txt
[2026-02-11T20:26:51.857425] [INFO ] [sig       ] [1976/3412] Completed MIGI in 0.3s | 2.79 sym/s | Total: 11.8m | ETA: 8.6m
[2026-02-11T20:26:51.857465] [INFO ] [sig       ] [1977/3412] Forecasting MILN...
[2026-02-11T20:26:51.857521] [INFO ] [sig       ] Generating forecast for: MILN
[2026-02-11T20:26:51.857553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2026-02-11T20:26:51.868862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2026-02-11T20:26:51.869189] [INFO ] [FORECASTER] Starting predict_future for MILN
[2026-02-11T20:26:51.870025] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2026-02-11T20:26:51.870077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:51.870109] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:51.870135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:51.870191] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:51.930314] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:51.931332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:51.931430] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:51.931463] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:52.044028] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:52.044388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:52.044430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:52.044459] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:52.048436] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2026-02-11T20:26:52.048770] [INFO ] [FORECASTER] Completed predict_future for MILN
[2026-02-11T20:26:52.048968] [INFO ] [sig       ] MILN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:52.193703] [INFO ] [LOCAL     ] Saved forecast: MILN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MILN.txt
[2026-02-11T20:26:52.193863] [INFO ] [sig       ] [1977/3412] Completed MILN in 0.3s | 2.79 sym/s | Total: 11.8m | ETA: 8.6m
[2026-02-11T20:26:52.193944] [INFO ] [sig       ] [1978/3412] Forecasting MIND...
[2026-02-11T20:26:52.193982] [INFO ] [sig       ] Generating forecast for: MIND
[2026-02-11T20:26:52.194019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2026-02-11T20:26:52.205656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2026-02-11T20:26:52.206144] [INFO ] [FORECASTER] Starting predict_future for MIND
[2026-02-11T20:26:52.207116] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2026-02-11T20:26:52.207173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:52.207206] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:52.207233] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:52.207293] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:52.265664] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:52.266514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:52.266617] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:52.266653] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:52.389313] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:52.389473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:52.389515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:52.389544] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:52.393030] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2026-02-11T20:26:52.393314] [INFO ] [FORECASTER] Completed predict_future for MIND
[2026-02-11T20:26:52.393448] [INFO ] [sig       ] MIND: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:52.542001] [INFO ] [LOCAL     ] Saved forecast: MIND	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MIND.txt
[2026-02-11T20:26:52.542159] [INFO ] [sig       ] [1978/3412] Completed MIND in 0.3s | 2.79 sym/s | Total: 11.8m | ETA: 8.6m
[2026-02-11T20:26:52.542199] [INFO ] [sig       ] [1979/3412] Forecasting MIRA...
[2026-02-11T20:26:52.542227] [INFO ] [sig       ] Generating forecast for: MIRA
[2026-02-11T20:26:52.542260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2026-02-11T20:26:52.553649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2026-02-11T20:26:52.553999] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2026-02-11T20:26:52.554825] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2026-02-11T20:26:52.554877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:52.554912] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:52.554939] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:52.554997] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:52.615221] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:52.616136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:52.616230] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:52.616264] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:52.737926] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:52.738091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:52.738149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:52.738179] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:52.741713] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: UP (p=81.38%)
[2026-02-11T20:26:52.742016] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2026-02-11T20:26:52.742157] [INFO ] [sig       ] MIRA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:52.886751] [INFO ] [LOCAL     ] Saved forecast: MIRA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MIRA.txt
[2026-02-11T20:26:52.886939] [INFO ] [sig       ] [1979/3412] Completed MIRA in 0.3s | 2.79 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-11T20:26:52.887001] [INFO ] [sig       ] [1980/3412] Forecasting MIRM...
[2026-02-11T20:26:52.887042] [INFO ] [sig       ] Generating forecast for: MIRM
[2026-02-11T20:26:52.887083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2026-02-11T20:26:52.901726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2026-02-11T20:26:52.902138] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2026-02-11T20:26:52.903139] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2026-02-11T20:26:52.903201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:52.903240] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:52.903275] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:52.903355] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:52.967305] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:52.968256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:52.968355] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:52.968393] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:53.087280] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:53.087436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:53.087504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:53.087535] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:53.091066] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: DOWN (p=40.95%)
[2026-02-11T20:26:53.091353] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2026-02-11T20:26:53.091483] [INFO ] [sig       ] MIRM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:53.234155] [INFO ] [LOCAL     ] Saved forecast: MIRM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MIRM.txt
[2026-02-11T20:26:53.234307] [INFO ] [sig       ] [1980/3412] Completed MIRM in 0.3s | 2.79 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-11T20:26:53.234347] [INFO ] [sig       ] [1981/3412] Forecasting MITK...
[2026-02-11T20:26:53.234377] [INFO ] [sig       ] Generating forecast for: MITK
[2026-02-11T20:26:53.234408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2026-02-11T20:26:53.246260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2026-02-11T20:26:53.246628] [INFO ] [FORECASTER] Starting predict_future for MITK
[2026-02-11T20:26:53.247459] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2026-02-11T20:26:53.247540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:53.247589] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:53.247642] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:53.247700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:53.306967] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:53.308056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:53.308179] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:53.308224] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:53.447454] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:53.447646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:53.447690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:53.447719] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:53.451185] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=22.59%)
[2026-02-11T20:26:53.451465] [INFO ] [FORECASTER] Completed predict_future for MITK
[2026-02-11T20:26:53.451614] [INFO ] [sig       ] MITK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:53.599558] [INFO ] [LOCAL     ] Saved forecast: MITK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MITK.txt
[2026-02-11T20:26:53.599720] [INFO ] [sig       ] [1981/3412] Completed MITK in 0.4s | 2.79 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-11T20:26:53.599760] [INFO ] [sig       ] [1982/3412] Forecasting MIY...
[2026-02-11T20:26:53.599790] [INFO ] [sig       ] Generating forecast for: MIY
[2026-02-11T20:26:53.599820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2026-02-11T20:26:53.612524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2026-02-11T20:26:53.612897] [INFO ] [FORECASTER] Starting predict_future for MIY
[2026-02-11T20:26:53.613903] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2026-02-11T20:26:53.613956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:53.613988] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:53.614015] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:53.614072] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:53.676121] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:53.677027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:53.677306] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:53.677339] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:53.807330] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:53.807523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:53.807619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:53.807656] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:53.811357] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=88.65%)
[2026-02-11T20:26:53.811710] [INFO ] [FORECASTER] Completed predict_future for MIY
[2026-02-11T20:26:53.811859] [INFO ] [sig       ] MIY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:53.982800] [INFO ] [LOCAL     ] Saved forecast: MIY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MIY.txt
[2026-02-11T20:26:53.982977] [INFO ] [sig       ] [1982/3412] Completed MIY in 0.4s | 2.79 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-11T20:26:53.983021] [INFO ] [sig       ] [1983/3412] Forecasting MKC...
[2026-02-11T20:26:53.983050] [INFO ] [sig       ] Generating forecast for: MKC
[2026-02-11T20:26:53.983081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2026-02-11T20:26:53.995653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2026-02-11T20:26:53.996058] [INFO ] [FORECASTER] Starting predict_future for MKC
[2026-02-11T20:26:53.996904] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2026-02-11T20:26:53.996956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:53.996999] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:53.997029] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:53.997086] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:54.064294] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:54.065248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:54.065394] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:54.065432] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:54.196291] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:54.196458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:54.196502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:54.196534] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:54.200463] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=42.17%)
[2026-02-11T20:26:54.200801] [INFO ] [FORECASTER] Completed predict_future for MKC
[2026-02-11T20:26:54.200946] [INFO ] [sig       ] MKC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:54.344882] [INFO ] [LOCAL     ] Saved forecast: MKC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MKC.txt
[2026-02-11T20:26:54.345050] [INFO ] [sig       ] [1983/3412] Completed MKC in 0.4s | 2.79 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-11T20:26:54.345091] [INFO ] [sig       ] [1984/3412] Forecasting MKSI...
[2026-02-11T20:26:54.345122] [INFO ] [sig       ] Generating forecast for: MKSI
[2026-02-11T20:26:54.345154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2026-02-11T20:26:54.357898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2026-02-11T20:26:54.358204] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2026-02-11T20:26:54.359025] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2026-02-11T20:26:54.359079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:54.359111] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:54.359137] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:54.359195] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:54.416403] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:54.417277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:54.417364] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:54.417400] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:54.546018] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:54.546176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:54.546218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:54.546247] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:54.549967] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2026-02-11T20:26:54.550452] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2026-02-11T20:26:54.550602] [INFO ] [sig       ] MKSI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:54.705196] [INFO ] [LOCAL     ] Saved forecast: MKSI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MKSI.txt
[2026-02-11T20:26:54.705355] [INFO ] [sig       ] [1984/3412] Completed MKSI in 0.4s | 2.79 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-11T20:26:54.705396] [INFO ] [sig       ] [1985/3412] Forecasting MKTX...
[2026-02-11T20:26:54.705428] [INFO ] [sig       ] Generating forecast for: MKTX
[2026-02-11T20:26:54.705459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2026-02-11T20:26:54.717153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2026-02-11T20:26:54.717495] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2026-02-11T20:26:54.718401] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2026-02-11T20:26:54.718454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:54.718485] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:54.718511] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:54.718569] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:54.781065] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:54.781960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:54.782049] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:54.782084] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:54.902078] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:54.902232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:54.902274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:54.902303] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:54.905715] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2026-02-11T20:26:54.906016] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2026-02-11T20:26:54.906159] [INFO ] [sig       ] MKTX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:55.050727] [INFO ] [LOCAL     ] Saved forecast: MKTX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MKTX.txt
[2026-02-11T20:26:55.050895] [INFO ] [sig       ] [1985/3412] Completed MKTX in 0.3s | 2.79 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-11T20:26:55.050937] [INFO ] [sig       ] [1986/3412] Forecasting MLAB...
[2026-02-11T20:26:55.050970] [INFO ] [sig       ] Generating forecast for: MLAB
[2026-02-11T20:26:55.051001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2026-02-11T20:26:55.062678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2026-02-11T20:26:55.063098] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2026-02-11T20:26:55.064028] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2026-02-11T20:26:55.064084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:55.064116] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:55.064141] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:55.064198] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:55.123279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:55.124154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:55.124238] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:55.124270] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:55.243434] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:55.243618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:55.243661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:55.243689] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:55.247156] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2026-02-11T20:26:55.247462] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2026-02-11T20:26:55.247648] [INFO ] [sig       ] MLAB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:55.391865] [INFO ] [LOCAL     ] Saved forecast: MLAB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MLAB.txt
[2026-02-11T20:26:55.392012] [INFO ] [sig       ] [1986/3412] Completed MLAB in 0.3s | 2.79 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-11T20:26:55.392054] [INFO ] [sig       ] [1987/3412] Forecasting MLCO...
[2026-02-11T20:26:55.392090] [INFO ] [sig       ] Generating forecast for: MLCO
[2026-02-11T20:26:55.392123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2026-02-11T20:26:55.403988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2026-02-11T20:26:55.404306] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2026-02-11T20:26:55.405121] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2026-02-11T20:26:55.405173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:55.405205] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:55.405232] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:55.405289] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:55.464349] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:55.465225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:55.465310] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:55.465344] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:55.587808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:55.587971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:55.588014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:55.588042] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:55.591564] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2026-02-11T20:26:55.591870] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2026-02-11T20:26:55.592005] [INFO ] [sig       ] MLCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:55.736326] [INFO ] [LOCAL     ] Saved forecast: MLCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MLCO.txt
[2026-02-11T20:26:55.736467] [INFO ] [sig       ] [1987/3412] Completed MLCO in 0.3s | 2.79 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-11T20:26:55.736508] [INFO ] [sig       ] [1988/3412] Forecasting MLGO...
[2026-02-11T20:26:55.736537] [INFO ] [sig       ] Generating forecast for: MLGO
[2026-02-11T20:26:55.736567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2026-02-11T20:26:55.747875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2026-02-11T20:26:55.748182] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2026-02-11T20:26:55.749043] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2026-02-11T20:26:55.749105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:55.749144] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:55.749177] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:55.749247] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:55.807423] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:55.808266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:55.808356] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:55.808390] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:55.925768] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:55.925923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:55.925966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:55.925997] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:55.929787] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: UP (p=66.60%)
[2026-02-11T20:26:55.930081] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2026-02-11T20:26:55.930214] [INFO ] [sig       ] MLGO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:56.073823] [INFO ] [LOCAL     ] Saved forecast: MLGO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MLGO.txt
[2026-02-11T20:26:56.073969] [INFO ] [sig       ] [1988/3412] Completed MLGO in 0.3s | 2.79 sym/s | Total: 11.9m | ETA: 8.5m
[2026-02-11T20:26:56.074017] [INFO ] [sig       ] [1989/3412] Forecasting MLI...
[2026-02-11T20:26:56.074053] [INFO ] [sig       ] Generating forecast for: MLI
[2026-02-11T20:26:56.074090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2026-02-11T20:26:56.085222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2026-02-11T20:26:56.085545] [INFO ] [FORECASTER] Starting predict_future for MLI
[2026-02-11T20:26:56.086396] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2026-02-11T20:26:56.086448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:56.086480] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:56.086507] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:56.086565] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:56.144779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:56.145623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:56.145707] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:56.145739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:56.274961] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:56.275138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:56.275213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:56.275264] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:56.278895] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=52.05%)
[2026-02-11T20:26:56.279225] [INFO ] [FORECASTER] Completed predict_future for MLI
[2026-02-11T20:26:56.279363] [INFO ] [sig       ] MLI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:56.422021] [INFO ] [LOCAL     ] Saved forecast: MLI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MLI.txt
[2026-02-11T20:26:56.422169] [INFO ] [sig       ] [1989/3412] Completed MLI in 0.3s | 2.79 sym/s | Total: 11.9m | ETA: 8.5m
[2026-02-11T20:26:56.422209] [INFO ] [sig       ] [1990/3412] Forecasting MLKN...
[2026-02-11T20:26:56.422238] [INFO ] [sig       ] Generating forecast for: MLKN
[2026-02-11T20:26:56.422267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2026-02-11T20:26:56.433945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2026-02-11T20:26:56.434379] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2026-02-11T20:26:56.435277] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2026-02-11T20:26:56.435333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:56.435366] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:56.435392] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:56.435449] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:56.496458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:56.497362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:56.497457] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:56.497505] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:56.622150] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:56.622315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:56.622364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:56.622410] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:56.626013] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: UP (p=86.03%)
[2026-02-11T20:26:56.626318] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2026-02-11T20:26:56.626463] [INFO ] [sig       ] MLKN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:56.768923] [INFO ] [LOCAL     ] Saved forecast: MLKN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MLKN.txt
[2026-02-11T20:26:56.769072] [INFO ] [sig       ] [1990/3412] Completed MLKN in 0.3s | 2.79 sym/s | Total: 11.9m | ETA: 8.5m
[2026-02-11T20:26:56.769112] [INFO ] [sig       ] [1991/3412] Forecasting MLM...
[2026-02-11T20:26:56.769140] [INFO ] [sig       ] Generating forecast for: MLM
[2026-02-11T20:26:56.769171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2026-02-11T20:26:56.780325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2026-02-11T20:26:56.780661] [INFO ] [FORECASTER] Starting predict_future for MLM
[2026-02-11T20:26:56.781490] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2026-02-11T20:26:56.781542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:56.781597] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:56.781629] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:56.781686] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:56.839835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:56.840549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:56.840676] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:56.840710] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:56.961421] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:56.961602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:56.961645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:56.961675] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:56.965137] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=80.71%)
[2026-02-11T20:26:56.965421] [INFO ] [FORECASTER] Completed predict_future for MLM
[2026-02-11T20:26:56.965551] [INFO ] [sig       ] MLM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:57.106706] [INFO ] [LOCAL     ] Saved forecast: MLM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MLM.txt
[2026-02-11T20:26:57.106852] [INFO ] [sig       ] [1991/3412] Completed MLM in 0.3s | 2.79 sym/s | Total: 11.9m | ETA: 8.5m
[2026-02-11T20:26:57.106892] [INFO ] [sig       ] [1992/3412] Forecasting MLP...
[2026-02-11T20:26:57.106923] [INFO ] [sig       ] Generating forecast for: MLP
[2026-02-11T20:26:57.106954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2026-02-11T20:26:57.118026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2026-02-11T20:26:57.118315] [INFO ] [FORECASTER] Starting predict_future for MLP
[2026-02-11T20:26:57.119119] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2026-02-11T20:26:57.119171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:57.119203] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:57.119230] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:57.119287] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:57.177403] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:57.178147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:57.178229] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:57.178276] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:57.285218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:57.285377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:57.285417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:57.285446] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:57.288926] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=40.19%)
[2026-02-11T20:26:57.289238] [INFO ] [FORECASTER] Completed predict_future for MLP
[2026-02-11T20:26:57.289367] [INFO ] [sig       ] MLP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:57.440224] [INFO ] [LOCAL     ] Saved forecast: MLP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MLP.txt
[2026-02-11T20:26:57.440366] [INFO ] [sig       ] [1992/3412] Completed MLP in 0.3s | 2.80 sym/s | Total: 11.9m | ETA: 8.5m
[2026-02-11T20:26:57.440422] [INFO ] [sig       ] [1993/3412] Forecasting MLTX...
[2026-02-11T20:26:57.440454] [INFO ] [sig       ] Generating forecast for: MLTX
[2026-02-11T20:26:57.440484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2026-02-11T20:26:57.452850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2026-02-11T20:26:57.453231] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2026-02-11T20:26:57.454124] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2026-02-11T20:26:57.454187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:57.454229] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:57.454265] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:57.454344] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:57.528465] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:57.529395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:57.529482] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:57.529516] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:57.651156] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:57.651318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:57.651360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:57.651389] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:57.655434] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: DOWN (p=25.34%)
[2026-02-11T20:26:57.655774] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2026-02-11T20:26:57.655919] [INFO ] [sig       ] MLTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:57.802704] [INFO ] [LOCAL     ] Saved forecast: MLTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MLTX.txt
[2026-02-11T20:26:57.802857] [INFO ] [sig       ] [1993/3412] Completed MLTX in 0.4s | 2.80 sym/s | Total: 11.9m | ETA: 8.5m
[2026-02-11T20:26:57.802915] [INFO ] [sig       ] [1994/3412] Forecasting MLYS...
[2026-02-11T20:26:57.802948] [INFO ] [sig       ] Generating forecast for: MLYS
[2026-02-11T20:26:57.802979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2026-02-11T20:26:57.815841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2026-02-11T20:26:57.816189] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2026-02-11T20:26:57.817016] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2026-02-11T20:26:57.817080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:57.817119] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:57.817152] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:57.817243] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:57.880101] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:57.881081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:57.881170] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:57.881205] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:58.001252] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:58.001429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:58.001472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:58.001503] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:58.005241] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=79.45%)
[2026-02-11T20:26:58.005611] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2026-02-11T20:26:58.005761] [INFO ] [sig       ] MLYS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:58.152300] [INFO ] [LOCAL     ] Saved forecast: MLYS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MLYS.txt
[2026-02-11T20:26:58.152499] [INFO ] [sig       ] [1994/3412] Completed MLYS in 0.3s | 2.80 sym/s | Total: 11.9m | ETA: 8.5m
[2026-02-11T20:26:58.152552] [INFO ] [sig       ] [1995/3412] Forecasting MMD...
[2026-02-11T20:26:58.152601] [INFO ] [sig       ] Generating forecast for: MMD
[2026-02-11T20:26:58.152637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2026-02-11T20:26:58.165035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2026-02-11T20:26:58.165414] [INFO ] [FORECASTER] Starting predict_future for MMD
[2026-02-11T20:26:58.166294] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2026-02-11T20:26:58.166350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:58.166384] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:58.166412] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:58.166472] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:58.225442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:58.226218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:58.226305] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:58.226340] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:58.349174] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:58.349530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:58.349590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:58.349625] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:58.353540] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=33.35%)
[2026-02-11T20:26:58.353867] [INFO ] [FORECASTER] Completed predict_future for MMD
[2026-02-11T20:26:58.354008] [INFO ] [sig       ] MMD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:58.498976] [INFO ] [LOCAL     ] Saved forecast: MMD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MMD.txt
[2026-02-11T20:26:58.499139] [INFO ] [sig       ] [1995/3412] Completed MMD in 0.3s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-11T20:26:58.499203] [INFO ] [sig       ] [1996/3412] Forecasting MMLP...
[2026-02-11T20:26:58.499236] [INFO ] [sig       ] Generating forecast for: MMLP
[2026-02-11T20:26:58.499271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2026-02-11T20:26:58.511396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2026-02-11T20:26:58.511812] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2026-02-11T20:26:58.512678] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2026-02-11T20:26:58.512744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:58.512778] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:58.512806] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:58.512882] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:58.572804] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:58.573596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:58.573684] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:58.573718] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:58.691035] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:58.691200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:58.691243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:58.691273] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:58.694912] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=77.99%)
[2026-02-11T20:26:58.695215] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2026-02-11T20:26:58.695352] [INFO ] [sig       ] MMLP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:26:58.840534] [INFO ] [LOCAL     ] Saved forecast: MMLP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MMLP.txt
[2026-02-11T20:26:58.840713] [INFO ] [sig       ] [1996/3412] Completed MMLP in 0.3s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-11T20:26:58.840755] [INFO ] [sig       ] [1997/3412] Forecasting MMS...
[2026-02-11T20:26:58.840789] [INFO ] [sig       ] Generating forecast for: MMS
[2026-02-11T20:26:58.840821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2026-02-11T20:26:58.852452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2026-02-11T20:26:58.852763] [INFO ] [FORECASTER] Starting predict_future for MMS
[2026-02-11T20:26:58.853598] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2026-02-11T20:26:58.853650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:58.853683] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:58.853710] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:58.853767] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:58.912604] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:58.913307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:58.913391] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:58.913424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:59.048680] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:59.048840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:59.048883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:59.048914] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:59.052535] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=28.24%)
[2026-02-11T20:26:59.052845] [INFO ] [FORECASTER] Completed predict_future for MMS
[2026-02-11T20:26:59.052978] [INFO ] [sig       ] MMS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:59.210371] [INFO ] [LOCAL     ] Saved forecast: MMS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MMS.txt
[2026-02-11T20:26:59.210532] [INFO ] [sig       ] [1997/3412] Completed MMS in 0.4s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-11T20:26:59.210591] [INFO ] [sig       ] [1998/3412] Forecasting MMSI...
[2026-02-11T20:26:59.210627] [INFO ] [sig       ] Generating forecast for: MMSI
[2026-02-11T20:26:59.210660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2026-02-11T20:26:59.222299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2026-02-11T20:26:59.222624] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2026-02-11T20:26:59.223450] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2026-02-11T20:26:59.223505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:59.223565] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:59.223616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:59.223677] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:59.281608] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:59.282334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:59.282417] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:59.282450] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:59.406860] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:59.407018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:59.407063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:59.407095] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:59.410780] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: DOWN (p=21.06%)
[2026-02-11T20:26:59.411115] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2026-02-11T20:26:59.411261] [INFO ] [sig       ] MMSI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:59.560413] [INFO ] [LOCAL     ] Saved forecast: MMSI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MMSI.txt
[2026-02-11T20:26:59.560550] [INFO ] [sig       ] [1998/3412] Completed MMSI in 0.3s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-11T20:26:59.560631] [INFO ] [sig       ] [1999/3412] Forecasting MNDO...
[2026-02-11T20:26:59.560677] [INFO ] [sig       ] Generating forecast for: MNDO
[2026-02-11T20:26:59.560712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2026-02-11T20:26:59.573190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2026-02-11T20:26:59.573478] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2026-02-11T20:26:59.574289] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2026-02-11T20:26:59.574342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:59.574374] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:59.574401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:59.574457] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:59.632056] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:59.632948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:59.633034] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:59.633067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:26:59.750981] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:26:59.751158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:26:59.751219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:26:59.751250] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:26:59.754871] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=41.25%)
[2026-02-11T20:26:59.755189] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2026-02-11T20:26:59.755324] [INFO ] [sig       ] MNDO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:26:59.900045] [INFO ] [LOCAL     ] Saved forecast: MNDO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MNDO.txt
[2026-02-11T20:26:59.900184] [INFO ] [sig       ] [1999/3412] Completed MNDO in 0.3s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-11T20:26:59.900225] [INFO ] [sig       ] [2000/3412] Forecasting MNDY...
[2026-02-11T20:26:59.900445] [INFO ] [sig       ] Generating forecast for: MNDY
[2026-02-11T20:26:59.900475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2026-02-11T20:26:59.913084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2026-02-11T20:26:59.913616] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2026-02-11T20:26:59.914590] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2026-02-11T20:26:59.914644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:26:59.914676] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:26:59.914702] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:26:59.914758] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:26:59.978122] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:26:59.979255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:26:59.979344] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:26:59.979377] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:00.104495] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:00.104678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:00.104722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:00.104753] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:00.109451] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2026-02-11T20:27:00.109870] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2026-02-11T20:27:00.110057] [INFO ] [sig       ] MNDY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:00.271734] [INFO ] [LOCAL     ] Saved forecast: MNDY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MNDY.txt
[2026-02-11T20:27:00.271899] [INFO ] [sig       ] [2000/3412] Completed MNDY in 0.4s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-11T20:27:00.271939] [INFO ] [sig       ] [2001/3412] Forecasting MNKD...
[2026-02-11T20:27:00.271968] [INFO ] [sig       ] Generating forecast for: MNKD
[2026-02-11T20:27:00.272002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2026-02-11T20:27:00.283753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2026-02-11T20:27:00.284124] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2026-02-11T20:27:00.284957] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2026-02-11T20:27:00.285009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:00.285041] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:00.285070] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:00.285140] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:00.346051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:00.347131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:00.347217] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:00.347250] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:00.488928] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:00.489105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:00.489148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:00.489240] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:00.493145] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: UP (p=58.70%)
[2026-02-11T20:27:00.493465] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2026-02-11T20:27:00.493658] [INFO ] [sig       ] MNKD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:00.638864] [INFO ] [LOCAL     ] Saved forecast: MNKD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MNKD.txt
[2026-02-11T20:27:00.638998] [INFO ] [sig       ] [2001/3412] Completed MNKD in 0.4s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-11T20:27:00.639038] [INFO ] [sig       ] [2002/3412] Forecasting MNRO...
[2026-02-11T20:27:00.639068] [INFO ] [sig       ] Generating forecast for: MNRO
[2026-02-11T20:27:00.639105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2026-02-11T20:27:00.651230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2026-02-11T20:27:00.651544] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2026-02-11T20:27:00.652436] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2026-02-11T20:27:00.652491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:00.652524] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:00.652553] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:00.652645] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:00.717775] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:00.718766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:00.718872] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:00.718922] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:00.840696] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:00.840812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:00.840853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:00.840882] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:00.844391] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=5.83%)
[2026-02-11T20:27:00.844702] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2026-02-11T20:27:00.844839] [INFO ] [sig       ] MNRO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:00.988147] [INFO ] [LOCAL     ] Saved forecast: MNRO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MNRO.txt
[2026-02-11T20:27:00.988297] [INFO ] [sig       ] [2002/3412] Completed MNRO in 0.3s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-11T20:27:00.988337] [INFO ] [sig       ] [2003/3412] Forecasting MNSO...
[2026-02-11T20:27:00.988367] [INFO ] [sig       ] Generating forecast for: MNSO
[2026-02-11T20:27:00.988398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2026-02-11T20:27:01.003102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2026-02-11T20:27:01.003672] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2026-02-11T20:27:01.004699] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2026-02-11T20:27:01.004752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:01.004785] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:01.004812] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:01.004870] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:01.072475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:01.073347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:01.073436] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:01.073471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:01.200116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:01.200249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:01.200293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:01.200324] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:01.203924] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=50.07%)
[2026-02-11T20:27:01.204240] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2026-02-11T20:27:01.204384] [INFO ] [sig       ] MNSO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:01.354843] [INFO ] [LOCAL     ] Saved forecast: MNSO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MNSO.txt
[2026-02-11T20:27:01.355011] [INFO ] [sig       ] [2003/3412] Completed MNSO in 0.4s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-11T20:27:01.355053] [INFO ] [sig       ] [2004/3412] Forecasting MNTK...
[2026-02-11T20:27:01.355083] [INFO ] [sig       ] Generating forecast for: MNTK
[2026-02-11T20:27:01.355116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2026-02-11T20:27:01.370388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2026-02-11T20:27:01.370873] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2026-02-11T20:27:01.372252] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2026-02-11T20:27:01.372334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:01.372394] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:01.372449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:01.372555] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:01.459637] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:01.460466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:01.460555] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:01.460612] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:01.591405] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:01.591603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:01.591656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:01.591687] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:01.595558] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: DOWN (p=43.99%)
[2026-02-11T20:27:01.595926] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2026-02-11T20:27:01.596105] [INFO ] [sig       ] MNTK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:01.759008] [INFO ] [LOCAL     ] Saved forecast: MNTK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MNTK.txt
[2026-02-11T20:27:01.759189] [INFO ] [sig       ] [2004/3412] Completed MNTK in 0.4s | 2.79 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-11T20:27:01.759247] [INFO ] [sig       ] [2005/3412] Forecasting MNY...
[2026-02-11T20:27:01.759286] [INFO ] [sig       ] Generating forecast for: MNY
[2026-02-11T20:27:01.759321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2026-02-11T20:27:01.772342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2026-02-11T20:27:01.773025] [INFO ] [FORECASTER] Starting predict_future for MNY
[2026-02-11T20:27:01.774042] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2026-02-11T20:27:01.774122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:01.774164] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:01.774206] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:01.774280] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:01.835384] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:01.836306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:01.836397] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:01.836430] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:01.957069] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:01.957229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:01.957272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:01.957301] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:01.960898] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=71.02%)
[2026-02-11T20:27:01.961209] [INFO ] [FORECASTER] Completed predict_future for MNY
[2026-02-11T20:27:01.961382] [INFO ] [sig       ] MNY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:02.105655] [INFO ] [LOCAL     ] Saved forecast: MNY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MNY.txt
[2026-02-11T20:27:02.105799] [INFO ] [sig       ] [2005/3412] Completed MNY in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-11T20:27:02.105840] [INFO ] [sig       ] [2006/3412] Forecasting MOD...
[2026-02-11T20:27:02.105869] [INFO ] [sig       ] Generating forecast for: MOD
[2026-02-11T20:27:02.105900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2026-02-11T20:27:02.120319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2026-02-11T20:27:02.120692] [INFO ] [FORECASTER] Starting predict_future for MOD
[2026-02-11T20:27:02.121487] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2026-02-11T20:27:02.121541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:02.121595] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:02.121626] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:02.121684] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:02.179744] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:02.180726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:02.180815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:02.180850] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:02.305836] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:02.305993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:02.306035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:02.306063] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:02.309558] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=11.17%)
[2026-02-11T20:27:02.309853] [INFO ] [FORECASTER] Completed predict_future for MOD
[2026-02-11T20:27:02.309984] [INFO ] [sig       ] MOD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:02.449952] [INFO ] [LOCAL     ] Saved forecast: MOD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MOD.txt
[2026-02-11T20:27:02.450082] [INFO ] [sig       ] [2006/3412] Completed MOD in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-11T20:27:02.450120] [INFO ] [sig       ] [2007/3412] Forecasting MODL...
[2026-02-11T20:27:02.450149] [INFO ] [sig       ] Generating forecast for: MODL
[2026-02-11T20:27:02.450180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2026-02-11T20:27:02.461544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2026-02-11T20:27:02.461913] [INFO ] [FORECASTER] Starting predict_future for MODL
[2026-02-11T20:27:02.462757] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2026-02-11T20:27:02.462821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:02.462856] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:02.462884] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:02.462943] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:02.522059] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:02.522916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:02.523007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:02.523040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:02.645910] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:02.646066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:02.646107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:02.646137] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:02.649879] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: UP (p=50.12%)
[2026-02-11T20:27:02.650178] [INFO ] [FORECASTER] Completed predict_future for MODL
[2026-02-11T20:27:02.650322] [INFO ] [sig       ] MODL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:02.802170] [INFO ] [LOCAL     ] Saved forecast: MODL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MODL.txt
[2026-02-11T20:27:02.802327] [INFO ] [sig       ] [2007/3412] Completed MODL in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-11T20:27:02.802366] [INFO ] [sig       ] [2008/3412] Forecasting MOFG...
[2026-02-11T20:27:02.802398] [INFO ] [sig       ] Generating forecast for: MOFG
[2026-02-11T20:27:02.802428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2026-02-11T20:27:02.814493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2026-02-11T20:27:02.814852] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2026-02-11T20:27:02.815684] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2026-02-11T20:27:02.815737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:02.815768] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:02.815796] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:02.815869] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:02.879763] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:02.880648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:02.880771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:02.880805] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:03.002219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:03.002404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:03.002670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:03.002707] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:03.007277] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=32.40%)
[2026-02-11T20:27:03.007995] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2026-02-11T20:27:03.008162] [INFO ] [sig       ] MOFG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:03.153708] [INFO ] [LOCAL     ] Saved forecast: MOFG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MOFG.txt
[2026-02-11T20:27:03.153840] [INFO ] [sig       ] [2008/3412] Completed MOFG in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-11T20:27:03.153880] [INFO ] [sig       ] [2009/3412] Forecasting MOH...
[2026-02-11T20:27:03.153910] [INFO ] [sig       ] Generating forecast for: MOH
[2026-02-11T20:27:03.153940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2026-02-11T20:27:03.165323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2026-02-11T20:27:03.165659] [INFO ] [FORECASTER] Starting predict_future for MOH
[2026-02-11T20:27:03.166495] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2026-02-11T20:27:03.166550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:03.166600] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:03.166629] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:03.166688] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:03.225479] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:03.226208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:03.226291] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:03.226325] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:03.352056] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:03.352225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:03.352267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:03.352306] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:03.355913] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=94.81%)
[2026-02-11T20:27:03.356231] [INFO ] [FORECASTER] Completed predict_future for MOH
[2026-02-11T20:27:03.356384] [INFO ] [sig       ] MOH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:03.508632] [INFO ] [LOCAL     ] Saved forecast: MOH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MOH.txt
[2026-02-11T20:27:03.508769] [INFO ] [sig       ] [2009/3412] Completed MOH in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-11T20:27:03.508808] [INFO ] [sig       ] [2010/3412] Forecasting MOMO...
[2026-02-11T20:27:03.508838] [INFO ] [sig       ] Generating forecast for: MOMO
[2026-02-11T20:27:03.508869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2026-02-11T20:27:03.520091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2026-02-11T20:27:03.520408] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2026-02-11T20:27:03.521278] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2026-02-11T20:27:03.521332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:03.521363] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:03.521389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:03.521446] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:03.579038] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:03.579740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:03.579822] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:03.579855] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:03.701123] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:03.701284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:03.701328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:03.701357] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:03.705004] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: UP (p=88.28%)
[2026-02-11T20:27:03.705295] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2026-02-11T20:27:03.705431] [INFO ] [sig       ] MOMO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:03.854357] [INFO ] [LOCAL     ] Saved forecast: MOMO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MOMO.txt
[2026-02-11T20:27:03.854495] [INFO ] [sig       ] [2010/3412] Completed MOMO in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-11T20:27:03.854541] [INFO ] [sig       ] [2011/3412] Forecasting MORN...
[2026-02-11T20:27:03.854588] [INFO ] [sig       ] Generating forecast for: MORN
[2026-02-11T20:27:03.854622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2026-02-11T20:27:03.868176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2026-02-11T20:27:03.868729] [INFO ] [FORECASTER] Starting predict_future for MORN
[2026-02-11T20:27:03.869617] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2026-02-11T20:27:03.869672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:03.869706] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:03.869735] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:03.869798] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:03.930395] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:03.931260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:03.931346] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:03.931380] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:04.056654] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:04.056810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:04.056853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:04.056883] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:04.060524] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2026-02-11T20:27:04.060836] [INFO ] [FORECASTER] Completed predict_future for MORN
[2026-02-11T20:27:04.060982] [INFO ] [sig       ] MORN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:04.209061] [INFO ] [LOCAL     ] Saved forecast: MORN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MORN.txt
[2026-02-11T20:27:04.209266] [INFO ] [sig       ] [2011/3412] Completed MORN in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-11T20:27:04.209316] [INFO ] [sig       ] [2012/3412] Forecasting MOS...
[2026-02-11T20:27:04.209349] [INFO ] [sig       ] Generating forecast for: MOS
[2026-02-11T20:27:04.209383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2026-02-11T20:27:04.220907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2026-02-11T20:27:04.221237] [INFO ] [FORECASTER] Starting predict_future for MOS
[2026-02-11T20:27:04.222340] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2026-02-11T20:27:04.222396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:04.222642] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:04.222674] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:04.222734] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:04.286691] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:04.287609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:04.287697] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:04.287732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:04.411278] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:04.411443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:04.411494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:04.411525] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:04.415170] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: DOWN (p=12.19%)
[2026-02-11T20:27:04.415456] [INFO ] [FORECASTER] Completed predict_future for MOS
[2026-02-11T20:27:04.415628] [INFO ] [sig       ] MOS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:04.560620] [INFO ] [LOCAL     ] Saved forecast: MOS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MOS.txt
[2026-02-11T20:27:04.560767] [INFO ] [sig       ] [2012/3412] Completed MOS in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-11T20:27:04.560807] [INFO ] [sig       ] [2013/3412] Forecasting MP...
[2026-02-11T20:27:04.560837] [INFO ] [sig       ] Generating forecast for: MP
[2026-02-11T20:27:04.560871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2026-02-11T20:27:04.572389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2026-02-11T20:27:04.572708] [INFO ] [FORECASTER] Starting predict_future for MP
[2026-02-11T20:27:04.573545] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2026-02-11T20:27:04.573619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:04.573654] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:04.573684] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:04.573743] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:04.635393] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:04.636175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:04.636278] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:04.636321] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:04.756039] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:04.756198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:04.756242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:04.756272] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:04.759960] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2026-02-11T20:27:04.760256] [INFO ] [FORECASTER] Completed predict_future for MP
[2026-02-11T20:27:04.760392] [INFO ] [sig       ] MP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:04.906721] [INFO ] [LOCAL     ] Saved forecast: MP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MP.txt
[2026-02-11T20:27:04.906880] [INFO ] [sig       ] [2013/3412] Completed MP in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-11T20:27:04.906924] [INFO ] [sig       ] [2014/3412] Forecasting MPA...
[2026-02-11T20:27:04.906955] [INFO ] [sig       ] Generating forecast for: MPA
[2026-02-11T20:27:04.906989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2026-02-11T20:27:04.919183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2026-02-11T20:27:04.919489] [INFO ] [FORECASTER] Starting predict_future for MPA
[2026-02-11T20:27:04.920338] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2026-02-11T20:27:04.920394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:04.920429] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:04.920458] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:04.920520] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:04.981726] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:04.982606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:04.982694] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:04.982729] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:05.095469] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:05.095640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:05.095702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:05.095735] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:05.099344] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2026-02-11T20:27:05.099652] [INFO ] [FORECASTER] Completed predict_future for MPA
[2026-02-11T20:27:05.099787] [INFO ] [sig       ] MPA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:05.246596] [INFO ] [LOCAL     ] Saved forecast: MPA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MPA.txt
[2026-02-11T20:27:05.246735] [INFO ] [sig       ] [2014/3412] Completed MPA in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-11T20:27:05.246774] [INFO ] [sig       ] [2015/3412] Forecasting MPAA...
[2026-02-11T20:27:05.246803] [INFO ] [sig       ] Generating forecast for: MPAA
[2026-02-11T20:27:05.246834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2026-02-11T20:27:05.259283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2026-02-11T20:27:05.259619] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2026-02-11T20:27:05.260502] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2026-02-11T20:27:05.260565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:05.260664] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:05.260706] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:05.260785] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:05.322010] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:05.322818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:05.322906] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:05.322941] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:05.449787] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:05.449941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:05.449985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:05.450015] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:05.453612] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: DOWN (p=21.19%)
[2026-02-11T20:27:05.453907] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2026-02-11T20:27:05.454042] [INFO ] [sig       ] MPAA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:05.604476] [INFO ] [LOCAL     ] Saved forecast: MPAA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MPAA.txt
[2026-02-11T20:27:05.604638] [INFO ] [sig       ] [2015/3412] Completed MPAA in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-11T20:27:05.604682] [INFO ] [sig       ] [2016/3412] Forecasting MPB...
[2026-02-11T20:27:05.604715] [INFO ] [sig       ] Generating forecast for: MPB
[2026-02-11T20:27:05.604748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2026-02-11T20:27:05.619762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2026-02-11T20:27:05.620210] [INFO ] [FORECASTER] Starting predict_future for MPB
[2026-02-11T20:27:05.621375] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2026-02-11T20:27:05.621432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:05.621464] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:05.621492] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:05.621549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:05.686230] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:05.687287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:05.687387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:05.687422] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:05.815222] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:05.815386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:05.815427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:05.815458] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:05.819092] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2026-02-11T20:27:05.819376] [INFO ] [FORECASTER] Completed predict_future for MPB
[2026-02-11T20:27:05.819507] [INFO ] [sig       ] MPB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:05.964946] [INFO ] [LOCAL     ] Saved forecast: MPB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MPB.txt
[2026-02-11T20:27:05.965077] [INFO ] [sig       ] [2016/3412] Completed MPB in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-11T20:27:05.965117] [INFO ] [sig       ] [2017/3412] Forecasting MPC...
[2026-02-11T20:27:05.965146] [INFO ] [sig       ] Generating forecast for: MPC
[2026-02-11T20:27:05.965177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2026-02-11T20:27:05.978153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2026-02-11T20:27:05.978533] [INFO ] [FORECASTER] Starting predict_future for MPC
[2026-02-11T20:27:05.979446] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2026-02-11T20:27:05.979500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:05.979532] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:05.979559] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:05.979648] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:06.040908] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:06.041645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:06.041742] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:06.041779] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:06.163094] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:06.163254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:06.163295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:06.163324] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:06.166760] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2026-02-11T20:27:06.167036] [INFO ] [FORECASTER] Completed predict_future for MPC
[2026-02-11T20:27:06.167164] [INFO ] [sig       ] MPC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:06.312115] [INFO ] [LOCAL     ] Saved forecast: MPC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MPC.txt
[2026-02-11T20:27:06.312284] [INFO ] [sig       ] [2017/3412] Completed MPC in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-11T20:27:06.312344] [INFO ] [sig       ] [2018/3412] Forecasting MPX...
[2026-02-11T20:27:06.312381] [INFO ] [sig       ] Generating forecast for: MPX
[2026-02-11T20:27:06.312414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2026-02-11T20:27:06.324151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2026-02-11T20:27:06.324517] [INFO ] [FORECASTER] Starting predict_future for MPX
[2026-02-11T20:27:06.325391] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2026-02-11T20:27:06.325445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:06.325488] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:06.325515] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:06.325590] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:06.387593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:06.388314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:06.388400] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:06.388435] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:06.500743] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:06.500904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:06.500946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:06.501011] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:06.505743] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=37.94%)
[2026-02-11T20:27:06.506033] [INFO ] [FORECASTER] Completed predict_future for MPX
[2026-02-11T20:27:06.506167] [INFO ] [sig       ] MPX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:06.647918] [INFO ] [LOCAL     ] Saved forecast: MPX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MPX.txt
[2026-02-11T20:27:06.648065] [INFO ] [sig       ] [2018/3412] Completed MPX in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-11T20:27:06.648106] [INFO ] [sig       ] [2019/3412] Forecasting MQ...
[2026-02-11T20:27:06.648136] [INFO ] [sig       ] Generating forecast for: MQ
[2026-02-11T20:27:06.648168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2026-02-11T20:27:06.659938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2026-02-11T20:27:06.660263] [INFO ] [FORECASTER] Starting predict_future for MQ
[2026-02-11T20:27:06.661125] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2026-02-11T20:27:06.661180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:06.661213] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:06.661242] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:06.661305] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:06.722812] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:06.723725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:06.723810] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:06.723844] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:06.851724] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:06.851893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:06.851947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:06.851978] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:06.855725] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=14.62%)
[2026-02-11T20:27:06.856027] [INFO ] [FORECASTER] Completed predict_future for MQ
[2026-02-11T20:27:06.856177] [INFO ] [sig       ] MQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:07.004744] [INFO ] [LOCAL     ] Saved forecast: MQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MQ.txt
[2026-02-11T20:27:07.004904] [INFO ] [sig       ] [2019/3412] Completed MQ in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-11T20:27:07.004945] [INFO ] [sig       ] [2020/3412] Forecasting MQY...
[2026-02-11T20:27:07.004975] [INFO ] [sig       ] Generating forecast for: MQY
[2026-02-11T20:27:07.005005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2026-02-11T20:27:07.016482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2026-02-11T20:27:07.016867] [INFO ] [FORECASTER] Starting predict_future for MQY
[2026-02-11T20:27:07.017765] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2026-02-11T20:27:07.017817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:07.017848] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:07.017874] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:07.017930] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:07.077443] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:07.078401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:07.078520] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:07.078558] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:07.201414] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:07.201591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:07.201637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:07.201669] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:07.205170] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: UP (p=74.49%)
[2026-02-11T20:27:07.205453] [INFO ] [FORECASTER] Completed predict_future for MQY
[2026-02-11T20:27:07.205796] [INFO ] [sig       ] MQY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:07.348173] [INFO ] [LOCAL     ] Saved forecast: MQY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MQY.txt
[2026-02-11T20:27:07.348315] [INFO ] [sig       ] [2020/3412] Completed MQY in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-11T20:27:07.348354] [INFO ] [sig       ] [2021/3412] Forecasting MRAM...
[2026-02-11T20:27:07.348384] [INFO ] [sig       ] Generating forecast for: MRAM
[2026-02-11T20:27:07.348414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2026-02-11T20:27:07.359315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2026-02-11T20:27:07.359637] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2026-02-11T20:27:07.360418] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2026-02-11T20:27:07.360470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:07.360502] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:07.360528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:07.360604] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:07.419604] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:07.420278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:07.420364] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:07.420397] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:07.541748] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:07.541912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:07.541973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:07.542028] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:07.545729] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=40.69%)
[2026-02-11T20:27:07.546026] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2026-02-11T20:27:07.546166] [INFO ] [sig       ] MRAM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:07.692194] [INFO ] [LOCAL     ] Saved forecast: MRAM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MRAM.txt
[2026-02-11T20:27:07.692361] [INFO ] [sig       ] [2021/3412] Completed MRAM in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-11T20:27:07.692401] [INFO ] [sig       ] [2022/3412] Forecasting MRBK...
[2026-02-11T20:27:07.692431] [INFO ] [sig       ] Generating forecast for: MRBK
[2026-02-11T20:27:07.692468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2026-02-11T20:27:07.703878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2026-02-11T20:27:07.704225] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2026-02-11T20:27:07.705119] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2026-02-11T20:27:07.705172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:07.705204] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:07.705232] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:07.705301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:07.764979] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:07.765896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:07.765983] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:07.766017] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:07.886516] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:07.886711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:07.886753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:07.886784] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:07.890488] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=38.83%)
[2026-02-11T20:27:07.890817] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2026-02-11T20:27:07.890957] [INFO ] [sig       ] MRBK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:08.040061] [INFO ] [LOCAL     ] Saved forecast: MRBK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MRBK.txt
[2026-02-11T20:27:08.040220] [INFO ] [sig       ] [2022/3412] Completed MRBK in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.3m
[2026-02-11T20:27:08.040261] [INFO ] [sig       ] [2023/3412] Forecasting MRCC...
[2026-02-11T20:27:08.040292] [INFO ] [sig       ] Generating forecast for: MRCC
[2026-02-11T20:27:08.040323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2026-02-11T20:27:08.051537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2026-02-11T20:27:08.051904] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2026-02-11T20:27:08.052730] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2026-02-11T20:27:08.052783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:08.052815] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:08.052841] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:08.052899] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:08.115399] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:08.116388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:08.116483] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:08.116517] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:08.245306] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:08.245473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:08.245517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:08.245547] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:08.249296] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2026-02-11T20:27:08.249636] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2026-02-11T20:27:08.249778] [INFO ] [sig       ] MRCC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:08.399970] [INFO ] [LOCAL     ] Saved forecast: MRCC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MRCC.txt
[2026-02-11T20:27:08.400113] [INFO ] [sig       ] [2023/3412] Completed MRCC in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.3m
[2026-02-11T20:27:08.400154] [INFO ] [sig       ] [2024/3412] Forecasting MRCY...
[2026-02-11T20:27:08.400184] [INFO ] [sig       ] Generating forecast for: MRCY
[2026-02-11T20:27:08.400215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2026-02-11T20:27:08.411664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2026-02-11T20:27:08.411992] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2026-02-11T20:27:08.412882] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2026-02-11T20:27:08.412937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:08.412970] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:08.412997] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:08.413055] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:08.472008] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:08.472875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:08.472961] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:08.472994] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:08.598388] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:08.598553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:08.598614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:08.598645] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:08.602112] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: UP (p=93.34%)
[2026-02-11T20:27:08.602391] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2026-02-11T20:27:08.602523] [INFO ] [sig       ] MRCY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:08.746832] [INFO ] [LOCAL     ] Saved forecast: MRCY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MRCY.txt
[2026-02-11T20:27:08.746989] [INFO ] [sig       ] [2024/3412] Completed MRCY in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.3m
[2026-02-11T20:27:08.747029] [INFO ] [sig       ] [2025/3412] Forecasting MRK...
[2026-02-11T20:27:08.747059] [INFO ] [sig       ] Generating forecast for: MRK
[2026-02-11T20:27:08.747090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2026-02-11T20:27:08.758136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2026-02-11T20:27:08.758448] [INFO ] [FORECASTER] Starting predict_future for MRK
[2026-02-11T20:27:08.759276] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2026-02-11T20:27:08.759330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:08.759362] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:08.759390] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:08.759448] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:08.819935] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:08.820799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:08.820920] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:08.820956] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:08.950146] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:08.950303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:08.950359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:08.950411] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:08.954030] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2026-02-11T20:27:08.954319] [INFO ] [FORECASTER] Completed predict_future for MRK
[2026-02-11T20:27:08.954460] [INFO ] [sig       ] MRK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:09.097542] [INFO ] [LOCAL     ] Saved forecast: MRK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MRK.txt
[2026-02-11T20:27:09.097712] [INFO ] [sig       ] [2025/3412] Completed MRK in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.3m
[2026-02-11T20:27:09.097754] [INFO ] [sig       ] [2026/3412] Forecasting MRM...
[2026-02-11T20:27:09.097784] [INFO ] [sig       ] Generating forecast for: MRM
[2026-02-11T20:27:09.097815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2026-02-11T20:27:09.108821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2026-02-11T20:27:09.109164] [INFO ] [FORECASTER] Starting predict_future for MRM
[2026-02-11T20:27:09.110046] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2026-02-11T20:27:09.110099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:09.110131] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:09.110157] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:09.110214] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:09.168633] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:09.169409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:09.169497] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:09.169530] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:09.290549] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:09.290724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:09.290773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:09.290803] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:09.294294] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: DOWN (p=0.74%)
[2026-02-11T20:27:09.294601] [INFO ] [FORECASTER] Completed predict_future for MRM
[2026-02-11T20:27:09.294735] [INFO ] [sig       ] MRM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:09.436523] [INFO ] [LOCAL     ] Saved forecast: MRM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MRM.txt
[2026-02-11T20:27:09.436679] [INFO ] [sig       ] [2026/3412] Completed MRM in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.3m
[2026-02-11T20:27:09.436721] [INFO ] [sig       ] [2027/3412] Forecasting MRNA...
[2026-02-11T20:27:09.436750] [INFO ] [sig       ] Generating forecast for: MRNA
[2026-02-11T20:27:09.436781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2026-02-11T20:27:09.448595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2026-02-11T20:27:09.448886] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2026-02-11T20:27:09.449702] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2026-02-11T20:27:09.449754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:09.449785] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:09.449813] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:09.449870] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:09.508428] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:09.509172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:09.509254] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:09.509287] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:09.629910] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:09.630056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:09.630095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:09.630123] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:09.633522] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: DOWN (p=10.41%)
[2026-02-11T20:27:09.634005] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2026-02-11T20:27:09.634133] [INFO ] [sig       ] MRNA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:09.775462] [INFO ] [LOCAL     ] Saved forecast: MRNA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MRNA.txt
[2026-02-11T20:27:09.775800] [INFO ] [sig       ] [2027/3412] Completed MRNA in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.3m
[2026-02-11T20:27:09.775841] [INFO ] [sig       ] [2028/3412] Forecasting MRTN...
[2026-02-11T20:27:09.775870] [INFO ] [sig       ] Generating forecast for: MRTN
[2026-02-11T20:27:09.775899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2026-02-11T20:27:09.788347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2026-02-11T20:27:09.788698] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2026-02-11T20:27:09.789559] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2026-02-11T20:27:09.789635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:09.789669] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:09.789696] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:09.789754] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:09.849695] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:09.850595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:09.850691] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:09.850724] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:09.977590] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:09.977760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:09.977801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:09.977830] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:09.981509] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2026-02-11T20:27:09.981831] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2026-02-11T20:27:09.981992] [INFO ] [sig       ] MRTN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:10.128764] [INFO ] [LOCAL     ] Saved forecast: MRTN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MRTN.txt
[2026-02-11T20:27:10.128958] [INFO ] [sig       ] [2028/3412] Completed MRTN in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.3m
[2026-02-11T20:27:10.129001] [INFO ] [sig       ] [2029/3412] Forecasting MRVI...
[2026-02-11T20:27:10.129032] [INFO ] [sig       ] Generating forecast for: MRVI
[2026-02-11T20:27:10.129063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2026-02-11T20:27:10.140872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2026-02-11T20:27:10.141285] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2026-02-11T20:27:10.142153] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2026-02-11T20:27:10.142206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:10.142238] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:10.142265] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:10.142333] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:10.199827] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:10.200628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:10.200710] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:10.200743] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:10.322480] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:10.322649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:10.322691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:10.322720] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:10.326479] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=90.29%)
[2026-02-11T20:27:10.326858] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2026-02-11T20:27:10.327012] [INFO ] [sig       ] MRVI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:10.478162] [INFO ] [LOCAL     ] Saved forecast: MRVI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MRVI.txt
[2026-02-11T20:27:10.478397] [INFO ] [sig       ] [2029/3412] Completed MRVI in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-11T20:27:10.478478] [INFO ] [sig       ] [2030/3412] Forecasting MRVL...
[2026-02-11T20:27:10.478522] [INFO ] [sig       ] Generating forecast for: MRVL
[2026-02-11T20:27:10.478555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2026-02-11T20:27:10.492174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2026-02-11T20:27:10.492644] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2026-02-11T20:27:10.493612] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2026-02-11T20:27:10.493670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:10.493702] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:10.493729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:10.493786] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:10.560439] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:10.561439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:10.561599] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:10.561639] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:10.704270] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:10.704454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:10.704501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:10.704529] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:10.708916] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: DOWN (p=26.77%)
[2026-02-11T20:27:10.709253] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2026-02-11T20:27:10.709401] [INFO ] [sig       ] MRVL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:10.863612] [INFO ] [LOCAL     ] Saved forecast: MRVL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MRVL.txt
[2026-02-11T20:27:10.863786] [INFO ] [sig       ] [2030/3412] Completed MRVL in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-11T20:27:10.863827] [INFO ] [sig       ] [2031/3412] Forecasting MRX...
[2026-02-11T20:27:10.863856] [INFO ] [sig       ] Generating forecast for: MRX
[2026-02-11T20:27:10.863888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2026-02-11T20:27:10.875659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2026-02-11T20:27:10.876064] [INFO ] [FORECASTER] Starting predict_future for MRX
[2026-02-11T20:27:10.876910] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2026-02-11T20:27:10.876974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:10.877007] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:10.877035] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:10.877092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:10.935188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:10.936093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:10.936182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:10.936215] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:11.056637] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:11.056794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:11.056834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:11.056864] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:11.060280] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2026-02-11T20:27:11.060553] [INFO ] [FORECASTER] Completed predict_future for MRX
[2026-02-11T20:27:11.060704] [INFO ] [sig       ] MRX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:11.200863] [INFO ] [LOCAL     ] Saved forecast: MRX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MRX.txt
[2026-02-11T20:27:11.201016] [INFO ] [sig       ] [2031/3412] Completed MRX in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-11T20:27:11.201060] [INFO ] [sig       ] [2032/3412] Forecasting MS...
[2026-02-11T20:27:11.201090] [INFO ] [sig       ] Generating forecast for: MS
[2026-02-11T20:27:11.201120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2026-02-11T20:27:11.212623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2026-02-11T20:27:11.212913] [INFO ] [FORECASTER] Starting predict_future for MS
[2026-02-11T20:27:11.213727] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2026-02-11T20:27:11.213779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:11.213836] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:11.213864] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:11.213923] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:11.272434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:11.273101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:11.273181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:11.273214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:11.402849] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:11.403040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:11.403085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:11.403116] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:11.406819] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2026-02-11T20:27:11.407123] [INFO ] [FORECASTER] Completed predict_future for MS
[2026-02-11T20:27:11.407272] [INFO ] [sig       ] MS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:11.551988] [INFO ] [LOCAL     ] Saved forecast: MS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MS.txt
[2026-02-11T20:27:11.552124] [INFO ] [sig       ] [2032/3412] Completed MS in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-11T20:27:11.552161] [INFO ] [sig       ] [2033/3412] Forecasting MSA...
[2026-02-11T20:27:11.552190] [INFO ] [sig       ] Generating forecast for: MSA
[2026-02-11T20:27:11.552220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2026-02-11T20:27:11.564063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2026-02-11T20:27:11.564369] [INFO ] [FORECASTER] Starting predict_future for MSA
[2026-02-11T20:27:11.565209] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2026-02-11T20:27:11.565263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:11.565296] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:11.565324] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:11.565383] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:11.629548] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:11.630447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:11.630544] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:11.630594] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:11.757716] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:11.757875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:11.757918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:11.757950] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:11.761454] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=92.26%)
[2026-02-11T20:27:11.761755] [INFO ] [FORECASTER] Completed predict_future for MSA
[2026-02-11T20:27:11.761886] [INFO ] [sig       ] MSA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:11.909097] [INFO ] [LOCAL     ] Saved forecast: MSA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MSA.txt
[2026-02-11T20:27:11.909243] [INFO ] [sig       ] [2033/3412] Completed MSA in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-11T20:27:11.909283] [INFO ] [sig       ] [2034/3412] Forecasting MSB...
[2026-02-11T20:27:11.909313] [INFO ] [sig       ] Generating forecast for: MSB
[2026-02-11T20:27:11.909345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2026-02-11T20:27:11.921210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2026-02-11T20:27:11.921514] [INFO ] [FORECASTER] Starting predict_future for MSB
[2026-02-11T20:27:11.922373] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2026-02-11T20:27:11.922430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:11.922465] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:11.922492] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:11.922549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:11.983073] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:11.983836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:11.983920] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:11.983953] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:12.117345] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:12.117526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:12.117587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:12.117628] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:12.121423] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=44.79%)
[2026-02-11T20:27:12.121767] [INFO ] [FORECASTER] Completed predict_future for MSB
[2026-02-11T20:27:12.121911] [INFO ] [sig       ] MSB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:12.264697] [INFO ] [LOCAL     ] Saved forecast: MSB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MSB.txt
[2026-02-11T20:27:12.264849] [INFO ] [sig       ] [2034/3412] Completed MSB in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-11T20:27:12.264896] [INFO ] [sig       ] [2035/3412] Forecasting MSBI...
[2026-02-11T20:27:12.264926] [INFO ] [sig       ] Generating forecast for: MSBI
[2026-02-11T20:27:12.264959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2026-02-11T20:27:12.276716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2026-02-11T20:27:12.277044] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2026-02-11T20:27:12.277954] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2026-02-11T20:27:12.278008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:12.278039] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:12.278066] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:12.278124] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:12.335951] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:12.336806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:12.336893] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:12.336926] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:12.463940] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:12.464113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:12.464153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:12.464181] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:12.468976] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=42.12%)
[2026-02-11T20:27:12.469307] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2026-02-11T20:27:12.469478] [INFO ] [sig       ] MSBI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:12.613414] [INFO ] [LOCAL     ] Saved forecast: MSBI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MSBI.txt
[2026-02-11T20:27:12.613589] [INFO ] [sig       ] [2035/3412] Completed MSBI in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-11T20:27:12.613632] [INFO ] [sig       ] [2036/3412] Forecasting MSCI...
[2026-02-11T20:27:12.613663] [INFO ] [sig       ] Generating forecast for: MSCI
[2026-02-11T20:27:12.613693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2026-02-11T20:27:12.625227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2026-02-11T20:27:12.625589] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2026-02-11T20:27:12.626462] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2026-02-11T20:27:12.626517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:12.626549] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:12.626599] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:12.626669] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:12.695990] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:12.696889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:12.696976] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:12.697010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:12.816625] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:12.816780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:12.816822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:12.816851] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:12.820901] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=93.13%)
[2026-02-11T20:27:12.821224] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2026-02-11T20:27:12.821363] [INFO ] [sig       ] MSCI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:12.974127] [INFO ] [LOCAL     ] Saved forecast: MSCI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MSCI.txt
[2026-02-11T20:27:12.974262] [INFO ] [sig       ] [2036/3412] Completed MSCI in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-11T20:27:12.974302] [INFO ] [sig       ] [2037/3412] Forecasting MSD...
[2026-02-11T20:27:12.974332] [INFO ] [sig       ] Generating forecast for: MSD
[2026-02-11T20:27:12.974367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2026-02-11T20:27:12.985083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2026-02-11T20:27:12.985371] [INFO ] [FORECASTER] Starting predict_future for MSD
[2026-02-11T20:27:12.986225] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2026-02-11T20:27:12.986278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:12.986309] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:12.986336] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:12.986393] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:13.045562] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:13.046444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:13.046531] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:13.046564] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:13.165487] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:13.165666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:13.165708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:13.165736] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:13.169240] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2026-02-11T20:27:13.169560] [INFO ] [FORECASTER] Completed predict_future for MSD
[2026-02-11T20:27:13.169714] [INFO ] [sig       ] MSD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:13.312925] [INFO ] [LOCAL     ] Saved forecast: MSD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MSD.txt
[2026-02-11T20:27:13.313088] [INFO ] [sig       ] [2037/3412] Completed MSD in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-11T20:27:13.313128] [INFO ] [sig       ] [2038/3412] Forecasting MSEX...
[2026-02-11T20:27:13.313160] [INFO ] [sig       ] Generating forecast for: MSEX
[2026-02-11T20:27:13.313191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2026-02-11T20:27:13.325253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2026-02-11T20:27:13.325689] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2026-02-11T20:27:13.326566] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2026-02-11T20:27:13.326647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:13.326679] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:13.326706] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:13.326764] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:13.385618] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:13.386497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:13.386615] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:13.386653] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:13.506004] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:13.506162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:13.506219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:13.506249] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:13.509770] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: DOWN (p=36.43%)
[2026-02-11T20:27:13.510056] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2026-02-11T20:27:13.510187] [INFO ] [sig       ] MSEX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:13.653609] [INFO ] [LOCAL     ] Saved forecast: MSEX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MSEX.txt
[2026-02-11T20:27:13.653769] [INFO ] [sig       ] [2038/3412] Completed MSEX in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-11T20:27:13.653809] [INFO ] [sig       ] [2039/3412] Forecasting MSFD...
[2026-02-11T20:27:13.653839] [INFO ] [sig       ] Generating forecast for: MSFD
[2026-02-11T20:27:13.653872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2026-02-11T20:27:13.666229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2026-02-11T20:27:13.666641] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2026-02-11T20:27:13.667531] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2026-02-11T20:27:13.667617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:13.667655] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:13.667683] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:13.667741] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:13.728665] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:13.729599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:13.729686] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:13.729719] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:13.860124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:13.860326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:13.860380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:13.860412] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:13.864565] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: UP (p=80.61%)
[2026-02-11T20:27:13.864907] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2026-02-11T20:27:13.865061] [INFO ] [sig       ] MSFD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:14.018525] [INFO ] [LOCAL     ] Saved forecast: MSFD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MSFD.txt
[2026-02-11T20:27:14.018728] [INFO ] [sig       ] [2039/3412] Completed MSFD in 0.4s | 2.80 sym/s | Total: 12.2m | ETA: 8.2m
[2026-02-11T20:27:14.018775] [INFO ] [sig       ] [2040/3412] Forecasting MSFL...
[2026-02-11T20:27:14.018807] [INFO ] [sig       ] Generating forecast for: MSFL
[2026-02-11T20:27:14.018838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2026-02-11T20:27:14.030634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2026-02-11T20:27:14.031008] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2026-02-11T20:27:14.031965] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2026-02-11T20:27:14.032020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:14.032054] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:14.032083] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:14.032143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:14.092791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:14.093814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:14.093915] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:14.093952] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:14.217364] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:14.217554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:14.217616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:14.217648] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:14.221193] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: DOWN (p=36.20%)
[2026-02-11T20:27:14.221503] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2026-02-11T20:27:14.221668] [INFO ] [sig       ] MSFL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:14.378510] [INFO ] [LOCAL     ] Saved forecast: MSFL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MSFL.txt
[2026-02-11T20:27:14.378743] [INFO ] [sig       ] [2040/3412] Completed MSFL in 0.4s | 2.80 sym/s | Total: 12.2m | ETA: 8.2m
[2026-02-11T20:27:14.378800] [INFO ] [sig       ] [2041/3412] Forecasting MSGE...
[2026-02-11T20:27:14.378842] [INFO ] [sig       ] Generating forecast for: MSGE
[2026-02-11T20:27:14.378884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2026-02-11T20:27:14.394243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2026-02-11T20:27:14.394667] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2026-02-11T20:27:14.395499] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2026-02-11T20:27:14.395563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:14.395637] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:14.395665] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:14.395722] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:14.455668] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:14.456504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:14.456626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:14.456686] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:14.588557] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:14.588735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:14.588776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:14.588805] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:14.592599] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=48.07%)
[2026-02-11T20:27:14.592881] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2026-02-11T20:27:14.593011] [INFO ] [sig       ] MSGE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:14.747361] [INFO ] [LOCAL     ] Saved forecast: MSGE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MSGE.txt
[2026-02-11T20:27:14.747552] [INFO ] [sig       ] [2041/3412] Completed MSGE in 0.4s | 2.80 sym/s | Total: 12.2m | ETA: 8.2m
[2026-02-11T20:27:14.747634] [INFO ] [sig       ] [2042/3412] Forecasting MSGM...
[2026-02-11T20:27:14.747683] [INFO ] [sig       ] Generating forecast for: MSGM
[2026-02-11T20:27:14.747716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2026-02-11T20:27:14.759428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2026-02-11T20:27:14.759748] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2026-02-11T20:27:14.760624] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2026-02-11T20:27:14.760679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:14.760722] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:14.760753] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:14.760812] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:14.821761] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:14.822404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:14.822532] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:14.822592] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:14.944466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:14.944677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:14.944720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:14.944751] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:14.948653] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2026-02-11T20:27:14.949058] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2026-02-11T20:27:14.949216] [INFO ] [sig       ] MSGM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:15.106056] [INFO ] [LOCAL     ] Saved forecast: MSGM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MSGM.txt
[2026-02-11T20:27:15.106213] [INFO ] [sig       ] [2042/3412] Completed MSGM in 0.4s | 2.80 sym/s | Total: 12.2m | ETA: 8.2m
[2026-02-11T20:27:15.106259] [INFO ] [sig       ] [2043/3412] Forecasting MSGS...
[2026-02-11T20:27:15.106291] [INFO ] [sig       ] Generating forecast for: MSGS
[2026-02-11T20:27:15.106327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2026-02-11T20:27:15.118620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2026-02-11T20:27:15.118900] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2026-02-11T20:27:15.119738] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2026-02-11T20:27:15.119791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:15.119823] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:15.119850] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:15.119908] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:15.179490] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:15.180402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:15.180491] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:15.180526] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:15.304093] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:15.304258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:15.304302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:15.304333] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:15.308127] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=52.70%)
[2026-02-11T20:27:15.308415] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2026-02-11T20:27:15.308601] [INFO ] [sig       ] MSGS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:15.452633] [INFO ] [LOCAL     ] Saved forecast: MSGS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MSGS.txt
[2026-02-11T20:27:15.452772] [INFO ] [sig       ] [2043/3412] Completed MSGS in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.2m
[2026-02-11T20:27:15.452811] [INFO ] [sig       ] [2044/3412] Forecasting MSI...
[2026-02-11T20:27:15.452841] [INFO ] [sig       ] Generating forecast for: MSI
[2026-02-11T20:27:15.452870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2026-02-11T20:27:15.464219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2026-02-11T20:27:15.464478] [INFO ] [FORECASTER] Starting predict_future for MSI
[2026-02-11T20:27:15.465279] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2026-02-11T20:27:15.465332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:15.465363] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:15.465390] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:15.465456] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:15.525672] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:15.526501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:15.526622] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:15.526661] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:15.648172] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:15.648331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:15.648380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:15.648410] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:15.652589] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=73.49%)
[2026-02-11T20:27:15.652892] [INFO ] [FORECASTER] Completed predict_future for MSI
[2026-02-11T20:27:15.653028] [INFO ] [sig       ] MSI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:15.802767] [INFO ] [LOCAL     ] Saved forecast: MSI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MSI.txt
[2026-02-11T20:27:15.802923] [INFO ] [sig       ] [2044/3412] Completed MSI in 0.4s | 2.80 sym/s | Total: 12.2m | ETA: 8.2m
[2026-02-11T20:27:15.802963] [INFO ] [sig       ] [2045/3412] Forecasting MSM...
[2026-02-11T20:27:15.802992] [INFO ] [sig       ] Generating forecast for: MSM
[2026-02-11T20:27:15.803022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2026-02-11T20:27:15.815258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2026-02-11T20:27:15.815529] [INFO ] [FORECASTER] Starting predict_future for MSM
[2026-02-11T20:27:15.816353] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2026-02-11T20:27:15.816407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:15.816440] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:15.816467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:15.816524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:15.877245] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:15.878096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:15.878183] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:15.878218] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:15.997206] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:15.997365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:15.997405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:15.997435] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:16.000971] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=27.19%)
[2026-02-11T20:27:16.001252] [INFO ] [FORECASTER] Completed predict_future for MSM
[2026-02-11T20:27:16.001379] [INFO ] [sig       ] MSM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:16.145114] [INFO ] [LOCAL     ] Saved forecast: MSM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MSM.txt
[2026-02-11T20:27:16.145292] [INFO ] [sig       ] [2045/3412] Completed MSM in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-11T20:27:16.145339] [INFO ] [sig       ] [2046/3412] Forecasting MTB...
[2026-02-11T20:27:16.145372] [INFO ] [sig       ] Generating forecast for: MTB
[2026-02-11T20:27:16.145402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2026-02-11T20:27:16.156864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2026-02-11T20:27:16.157181] [INFO ] [FORECASTER] Starting predict_future for MTB
[2026-02-11T20:27:16.158022] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2026-02-11T20:27:16.158076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:16.158108] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:16.158136] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:16.158193] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:16.216260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:16.217058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:16.217142] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:16.217177] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:16.345963] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:16.346140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:16.346192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:16.346225] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:16.349843] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2026-02-11T20:27:16.350138] [INFO ] [FORECASTER] Completed predict_future for MTB
[2026-02-11T20:27:16.350278] [INFO ] [sig       ] MTB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:16.500380] [INFO ] [LOCAL     ] Saved forecast: MTB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MTB.txt
[2026-02-11T20:27:16.500550] [INFO ] [sig       ] [2046/3412] Completed MTB in 0.4s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-11T20:27:16.500616] [INFO ] [sig       ] [2047/3412] Forecasting MTCH...
[2026-02-11T20:27:16.500647] [INFO ] [sig       ] Generating forecast for: MTCH
[2026-02-11T20:27:16.500689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2026-02-11T20:27:16.512961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2026-02-11T20:27:16.513272] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2026-02-11T20:27:16.514117] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2026-02-11T20:27:16.514171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:16.514204] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:16.514235] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:16.514302] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:16.575451] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:16.576285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:16.576372] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:16.576407] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:16.697459] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:16.697659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:16.697703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:16.697733] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:16.701290] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: DOWN (p=33.65%)
[2026-02-11T20:27:16.701611] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2026-02-11T20:27:16.701770] [INFO ] [sig       ] MTCH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:16.848012] [INFO ] [LOCAL     ] Saved forecast: MTCH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MTCH.txt
[2026-02-11T20:27:16.848160] [INFO ] [sig       ] [2047/3412] Completed MTCH in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-11T20:27:16.848199] [INFO ] [sig       ] [2048/3412] Forecasting MTG...
[2026-02-11T20:27:16.848228] [INFO ] [sig       ] Generating forecast for: MTG
[2026-02-11T20:27:16.848256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2026-02-11T20:27:16.859249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2026-02-11T20:27:16.859632] [INFO ] [FORECASTER] Starting predict_future for MTG
[2026-02-11T20:27:16.860469] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2026-02-11T20:27:16.860533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:16.860596] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:16.860632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:16.860689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:16.920634] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:16.921462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:16.921550] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:16.921607] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:17.042351] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:17.042504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:17.042545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:17.042592] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:17.046021] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2026-02-11T20:27:17.046300] [INFO ] [FORECASTER] Completed predict_future for MTG
[2026-02-11T20:27:17.046431] [INFO ] [sig       ] MTG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:17.190849] [INFO ] [LOCAL     ] Saved forecast: MTG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MTG.txt
[2026-02-11T20:27:17.190994] [INFO ] [sig       ] [2048/3412] Completed MTG in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-11T20:27:17.191036] [INFO ] [sig       ] [2049/3412] Forecasting MTH...
[2026-02-11T20:27:17.191067] [INFO ] [sig       ] Generating forecast for: MTH
[2026-02-11T20:27:17.191100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2026-02-11T20:27:17.203062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2026-02-11T20:27:17.203448] [INFO ] [FORECASTER] Starting predict_future for MTH
[2026-02-11T20:27:17.204394] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2026-02-11T20:27:17.204450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:17.204510] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:17.204538] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:17.204628] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:17.265884] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:17.266771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:17.266858] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:17.266893] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:17.382858] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:17.383023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:17.383065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:17.383113] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:17.386703] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2026-02-11T20:27:17.386989] [INFO ] [FORECASTER] Completed predict_future for MTH
[2026-02-11T20:27:17.387123] [INFO ] [sig       ] MTH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:17.526038] [INFO ] [LOCAL     ] Saved forecast: MTH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MTH.txt
[2026-02-11T20:27:17.526178] [INFO ] [sig       ] [2049/3412] Completed MTH in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-11T20:27:17.526217] [INFO ] [sig       ] [2050/3412] Forecasting MTLS...
[2026-02-11T20:27:17.526246] [INFO ] [sig       ] Generating forecast for: MTLS
[2026-02-11T20:27:17.526276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2026-02-11T20:27:17.537565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2026-02-11T20:27:17.537932] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2026-02-11T20:27:17.538779] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2026-02-11T20:27:17.538834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:17.538867] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:17.538896] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:17.538955] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:17.596940] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:17.597747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:17.597832] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:17.597868] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:17.727357] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:17.727629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:17.727689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:17.727721] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:17.731861] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=39.38%)
[2026-02-11T20:27:17.732203] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2026-02-11T20:27:17.732368] [INFO ] [sig       ] MTLS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:17.883558] [INFO ] [LOCAL     ] Saved forecast: MTLS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MTLS.txt
[2026-02-11T20:27:17.883740] [INFO ] [sig       ] [2050/3412] Completed MTLS in 0.4s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-11T20:27:17.883783] [INFO ] [sig       ] [2051/3412] Forecasting MTN...
[2026-02-11T20:27:17.883814] [INFO ] [sig       ] Generating forecast for: MTN
[2026-02-11T20:27:17.883853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2026-02-11T20:27:17.897278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2026-02-11T20:27:17.897747] [INFO ] [FORECASTER] Starting predict_future for MTN
[2026-02-11T20:27:17.899243] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2026-02-11T20:27:17.899300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:17.899334] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:17.899363] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:17.899445] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:17.961971] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:17.962964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:17.963093] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:17.963131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:18.093478] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:18.093657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:18.093713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:18.093756] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:18.097346] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=69.61%)
[2026-02-11T20:27:18.097728] [INFO ] [FORECASTER] Completed predict_future for MTN
[2026-02-11T20:27:18.097873] [INFO ] [sig       ] MTN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:18.246473] [INFO ] [LOCAL     ] Saved forecast: MTN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MTN.txt
[2026-02-11T20:27:18.246672] [INFO ] [sig       ] [2051/3412] Completed MTN in 0.4s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-11T20:27:18.246715] [INFO ] [sig       ] [2052/3412] Forecasting MTRN...
[2026-02-11T20:27:18.246745] [INFO ] [sig       ] Generating forecast for: MTRN
[2026-02-11T20:27:18.246776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2026-02-11T20:27:18.258436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2026-02-11T20:27:18.258809] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2026-02-11T20:27:18.259630] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2026-02-11T20:27:18.259682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:18.259714] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:18.259740] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:18.259796] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:18.320325] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:18.321048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:18.321144] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:18.321180] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:18.442208] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:18.442362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:18.442405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:18.442488] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:18.446103] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=91.58%)
[2026-02-11T20:27:18.446387] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2026-02-11T20:27:18.446520] [INFO ] [sig       ] MTRN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:18.587846] [INFO ] [LOCAL     ] Saved forecast: MTRN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MTRN.txt
[2026-02-11T20:27:18.587976] [INFO ] [sig       ] [2052/3412] Completed MTRN in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-11T20:27:18.588014] [INFO ] [sig       ] [2053/3412] Forecasting MTRX...
[2026-02-11T20:27:18.588043] [INFO ] [sig       ] Generating forecast for: MTRX
[2026-02-11T20:27:18.588074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2026-02-11T20:27:18.599172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2026-02-11T20:27:18.599431] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2026-02-11T20:27:18.600288] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2026-02-11T20:27:18.600340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:18.600372] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:18.600409] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:18.600468] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:18.658324] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:18.659203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:18.659292] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:18.659325] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:18.778094] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:18.778259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:18.778301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:18.778331] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:18.781876] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2026-02-11T20:27:18.782163] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2026-02-11T20:27:18.782299] [INFO ] [sig       ] MTRX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:18.922486] [INFO ] [LOCAL     ] Saved forecast: MTRX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MTRX.txt
[2026-02-11T20:27:18.922641] [INFO ] [sig       ] [2053/3412] Completed MTRX in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-11T20:27:18.922684] [INFO ] [sig       ] [2054/3412] Forecasting MTSI...
[2026-02-11T20:27:18.922713] [INFO ] [sig       ] Generating forecast for: MTSI
[2026-02-11T20:27:18.922744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2026-02-11T20:27:18.934167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2026-02-11T20:27:18.934441] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2026-02-11T20:27:18.935251] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2026-02-11T20:27:18.935303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:18.935335] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:18.935362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:18.935420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:18.996277] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:18.997138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:18.997239] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:18.997274] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:19.116672] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:19.116803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:19.116852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:19.116882] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:19.120314] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=83.01%)
[2026-02-11T20:27:19.120616] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2026-02-11T20:27:19.120748] [INFO ] [sig       ] MTSI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:19.261022] [INFO ] [LOCAL     ] Saved forecast: MTSI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MTSI.txt
[2026-02-11T20:27:19.261144] [INFO ] [sig       ] [2054/3412] Completed MTSI in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-11T20:27:19.261183] [INFO ] [sig       ] [2055/3412] Forecasting MTX...
[2026-02-11T20:27:19.261212] [INFO ] [sig       ] Generating forecast for: MTX
[2026-02-11T20:27:19.261243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2026-02-11T20:27:19.272694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2026-02-11T20:27:19.272958] [INFO ] [FORECASTER] Starting predict_future for MTX
[2026-02-11T20:27:19.273792] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2026-02-11T20:27:19.273844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:19.273876] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:19.273903] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:19.273959] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:19.331118] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:19.331798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:19.331880] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:19.331912] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:19.447886] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:19.448020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:19.448059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:19.448087] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:19.451452] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2026-02-11T20:27:19.451759] [INFO ] [FORECASTER] Completed predict_future for MTX
[2026-02-11T20:27:19.451887] [INFO ] [sig       ] MTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:19.592337] [INFO ] [LOCAL     ] Saved forecast: MTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MTX.txt
[2026-02-11T20:27:19.592474] [INFO ] [sig       ] [2055/3412] Completed MTX in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-11T20:27:19.592518] [INFO ] [sig       ] [2056/3412] Forecasting MTZ...
[2026-02-11T20:27:19.592548] [INFO ] [sig       ] Generating forecast for: MTZ
[2026-02-11T20:27:19.592603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2026-02-11T20:27:19.604078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2026-02-11T20:27:19.604364] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2026-02-11T20:27:19.605171] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2026-02-11T20:27:19.605223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:19.605255] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:19.605282] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:19.605340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:19.664235] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:19.665067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:19.665156] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:19.665188] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:19.796320] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:19.796497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:19.796546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:19.796607] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:19.800955] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=16.47%)
[2026-02-11T20:27:19.801351] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2026-02-11T20:27:19.801515] [INFO ] [sig       ] MTZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:19.981898] [INFO ] [LOCAL     ] Saved forecast: MTZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MTZ.txt
[2026-02-11T20:27:19.982113] [INFO ] [sig       ] [2056/3412] Completed MTZ in 0.4s | 2.80 sym/s | Total: 12.3m | ETA: 8.1m
[2026-02-11T20:27:19.982167] [INFO ] [sig       ] [2057/3412] Forecasting MUA...
[2026-02-11T20:27:19.982206] [INFO ] [sig       ] Generating forecast for: MUA
[2026-02-11T20:27:19.982252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2026-02-11T20:27:19.997015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2026-02-11T20:27:19.998909] [INFO ] [FORECASTER] Starting predict_future for MUA
[2026-02-11T20:27:19.999927] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2026-02-11T20:27:19.999984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:20.000017] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:20.000043] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:20.000100] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:20.073411] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:20.074792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:20.074936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:20.074995] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:20.254312] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:20.254517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:20.254563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:20.254618] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:20.259989] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=29.90%)
[2026-02-11T20:27:20.260496] [INFO ] [FORECASTER] Completed predict_future for MUA
[2026-02-11T20:27:20.260740] [INFO ] [sig       ] MUA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:20.498781] [INFO ] [LOCAL     ] Saved forecast: MUA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MUA.txt
[2026-02-11T20:27:20.499029] [INFO ] [sig       ] [2057/3412] Completed MUA in 0.5s | 2.80 sym/s | Total: 12.3m | ETA: 8.1m
[2026-02-11T20:27:20.499098] [INFO ] [sig       ] [2058/3412] Forecasting MUC...
[2026-02-11T20:27:20.499152] [INFO ] [sig       ] Generating forecast for: MUC
[2026-02-11T20:27:20.499205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2026-02-11T20:27:20.528385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2026-02-11T20:27:20.533998] [INFO ] [FORECASTER] Starting predict_future for MUC
[2026-02-11T20:27:20.535843] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2026-02-11T20:27:20.535933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:20.535986] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:20.536029] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:20.536121] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:20.624864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:20.626028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:20.626151] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:20.626191] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:20.794881] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:20.795087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:20.795158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:20.795210] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:20.800924] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: UP (p=54.05%)
[2026-02-11T20:27:20.801393] [INFO ] [FORECASTER] Completed predict_future for MUC
[2026-02-11T20:27:20.801629] [INFO ] [sig       ] MUC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:20.995291] [INFO ] [LOCAL     ] Saved forecast: MUC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MUC.txt
[2026-02-11T20:27:20.995479] [INFO ] [sig       ] [2058/3412] Completed MUC in 0.5s | 2.80 sym/s | Total: 12.3m | ETA: 8.1m
[2026-02-11T20:27:20.995523] [INFO ] [sig       ] [2059/3412] Forecasting MUFG...
[2026-02-11T20:27:20.995555] [INFO ] [sig       ] Generating forecast for: MUFG
[2026-02-11T20:27:20.995606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2026-02-11T20:27:21.010516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2026-02-11T20:27:21.011020] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2026-02-11T20:27:21.011993] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2026-02-11T20:27:21.012048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:21.012080] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:21.012109] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:21.012168] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:21.082289] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:21.083533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:21.083738] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:21.083794] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:21.218960] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:21.219123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:21.219167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:21.219198] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:21.223088] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=75.08%)
[2026-02-11T20:27:21.223388] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2026-02-11T20:27:21.223523] [INFO ] [sig       ] MUFG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:21.373003] [INFO ] [LOCAL     ] Saved forecast: MUFG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MUFG.txt
[2026-02-11T20:27:21.373167] [INFO ] [sig       ] [2059/3412] Completed MUFG in 0.4s | 2.80 sym/s | Total: 12.3m | ETA: 8.1m
[2026-02-11T20:27:21.373209] [INFO ] [sig       ] [2060/3412] Forecasting MUJ...
[2026-02-11T20:27:21.373240] [INFO ] [sig       ] Generating forecast for: MUJ
[2026-02-11T20:27:21.373270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2026-02-11T20:27:21.385258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2026-02-11T20:27:21.385562] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2026-02-11T20:27:21.386391] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2026-02-11T20:27:21.386443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:21.386476] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:21.386504] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:21.386562] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:21.447065] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:21.447997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:21.448083] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:21.448117] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:21.572426] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:21.572606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:21.572653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:21.572686] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:21.576255] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2026-02-11T20:27:21.576541] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2026-02-11T20:27:21.576698] [INFO ] [sig       ] MUJ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:21.723755] [INFO ] [LOCAL     ] Saved forecast: MUJ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MUJ.txt
[2026-02-11T20:27:21.723911] [INFO ] [sig       ] [2060/3412] Completed MUJ in 0.4s | 2.80 sym/s | Total: 12.3m | ETA: 8.1m
[2026-02-11T20:27:21.723952] [INFO ] [sig       ] [2061/3412] Forecasting MUSA...
[2026-02-11T20:27:21.723982] [INFO ] [sig       ] Generating forecast for: MUSA
[2026-02-11T20:27:21.724013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2026-02-11T20:27:21.735894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2026-02-11T20:27:21.736268] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2026-02-11T20:27:21.737154] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2026-02-11T20:27:21.737209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:21.737242] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:21.737270] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:21.737329] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:21.797295] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:21.798277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:21.798367] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:21.798402] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:21.922312] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:21.922447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:21.922487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:21.922515] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:21.926211] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=99.42%)
[2026-02-11T20:27:21.926486] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2026-02-11T20:27:21.926634] [INFO ] [sig       ] MUSA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:22.071393] [INFO ] [LOCAL     ] Saved forecast: MUSA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MUSA.txt
[2026-02-11T20:27:22.071508] [INFO ] [sig       ] [2061/3412] Completed MUSA in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.1m
[2026-02-11T20:27:22.071546] [INFO ] [sig       ] [2062/3412] Forecasting MUX...
[2026-02-11T20:27:22.071593] [INFO ] [sig       ] Generating forecast for: MUX
[2026-02-11T20:27:22.071625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2026-02-11T20:27:22.083183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2026-02-11T20:27:22.083458] [INFO ] [FORECASTER] Starting predict_future for MUX
[2026-02-11T20:27:22.084415] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2026-02-11T20:27:22.084467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:22.084499] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:22.084526] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:22.084610] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:22.143513] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:22.144177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:22.144275] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:22.144308] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:22.266586] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:22.266771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:22.266816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:22.266846] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:22.270363] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=25.51%)
[2026-02-11T20:27:22.270665] [INFO ] [FORECASTER] Completed predict_future for MUX
[2026-02-11T20:27:22.270798] [INFO ] [sig       ] MUX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:22.417673] [INFO ] [LOCAL     ] Saved forecast: MUX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MUX.txt
[2026-02-11T20:27:22.417821] [INFO ] [sig       ] [2062/3412] Completed MUX in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-11T20:27:22.417861] [INFO ] [sig       ] [2063/3412] Forecasting MVBF...
[2026-02-11T20:27:22.417890] [INFO ] [sig       ] Generating forecast for: MVBF
[2026-02-11T20:27:22.417922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2026-02-11T20:27:22.430511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2026-02-11T20:27:22.430893] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2026-02-11T20:27:22.431751] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2026-02-11T20:27:22.431805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:22.431838] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:22.431865] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:22.431922] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:22.493608] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:22.494618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:22.494734] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:22.494776] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:22.617233] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:22.617396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:22.617439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:22.617470] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:22.621111] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=70.04%)
[2026-02-11T20:27:22.621407] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2026-02-11T20:27:22.621542] [INFO ] [sig       ] MVBF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:22.770263] [INFO ] [LOCAL     ] Saved forecast: MVBF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MVBF.txt
[2026-02-11T20:27:22.770421] [INFO ] [sig       ] [2063/3412] Completed MVBF in 0.4s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-11T20:27:22.770474] [INFO ] [sig       ] [2064/3412] Forecasting MVF...
[2026-02-11T20:27:22.770506] [INFO ] [sig       ] Generating forecast for: MVF
[2026-02-11T20:27:22.770538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2026-02-11T20:27:22.782395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2026-02-11T20:27:22.782837] [INFO ] [FORECASTER] Starting predict_future for MVF
[2026-02-11T20:27:22.783686] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2026-02-11T20:27:22.783739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:22.783772] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:22.783799] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:22.783857] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:22.843487] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:22.844377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:22.844463] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:22.844496] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:22.968390] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:22.968558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:22.968625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:22.968661] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:22.972737] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2026-02-11T20:27:22.973210] [INFO ] [FORECASTER] Completed predict_future for MVF
[2026-02-11T20:27:22.973341] [INFO ] [sig       ] MVF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:23.119040] [INFO ] [LOCAL     ] Saved forecast: MVF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MVF.txt
[2026-02-11T20:27:23.119213] [INFO ] [sig       ] [2064/3412] Completed MVF in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-11T20:27:23.119253] [INFO ] [sig       ] [2065/3412] Forecasting MWA...
[2026-02-11T20:27:23.119283] [INFO ] [sig       ] Generating forecast for: MWA
[2026-02-11T20:27:23.119313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2026-02-11T20:27:23.131220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2026-02-11T20:27:23.131597] [INFO ] [FORECASTER] Starting predict_future for MWA
[2026-02-11T20:27:23.132409] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2026-02-11T20:27:23.132461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:23.132494] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:23.132521] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:23.132596] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:23.190511] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:23.191388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:23.191474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:23.191506] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:23.314225] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:23.314398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:23.314439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:23.314468] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:23.318230] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2026-02-11T20:27:23.318561] [INFO ] [FORECASTER] Completed predict_future for MWA
[2026-02-11T20:27:23.318724] [INFO ] [sig       ] MWA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:23.465469] [INFO ] [LOCAL     ] Saved forecast: MWA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MWA.txt
[2026-02-11T20:27:23.465690] [INFO ] [sig       ] [2065/3412] Completed MWA in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-11T20:27:23.465748] [INFO ] [sig       ] [2066/3412] Forecasting MX...
[2026-02-11T20:27:23.465782] [INFO ] [sig       ] Generating forecast for: MX
[2026-02-11T20:27:23.465814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2026-02-11T20:27:23.476967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2026-02-11T20:27:23.477241] [INFO ] [FORECASTER] Starting predict_future for MX
[2026-02-11T20:27:23.478096] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2026-02-11T20:27:23.478150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:23.478220] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:23.478250] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:23.478307] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:23.537188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:23.538138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:23.538223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:23.538256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:23.657362] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:23.657565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:23.657628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:23.657659] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:23.661284] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=56.88%)
[2026-02-11T20:27:23.661603] [INFO ] [FORECASTER] Completed predict_future for MX
[2026-02-11T20:27:23.661749] [INFO ] [sig       ] MX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:23.808489] [INFO ] [LOCAL     ] Saved forecast: MX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MX.txt
[2026-02-11T20:27:23.808674] [INFO ] [sig       ] [2066/3412] Completed MX in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-11T20:27:23.808719] [INFO ] [sig       ] [2067/3412] Forecasting MXF...
[2026-02-11T20:27:23.808749] [INFO ] [sig       ] Generating forecast for: MXF
[2026-02-11T20:27:23.808780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2026-02-11T20:27:23.822534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2026-02-11T20:27:23.823115] [INFO ] [FORECASTER] Starting predict_future for MXF
[2026-02-11T20:27:23.824159] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2026-02-11T20:27:23.824212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:23.824244] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:23.824269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:23.824326] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:23.884850] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:23.885799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:23.885894] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:23.885928] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:24.006007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:24.006172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:24.006215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:24.006246] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:24.010320] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2026-02-11T20:27:24.010654] [INFO ] [FORECASTER] Completed predict_future for MXF
[2026-02-11T20:27:24.010797] [INFO ] [sig       ] MXF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:24.158345] [INFO ] [LOCAL     ] Saved forecast: MXF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MXF.txt
[2026-02-11T20:27:24.158515] [INFO ] [sig       ] [2067/3412] Completed MXF in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-11T20:27:24.158557] [INFO ] [sig       ] [2068/3412] Forecasting MXL...
[2026-02-11T20:27:24.158611] [INFO ] [sig       ] Generating forecast for: MXL
[2026-02-11T20:27:24.158644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2026-02-11T20:27:24.171531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2026-02-11T20:27:24.172036] [INFO ] [FORECASTER] Starting predict_future for MXL
[2026-02-11T20:27:24.173189] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2026-02-11T20:27:24.173264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:24.173299] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:24.173326] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:24.173386] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:24.241705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:24.242819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:24.242915] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:24.242950] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:24.369093] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:24.369265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:24.369306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:24.369335] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:24.372969] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=70.25%)
[2026-02-11T20:27:24.373271] [INFO ] [FORECASTER] Completed predict_future for MXL
[2026-02-11T20:27:24.373413] [INFO ] [sig       ] MXL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:24.519407] [INFO ] [LOCAL     ] Saved forecast: MXL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MXL.txt
[2026-02-11T20:27:24.519564] [INFO ] [sig       ] [2068/3412] Completed MXL in 0.4s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-11T20:27:24.519623] [INFO ] [sig       ] [2069/3412] Forecasting MYE...
[2026-02-11T20:27:24.519654] [INFO ] [sig       ] Generating forecast for: MYE
[2026-02-11T20:27:24.519689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2026-02-11T20:27:24.533380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2026-02-11T20:27:24.533800] [INFO ] [FORECASTER] Starting predict_future for MYE
[2026-02-11T20:27:24.534655] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2026-02-11T20:27:24.534709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:24.534740] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:24.534767] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:24.534823] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:24.592529] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:24.593436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:24.593523] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:24.593556] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:24.717972] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:24.718138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:24.718179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:24.718207] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:24.721933] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: UP (p=51.63%)
[2026-02-11T20:27:24.722362] [INFO ] [FORECASTER] Completed predict_future for MYE
[2026-02-11T20:27:24.722546] [INFO ] [sig       ] MYE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:24.872771] [INFO ] [LOCAL     ] Saved forecast: MYE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MYE.txt
[2026-02-11T20:27:24.873128] [INFO ] [sig       ] [2069/3412] Completed MYE in 0.4s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-11T20:27:24.873176] [INFO ] [sig       ] [2070/3412] Forecasting MYGN...
[2026-02-11T20:27:24.873208] [INFO ] [sig       ] Generating forecast for: MYGN
[2026-02-11T20:27:24.873239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2026-02-11T20:27:24.886045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2026-02-11T20:27:24.886425] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2026-02-11T20:27:24.887472] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2026-02-11T20:27:24.887553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:24.887605] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:24.887638] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:24.887708] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:24.947931] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:24.948997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:24.949092] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:24.949126] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:25.089851] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:25.090015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:25.090058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:25.090086] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:25.094014] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: DOWN (p=14.36%)
[2026-02-11T20:27:25.094540] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2026-02-11T20:27:25.094710] [INFO ] [sig       ] MYGN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:25.241032] [INFO ] [LOCAL     ] Saved forecast: MYGN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MYGN.txt
[2026-02-11T20:27:25.241201] [INFO ] [sig       ] [2070/3412] Completed MYGN in 0.4s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-11T20:27:25.241242] [INFO ] [sig       ] [2071/3412] Forecasting MYI...
[2026-02-11T20:27:25.241272] [INFO ] [sig       ] Generating forecast for: MYI
[2026-02-11T20:27:25.241305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2026-02-11T20:27:25.252896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2026-02-11T20:27:25.253263] [INFO ] [FORECASTER] Starting predict_future for MYI
[2026-02-11T20:27:25.254094] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2026-02-11T20:27:25.254146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:25.254178] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:25.254205] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:25.254262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:25.312646] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:25.313608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:25.313699] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:25.313733] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:25.435564] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:25.435744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:25.435787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:25.435816] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:25.439452] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2026-02-11T20:27:25.439792] [INFO ] [FORECASTER] Completed predict_future for MYI
[2026-02-11T20:27:25.439959] [INFO ] [sig       ] MYI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:25.586172] [INFO ] [LOCAL     ] Saved forecast: MYI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MYI.txt
[2026-02-11T20:27:25.586326] [INFO ] [sig       ] [2071/3412] Completed MYI in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-11T20:27:25.586365] [INFO ] [sig       ] [2072/3412] Forecasting MYN...
[2026-02-11T20:27:25.586395] [INFO ] [sig       ] Generating forecast for: MYN
[2026-02-11T20:27:25.586426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2026-02-11T20:27:25.598961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2026-02-11T20:27:25.599421] [INFO ] [FORECASTER] Starting predict_future for MYN
[2026-02-11T20:27:25.600338] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2026-02-11T20:27:25.600392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:25.600427] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:25.600466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:25.600529] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:25.660227] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:25.661352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:25.661441] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:25.661476] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:25.787084] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:25.787252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:25.787295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:25.787324] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:25.791165] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2026-02-11T20:27:25.791530] [INFO ] [FORECASTER] Completed predict_future for MYN
[2026-02-11T20:27:25.791702] [INFO ] [sig       ] MYN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:25.942827] [INFO ] [LOCAL     ] Saved forecast: MYN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/MYN.txt
[2026-02-11T20:27:25.943136] [INFO ] [sig       ] [2072/3412] Completed MYN in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 8.0m
[2026-02-11T20:27:25.943177] [INFO ] [sig       ] [2073/3412] Forecasting MYRG...
[2026-02-11T20:27:25.943207] [INFO ] [sig       ] Generating forecast for: MYRG
[2026-02-11T20:27:25.943237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2026-02-11T20:27:25.955612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2026-02-11T20:27:25.955998] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2026-02-11T20:27:25.956858] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2026-02-11T20:27:25.956910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:25.956943] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:25.956970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:25.957026] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:26.014816] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:26.015805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:26.015903] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:26.015937] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:26.136927] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:26.137099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:26.137141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:26.137187] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:26.140708] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2026-02-11T20:27:26.141011] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2026-02-11T20:27:26.141140] [INFO ] [sig       ] MYRG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:26.281399] [INFO ] [LOCAL     ] Saved forecast: MYRG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/MYRG.txt
[2026-02-11T20:27:26.281596] [INFO ] [sig       ] [2073/3412] Completed MYRG in 0.3s | 2.80 sym/s | Total: 12.4m | ETA: 8.0m
[2026-02-11T20:27:26.281649] [INFO ] [sig       ] [2074/3412] Forecasting NA...
[2026-02-11T20:27:26.281680] [INFO ] [sig       ] Generating forecast for: NA
[2026-02-11T20:27:26.281711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2026-02-11T20:27:26.293171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2026-02-11T20:27:26.293495] [INFO ] [FORECASTER] Starting predict_future for NA
[2026-02-11T20:27:26.294331] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2026-02-11T20:27:26.294384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:26.294417] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:26.294444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:26.294502] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:26.353052] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:26.353907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:26.353995] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:26.354029] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:26.474433] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:26.474615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:26.474661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:26.474691] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:26.478239] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: DOWN (p=7.10%)
[2026-02-11T20:27:26.478534] [INFO ] [FORECASTER] Completed predict_future for NA
[2026-02-11T20:27:26.478695] [INFO ] [sig       ] NA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:26.621703] [INFO ] [LOCAL     ] Saved forecast: NA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NA.txt
[2026-02-11T20:27:26.621881] [INFO ] [sig       ] [2074/3412] Completed NA in 0.3s | 2.80 sym/s | Total: 12.4m | ETA: 8.0m
[2026-02-11T20:27:26.621923] [INFO ] [sig       ] [2075/3412] Forecasting NAAS...
[2026-02-11T20:27:26.621952] [INFO ] [sig       ] Generating forecast for: NAAS
[2026-02-11T20:27:26.621983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2026-02-11T20:27:26.634038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2026-02-11T20:27:26.634439] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2026-02-11T20:27:26.635318] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2026-02-11T20:27:26.635371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:26.635402] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:26.635428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:26.635485] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:26.692665] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:26.693523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:26.693628] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:26.693680] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:26.811465] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:26.811647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:26.811688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:26.811716] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:26.815295] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=52.89%)
[2026-02-11T20:27:26.815570] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2026-02-11T20:27:26.815722] [INFO ] [sig       ] NAAS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:26.957434] [INFO ] [LOCAL     ] Saved forecast: NAAS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NAAS.txt
[2026-02-11T20:27:26.957649] [INFO ] [sig       ] [2075/3412] Completed NAAS in 0.3s | 2.80 sym/s | Total: 12.4m | ETA: 8.0m
[2026-02-11T20:27:26.957693] [INFO ] [sig       ] [2076/3412] Forecasting NABL...
[2026-02-11T20:27:26.957724] [INFO ] [sig       ] Generating forecast for: NABL
[2026-02-11T20:27:26.957764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2026-02-11T20:27:26.969180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2026-02-11T20:27:26.969603] [INFO ] [FORECASTER] Starting predict_future for NABL
[2026-02-11T20:27:26.970417] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2026-02-11T20:27:26.970469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:26.970500] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:26.970528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:26.970605] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:27.030942] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:27.031857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:27.031993] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:27.032029] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:27.152634] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:27.152789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:27.152830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:27.152860] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:27.156270] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=65.49%)
[2026-02-11T20:27:27.156551] [INFO ] [FORECASTER] Completed predict_future for NABL
[2026-02-11T20:27:27.156703] [INFO ] [sig       ] NABL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:27.296412] [INFO ] [LOCAL     ] Saved forecast: NABL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NABL.txt
[2026-02-11T20:27:27.296561] [INFO ] [sig       ] [2076/3412] Completed NABL in 0.3s | 2.80 sym/s | Total: 12.4m | ETA: 8.0m
[2026-02-11T20:27:27.296618] [INFO ] [sig       ] [2077/3412] Forecasting NAC...
[2026-02-11T20:27:27.296649] [INFO ] [sig       ] Generating forecast for: NAC
[2026-02-11T20:27:27.296682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2026-02-11T20:27:27.308257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2026-02-11T20:27:27.308521] [INFO ] [FORECASTER] Starting predict_future for NAC
[2026-02-11T20:27:27.309356] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2026-02-11T20:27:27.309408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:27.309439] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:27.309477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:27.309536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:27.366856] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:27.367758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:27.367844] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:27.367877] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:27.489523] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:27.489703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:27.489747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:27.489777] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:27.493415] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2026-02-11T20:27:27.493740] [INFO ] [FORECASTER] Completed predict_future for NAC
[2026-02-11T20:27:27.493880] [INFO ] [sig       ] NAC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:27.637597] [INFO ] [LOCAL     ] Saved forecast: NAC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NAC.txt
[2026-02-11T20:27:27.637764] [INFO ] [sig       ] [2077/3412] Completed NAC in 0.3s | 2.80 sym/s | Total: 12.4m | ETA: 8.0m
[2026-02-11T20:27:27.637805] [INFO ] [sig       ] [2078/3412] Forecasting NAD...
[2026-02-11T20:27:27.637833] [INFO ] [sig       ] Generating forecast for: NAD
[2026-02-11T20:27:27.637865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2026-02-11T20:27:27.651739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2026-02-11T20:27:27.652094] [INFO ] [FORECASTER] Starting predict_future for NAD
[2026-02-11T20:27:27.652957] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2026-02-11T20:27:27.653010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:27.653042] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:27.653069] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:27.653126] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:27.717565] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:27.718723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:27.718814] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:27.718848] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:27.849182] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:27.849345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:27.849388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:27.849417] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:27.853279] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=44.37%)
[2026-02-11T20:27:27.853637] [INFO ] [FORECASTER] Completed predict_future for NAD
[2026-02-11T20:27:27.853785] [INFO ] [sig       ] NAD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:28.002280] [INFO ] [LOCAL     ] Saved forecast: NAD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NAD.txt
[2026-02-11T20:27:28.002445] [INFO ] [sig       ] [2078/3412] Completed NAD in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 8.0m
[2026-02-11T20:27:28.002488] [INFO ] [sig       ] [2079/3412] Forecasting NATH...
[2026-02-11T20:27:28.002520] [INFO ] [sig       ] Generating forecast for: NATH
[2026-02-11T20:27:28.002553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2026-02-11T20:27:28.015448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2026-02-11T20:27:28.015875] [INFO ] [FORECASTER] Starting predict_future for NATH
[2026-02-11T20:27:28.016866] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2026-02-11T20:27:28.016921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:28.016956] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:28.016984] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:28.017043] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:28.077997] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:28.078993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:28.079085] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:28.079119] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:28.210282] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:28.210469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:28.210517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:28.210547] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:28.214534] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: UP (p=50.56%)
[2026-02-11T20:27:28.214906] [INFO ] [FORECASTER] Completed predict_future for NATH
[2026-02-11T20:27:28.215068] [INFO ] [sig       ] NATH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:28.380312] [INFO ] [LOCAL     ] Saved forecast: NATH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NATH.txt
[2026-02-11T20:27:28.380499] [INFO ] [sig       ] [2079/3412] Completed NATH in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-11T20:27:28.380542] [INFO ] [sig       ] [2080/3412] Forecasting NATL...
[2026-02-11T20:27:28.380594] [INFO ] [sig       ] Generating forecast for: NATL
[2026-02-11T20:27:28.380632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2026-02-11T20:27:28.392641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2026-02-11T20:27:28.393076] [INFO ] [FORECASTER] Starting predict_future for NATL
[2026-02-11T20:27:28.393998] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2026-02-11T20:27:28.394051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:28.394084] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:28.394112] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:28.394170] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:28.456423] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:28.457415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:28.457549] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:28.457609] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:28.584910] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:28.585071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:28.585115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:28.585146] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:28.588869] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=25.41%)
[2026-02-11T20:27:28.589183] [INFO ] [FORECASTER] Completed predict_future for NATL
[2026-02-11T20:27:28.589323] [INFO ] [sig       ] NATL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:28.739365] [INFO ] [LOCAL     ] Saved forecast: NATL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NATL.txt
[2026-02-11T20:27:28.739513] [INFO ] [sig       ] [2080/3412] Completed NATL in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-11T20:27:28.739553] [INFO ] [sig       ] [2081/3412] Forecasting NAVI...
[2026-02-11T20:27:28.739603] [INFO ] [sig       ] Generating forecast for: NAVI
[2026-02-11T20:27:28.739643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2026-02-11T20:27:28.752216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2026-02-11T20:27:28.752589] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2026-02-11T20:27:28.753427] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2026-02-11T20:27:28.753481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:28.753513] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:28.753542] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:28.753629] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:28.815050] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:28.816013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:28.816163] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:28.816199] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:28.944978] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:28.945139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:28.945180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:28.945208] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:28.949204] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=24.07%)
[2026-02-11T20:27:28.949511] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2026-02-11T20:27:28.949670] [INFO ] [sig       ] NAVI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:29.103323] [INFO ] [LOCAL     ] Saved forecast: NAVI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NAVI.txt
[2026-02-11T20:27:29.103489] [INFO ] [sig       ] [2081/3412] Completed NAVI in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-11T20:27:29.103530] [INFO ] [sig       ] [2082/3412] Forecasting NAZ...
[2026-02-11T20:27:29.103564] [INFO ] [sig       ] Generating forecast for: NAZ
[2026-02-11T20:27:29.103619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2026-02-11T20:27:29.116062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2026-02-11T20:27:29.116451] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2026-02-11T20:27:29.117328] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2026-02-11T20:27:29.117383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:29.117416] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:29.117444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:29.117527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:29.177036] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:29.177974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:29.178065] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:29.178098] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:29.287247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:29.287410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:29.287452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:29.287500] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:29.291278] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=36.97%)
[2026-02-11T20:27:29.291625] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2026-02-11T20:27:29.291780] [INFO ] [sig       ] NAZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:29.441188] [INFO ] [LOCAL     ] Saved forecast: NAZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NAZ.txt
[2026-02-11T20:27:29.441353] [INFO ] [sig       ] [2082/3412] Completed NAZ in 0.3s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-11T20:27:29.441396] [INFO ] [sig       ] [2083/3412] Forecasting NB...
[2026-02-11T20:27:29.441428] [INFO ] [sig       ] Generating forecast for: NB
[2026-02-11T20:27:29.441459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2026-02-11T20:27:29.453762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2026-02-11T20:27:29.454199] [INFO ] [FORECASTER] Starting predict_future for NB
[2026-02-11T20:27:29.455071] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2026-02-11T20:27:29.455138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:29.455221] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:29.455259] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:29.455323] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:29.516789] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:29.517732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:29.517825] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:29.517860] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:29.642357] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:29.642519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:29.642562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:29.642613] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:29.646779] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=65.16%)
[2026-02-11T20:27:29.647112] [INFO ] [FORECASTER] Completed predict_future for NB
[2026-02-11T20:27:29.647263] [INFO ] [sig       ] NB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:29.806004] [INFO ] [LOCAL     ] Saved forecast: NB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NB.txt
[2026-02-11T20:27:29.806176] [INFO ] [sig       ] [2083/3412] Completed NB in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-11T20:27:29.806220] [INFO ] [sig       ] [2084/3412] Forecasting NBB...
[2026-02-11T20:27:29.806251] [INFO ] [sig       ] Generating forecast for: NBB
[2026-02-11T20:27:29.806281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2026-02-11T20:27:29.818746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2026-02-11T20:27:29.819180] [INFO ] [FORECASTER] Starting predict_future for NBB
[2026-02-11T20:27:29.820093] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2026-02-11T20:27:29.820149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:29.820181] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:29.820208] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:29.820267] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:29.879975] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:29.880915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:29.881009] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:29.881043] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:30.005188] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:30.005356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:30.005399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:30.005427] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:30.009147] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2026-02-11T20:27:30.009454] [INFO ] [FORECASTER] Completed predict_future for NBB
[2026-02-11T20:27:30.009611] [INFO ] [sig       ] NBB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:30.157682] [INFO ] [LOCAL     ] Saved forecast: NBB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NBB.txt
[2026-02-11T20:27:30.157846] [INFO ] [sig       ] [2084/3412] Completed NBB in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-11T20:27:30.157906] [INFO ] [sig       ] [2085/3412] Forecasting NBBK...
[2026-02-11T20:27:30.157939] [INFO ] [sig       ] Generating forecast for: NBBK
[2026-02-11T20:27:30.157968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2026-02-11T20:27:30.169642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2026-02-11T20:27:30.170031] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2026-02-11T20:27:30.170881] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2026-02-11T20:27:30.170936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:30.170968] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:30.170994] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:30.171051] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:30.249060] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:30.250103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:30.250387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:30.250429] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:30.415837] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:30.416015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:30.416070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:30.416106] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:30.420821] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: UP (p=70.36%)
[2026-02-11T20:27:30.421204] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2026-02-11T20:27:30.421387] [INFO ] [sig       ] NBBK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:30.588479] [INFO ] [LOCAL     ] Saved forecast: NBBK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NBBK.txt
[2026-02-11T20:27:30.588655] [INFO ] [sig       ] [2085/3412] Completed NBBK in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-11T20:27:30.588701] [INFO ] [sig       ] [2086/3412] Forecasting NBHC...
[2026-02-11T20:27:30.588733] [INFO ] [sig       ] Generating forecast for: NBHC
[2026-02-11T20:27:30.588767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2026-02-11T20:27:30.602342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2026-02-11T20:27:30.602838] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2026-02-11T20:27:30.604390] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2026-02-11T20:27:30.604456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:30.604506] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:30.604549] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:30.604660] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:30.685022] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:30.686159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:30.686273] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:30.686321] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:30.829624] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:30.829799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:30.829843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:30.829906] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:30.833875] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2026-02-11T20:27:30.834174] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2026-02-11T20:27:30.834338] [INFO ] [sig       ] NBHC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:30.978246] [INFO ] [LOCAL     ] Saved forecast: NBHC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NBHC.txt
[2026-02-11T20:27:30.978411] [INFO ] [sig       ] [2086/3412] Completed NBHC in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-11T20:27:30.978451] [INFO ] [sig       ] [2087/3412] Forecasting NBIX...
[2026-02-11T20:27:30.978481] [INFO ] [sig       ] Generating forecast for: NBIX
[2026-02-11T20:27:30.978511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2026-02-11T20:27:30.990107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2026-02-11T20:27:30.990497] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2026-02-11T20:27:30.991371] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2026-02-11T20:27:30.991425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:30.991458] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:30.991484] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:30.991541] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:31.049601] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:31.050474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:31.050563] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:31.050616] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:31.172941] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:31.173104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:31.173144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:31.173173] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:31.176644] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: UP (p=93.36%)
[2026-02-11T20:27:31.176930] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2026-02-11T20:27:31.177062] [INFO ] [sig       ] NBIX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:31.318770] [INFO ] [LOCAL     ] Saved forecast: NBIX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NBIX.txt
[2026-02-11T20:27:31.318926] [INFO ] [sig       ] [2087/3412] Completed NBIX in 0.3s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-11T20:27:31.318968] [INFO ] [sig       ] [2088/3412] Forecasting NBN...
[2026-02-11T20:27:31.318998] [INFO ] [sig       ] Generating forecast for: NBN
[2026-02-11T20:27:31.319029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2026-02-11T20:27:31.330113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2026-02-11T20:27:31.330473] [INFO ] [FORECASTER] Starting predict_future for NBN
[2026-02-11T20:27:31.331317] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2026-02-11T20:27:31.331371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:31.331403] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:31.331430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:31.331488] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:31.390108] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:31.391070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:31.391164] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:31.391204] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:31.518627] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:31.518786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:31.518829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:31.518860] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:31.522454] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: DOWN (p=18.79%)
[2026-02-11T20:27:31.522760] [INFO ] [FORECASTER] Completed predict_future for NBN
[2026-02-11T20:27:31.522921] [INFO ] [sig       ] NBN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:31.667031] [INFO ] [LOCAL     ] Saved forecast: NBN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NBN.txt
[2026-02-11T20:27:31.667161] [INFO ] [sig       ] [2088/3412] Completed NBN in 0.3s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-11T20:27:31.667200] [INFO ] [sig       ] [2089/3412] Forecasting NBTB...
[2026-02-11T20:27:31.667229] [INFO ] [sig       ] Generating forecast for: NBTB
[2026-02-11T20:27:31.667260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2026-02-11T20:27:31.679000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2026-02-11T20:27:31.679301] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2026-02-11T20:27:31.680201] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2026-02-11T20:27:31.680256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:31.680289] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:31.680316] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:31.680374] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:31.742026] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:31.742826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:31.742919] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:31.742953] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:31.870646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:31.870809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:31.870858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:31.870895] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:31.874416] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=29.99%)
[2026-02-11T20:27:31.874773] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2026-02-11T20:27:31.874943] [INFO ] [sig       ] NBTB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:32.016323] [INFO ] [LOCAL     ] Saved forecast: NBTB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NBTB.txt
[2026-02-11T20:27:32.016498] [INFO ] [sig       ] [2089/3412] Completed NBTB in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.9m
[2026-02-11T20:27:32.016541] [INFO ] [sig       ] [2090/3412] Forecasting NBXG...
[2026-02-11T20:27:32.016590] [INFO ] [sig       ] Generating forecast for: NBXG
[2026-02-11T20:27:32.016626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2026-02-11T20:27:32.028732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2026-02-11T20:27:32.029130] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2026-02-11T20:27:32.030023] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2026-02-11T20:27:32.030090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:32.030125] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:32.030153] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:32.030212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:32.089383] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:32.090255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:32.090341] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:32.090390] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:32.217557] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:32.217787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:32.217842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:32.217881] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:32.221664] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2026-02-11T20:27:32.221966] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2026-02-11T20:27:32.222102] [INFO ] [sig       ] NBXG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:32.364986] [INFO ] [LOCAL     ] Saved forecast: NBXG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NBXG.txt
[2026-02-11T20:27:32.365125] [INFO ] [sig       ] [2090/3412] Completed NBXG in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.9m
[2026-02-11T20:27:32.365165] [INFO ] [sig       ] [2091/3412] Forecasting NC...
[2026-02-11T20:27:32.365194] [INFO ] [sig       ] Generating forecast for: NC
[2026-02-11T20:27:32.365225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2026-02-11T20:27:32.376846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2026-02-11T20:27:32.377198] [INFO ] [FORECASTER] Starting predict_future for NC
[2026-02-11T20:27:32.378330] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2026-02-11T20:27:32.378385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:32.378418] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:32.378446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:32.378506] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:32.437155] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:32.438098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:32.438188] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:32.438222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:32.544011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:32.544191] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-11T20:27:32.544243] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:32.544303] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:32.547984] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2026-02-11T20:27:32.548304] [INFO ] [FORECASTER] Completed predict_future for NC
[2026-02-11T20:27:32.548442] [INFO ] [sig       ] NC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:32.693921] [INFO ] [LOCAL     ] Saved forecast: NC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NC.txt
[2026-02-11T20:27:32.694084] [INFO ] [sig       ] [2091/3412] Completed NC in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.9m
[2026-02-11T20:27:32.694122] [INFO ] [sig       ] [2092/3412] Forecasting NCA...
[2026-02-11T20:27:32.694152] [INFO ] [sig       ] Generating forecast for: NCA
[2026-02-11T20:27:32.694182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2026-02-11T20:27:32.705886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2026-02-11T20:27:32.706262] [INFO ] [FORECASTER] Starting predict_future for NCA
[2026-02-11T20:27:32.707168] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2026-02-11T20:27:32.707222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:32.707255] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:32.707283] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:32.707341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:32.768933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:32.769842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:32.769932] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:32.769967] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:32.910448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:32.910662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:32.910713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:32.910743] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:32.914679] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2026-02-11T20:27:32.914972] [INFO ] [FORECASTER] Completed predict_future for NCA
[2026-02-11T20:27:32.915111] [INFO ] [sig       ] NCA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:33.069061] [INFO ] [LOCAL     ] Saved forecast: NCA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NCA.txt
[2026-02-11T20:27:33.069211] [INFO ] [sig       ] [2092/3412] Completed NCA in 0.4s | 2.80 sym/s | Total: 12.5m | ETA: 7.9m
[2026-02-11T20:27:33.069251] [INFO ] [sig       ] [2093/3412] Forecasting NCLH...
[2026-02-11T20:27:33.069282] [INFO ] [sig       ] Generating forecast for: NCLH
[2026-02-11T20:27:33.069312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2026-02-11T20:27:33.081017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2026-02-11T20:27:33.081362] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2026-02-11T20:27:33.082171] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2026-02-11T20:27:33.082224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:33.082255] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:33.082283] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:33.082340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:33.139330] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:33.140194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:33.140317] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:33.140352] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:33.262871] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:33.263032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:33.263075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:33.263103] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:33.266552] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: DOWN (p=36.63%)
[2026-02-11T20:27:33.266857] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2026-02-11T20:27:33.267011] [INFO ] [sig       ] NCLH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:33.413333] [INFO ] [LOCAL     ] Saved forecast: NCLH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NCLH.txt
[2026-02-11T20:27:33.413496] [INFO ] [sig       ] [2093/3412] Completed NCLH in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.9m
[2026-02-11T20:27:33.413543] [INFO ] [sig       ] [2094/3412] Forecasting NCMI...
[2026-02-11T20:27:33.413609] [INFO ] [sig       ] Generating forecast for: NCMI
[2026-02-11T20:27:33.413643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2026-02-11T20:27:33.424933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2026-02-11T20:27:33.425239] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2026-02-11T20:27:33.426090] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2026-02-11T20:27:33.426144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:33.426178] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:33.426205] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:33.426264] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:33.484936] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:33.485613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:33.485695] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:33.485728] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:33.608799] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:33.608956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:33.608998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:33.609027] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:33.612415] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=60.11%)
[2026-02-11T20:27:33.612715] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2026-02-11T20:27:33.612845] [INFO ] [sig       ] NCMI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:33.761005] [INFO ] [LOCAL     ] Saved forecast: NCMI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NCMI.txt
[2026-02-11T20:27:33.761158] [INFO ] [sig       ] [2094/3412] Completed NCMI in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.9m
[2026-02-11T20:27:33.761199] [INFO ] [sig       ] [2095/3412] Forecasting NCNA...
[2026-02-11T20:27:33.761227] [INFO ] [sig       ] Generating forecast for: NCNA
[2026-02-11T20:27:33.761257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2026-02-11T20:27:33.771952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2026-02-11T20:27:33.772264] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2026-02-11T20:27:33.773274] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2026-02-11T20:27:33.773327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:33.773359] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:33.773386] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:33.773442] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:33.832772] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:33.833602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:33.833689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:33.833721] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:33.951063] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:33.951239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:33.951283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:33.951313] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:33.955006] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=11.14%)
[2026-02-11T20:27:33.955297] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2026-02-11T20:27:33.955449] [INFO ] [sig       ] NCNA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:34.174815] [INFO ] [LOCAL     ] Saved forecast: NCNA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NCNA.txt
[2026-02-11T20:27:34.175039] [INFO ] [sig       ] [2095/3412] Completed NCNA in 0.4s | 2.80 sym/s | Total: 12.5m | ETA: 7.9m
[2026-02-11T20:27:34.175095] [INFO ] [sig       ] [2096/3412] Forecasting NCNO...
[2026-02-11T20:27:34.175135] [INFO ] [sig       ] Generating forecast for: NCNO
[2026-02-11T20:27:34.175174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2026-02-11T20:27:34.188143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2026-02-11T20:27:34.188544] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2026-02-11T20:27:34.189449] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2026-02-11T20:27:34.189504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:34.189538] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:34.189567] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:34.189655] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:34.250130] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:34.251085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:34.251178] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:34.251213] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:34.379945] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:34.380138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:34.380188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:34.380221] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:34.383959] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: DOWN (p=49.78%)
[2026-02-11T20:27:34.384266] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2026-02-11T20:27:34.384425] [INFO ] [sig       ] NCNO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:34.527765] [INFO ] [LOCAL     ] Saved forecast: NCNO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NCNO.txt
[2026-02-11T20:27:34.527950] [INFO ] [sig       ] [2096/3412] Completed NCNO in 0.4s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-11T20:27:34.527991] [INFO ] [sig       ] [2097/3412] Forecasting NCTY...
[2026-02-11T20:27:34.528022] [INFO ] [sig       ] Generating forecast for: NCTY
[2026-02-11T20:27:34.528052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2026-02-11T20:27:34.539808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2026-02-11T20:27:34.540150] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2026-02-11T20:27:34.541054] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2026-02-11T20:27:34.541108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:34.541141] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:34.541168] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:34.541227] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:34.600323] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:34.601213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:34.601310] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:34.601346] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:34.722065] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:34.722231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:34.722291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:34.722324] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:34.725877] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2026-02-11T20:27:34.726178] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2026-02-11T20:27:34.726317] [INFO ] [sig       ] NCTY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:34.873269] [INFO ] [LOCAL     ] Saved forecast: NCTY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NCTY.txt
[2026-02-11T20:27:34.873426] [INFO ] [sig       ] [2097/3412] Completed NCTY in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-11T20:27:34.873466] [INFO ] [sig       ] [2098/3412] Forecasting NCZ...
[2026-02-11T20:27:34.873497] [INFO ] [sig       ] Generating forecast for: NCZ
[2026-02-11T20:27:34.873528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2026-02-11T20:27:34.884890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2026-02-11T20:27:34.885200] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2026-02-11T20:27:34.886014] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2026-02-11T20:27:34.886067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:34.886099] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:34.886127] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:34.886184] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:34.947764] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:34.948674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:34.948764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:34.948800] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:35.072387] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:35.072551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:35.072616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:35.072647] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:35.076169] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2026-02-11T20:27:35.076472] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2026-02-11T20:27:35.076634] [INFO ] [sig       ] NCZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:35.225424] [INFO ] [LOCAL     ] Saved forecast: NCZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NCZ.txt
[2026-02-11T20:27:35.225611] [INFO ] [sig       ] [2098/3412] Completed NCZ in 0.4s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-11T20:27:35.225655] [INFO ] [sig       ] [2099/3412] Forecasting NDAQ...
[2026-02-11T20:27:35.225685] [INFO ] [sig       ] Generating forecast for: NDAQ
[2026-02-11T20:27:35.225715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2026-02-11T20:27:35.238058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2026-02-11T20:27:35.238406] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2026-02-11T20:27:35.239267] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2026-02-11T20:27:35.239319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:35.239350] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:35.239376] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:35.239432] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:35.299022] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:35.299988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:35.300073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:35.300106] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:35.433894] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:35.434057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:35.434101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:35.434131] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:35.437725] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=80.23%)
[2026-02-11T20:27:35.438043] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2026-02-11T20:27:35.438186] [INFO ] [sig       ] NDAQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:35.580431] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NDAQ.txt
[2026-02-11T20:27:35.580590] [INFO ] [sig       ] [2099/3412] Completed NDAQ in 0.4s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-11T20:27:35.580635] [INFO ] [sig       ] [2100/3412] Forecasting NDMO...
[2026-02-11T20:27:35.580667] [INFO ] [sig       ] Generating forecast for: NDMO
[2026-02-11T20:27:35.580701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2026-02-11T20:27:35.592294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2026-02-11T20:27:35.592625] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2026-02-11T20:27:35.593433] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2026-02-11T20:27:35.593488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:35.593565] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:35.593615] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:35.593676] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:35.654453] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:35.655232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:35.655318] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:35.655352] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:35.779517] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:35.779692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:35.779737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:35.779767] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:35.783761] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=88.01%)
[2026-02-11T20:27:35.784042] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2026-02-11T20:27:35.784202] [INFO ] [sig       ] NDMO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:35.937841] [INFO ] [LOCAL     ] Saved forecast: NDMO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NDMO.txt
[2026-02-11T20:27:35.938013] [INFO ] [sig       ] [2100/3412] Completed NDMO in 0.4s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-11T20:27:35.938056] [INFO ] [sig       ] [2101/3412] Forecasting NDRA...
[2026-02-11T20:27:35.938086] [INFO ] [sig       ] Generating forecast for: NDRA
[2026-02-11T20:27:35.938117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2026-02-11T20:27:35.949649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2026-02-11T20:27:35.950022] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2026-02-11T20:27:35.950902] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2026-02-11T20:27:35.950967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:35.951018] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:35.951051] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:35.951118] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:36.011287] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:36.012232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:36.012328] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:36.012364] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:36.130874] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:36.131042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:36.131085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:36.131114] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:36.134627] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=26.69%)
[2026-02-11T20:27:36.134914] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2026-02-11T20:27:36.135049] [INFO ] [sig       ] NDRA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:36.282679] [INFO ] [LOCAL     ] Saved forecast: NDRA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NDRA.txt
[2026-02-11T20:27:36.282839] [INFO ] [sig       ] [2101/3412] Completed NDRA in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-11T20:27:36.282879] [INFO ] [sig       ] [2102/3412] Forecasting NDSN...
[2026-02-11T20:27:36.282910] [INFO ] [sig       ] Generating forecast for: NDSN
[2026-02-11T20:27:36.282940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2026-02-11T20:27:36.295539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2026-02-11T20:27:36.295937] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2026-02-11T20:27:36.296842] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2026-02-11T20:27:36.296896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:36.296935] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:36.296983] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:36.297060] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:36.357524] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:36.358304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:36.358388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:36.358420] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:36.481738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:36.481899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:36.481942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:36.481970] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:36.485473] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2026-02-11T20:27:36.485792] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2026-02-11T20:27:36.485930] [INFO ] [sig       ] NDSN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:36.629601] [INFO ] [LOCAL     ] Saved forecast: NDSN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NDSN.txt
[2026-02-11T20:27:36.629784] [INFO ] [sig       ] [2102/3412] Completed NDSN in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-11T20:27:36.629826] [INFO ] [sig       ] [2103/3412] Forecasting NE...
[2026-02-11T20:27:36.629856] [INFO ] [sig       ] Generating forecast for: NE
[2026-02-11T20:27:36.629887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2026-02-11T20:27:36.641979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2026-02-11T20:27:36.642337] [INFO ] [FORECASTER] Starting predict_future for NE
[2026-02-11T20:27:36.643163] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2026-02-11T20:27:36.643216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:36.643248] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:36.643275] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:36.643333] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:36.700928] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:36.701949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:36.702037] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:36.702071] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:36.827516] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:36.827695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:36.827738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:36.827799] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:36.831770] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2026-02-11T20:27:36.832054] [INFO ] [FORECASTER] Completed predict_future for NE
[2026-02-11T20:27:36.832188] [INFO ] [sig       ] NE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:36.974805] [INFO ] [LOCAL     ] Saved forecast: NE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NE.txt
[2026-02-11T20:27:36.974965] [INFO ] [sig       ] [2103/3412] Completed NE in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-11T20:27:36.975005] [INFO ] [sig       ] [2104/3412] Forecasting NEA...
[2026-02-11T20:27:36.975035] [INFO ] [sig       ] Generating forecast for: NEA
[2026-02-11T20:27:36.975066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2026-02-11T20:27:36.987115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2026-02-11T20:27:36.987453] [INFO ] [FORECASTER] Starting predict_future for NEA
[2026-02-11T20:27:36.988357] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2026-02-11T20:27:36.988418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:36.988452] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:36.988479] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:36.988536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:37.050760] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:37.051686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:37.051775] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:37.051810] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:37.183327] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:37.183489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:37.183530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:37.183559] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:37.187077] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: UP (p=50.80%)
[2026-02-11T20:27:37.187356] [INFO ] [FORECASTER] Completed predict_future for NEA
[2026-02-11T20:27:37.187518] [INFO ] [sig       ] NEA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:37.335802] [INFO ] [LOCAL     ] Saved forecast: NEA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NEA.txt
[2026-02-11T20:27:37.336033] [INFO ] [sig       ] [2104/3412] Completed NEA in 0.4s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-11T20:27:37.336086] [INFO ] [sig       ] [2105/3412] Forecasting NECB...
[2026-02-11T20:27:37.336132] [INFO ] [sig       ] Generating forecast for: NECB
[2026-02-11T20:27:37.336166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2026-02-11T20:27:37.350734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2026-02-11T20:27:37.351113] [INFO ] [FORECASTER] Starting predict_future for NECB
[2026-02-11T20:27:37.352222] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2026-02-11T20:27:37.352286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:37.352333] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:37.352365] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:37.352425] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:37.415314] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:37.416157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:37.416244] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:37.416279] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:37.543195] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:37.543356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:37.543400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:37.543431] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:37.547035] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2026-02-11T20:27:37.547330] [INFO ] [FORECASTER] Completed predict_future for NECB
[2026-02-11T20:27:37.547465] [INFO ] [sig       ] NECB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:37.695061] [INFO ] [LOCAL     ] Saved forecast: NECB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NECB.txt
[2026-02-11T20:27:37.695198] [INFO ] [sig       ] [2105/3412] Completed NECB in 0.4s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-11T20:27:37.695240] [INFO ] [sig       ] [2106/3412] Forecasting NEE...
[2026-02-11T20:27:37.695271] [INFO ] [sig       ] Generating forecast for: NEE
[2026-02-11T20:27:37.695303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2026-02-11T20:27:37.707028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2026-02-11T20:27:37.707333] [INFO ] [FORECASTER] Starting predict_future for NEE
[2026-02-11T20:27:37.708295] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2026-02-11T20:27:37.708359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:37.708393] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:37.708420] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:37.708481] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:37.771608] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:37.772409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:37.772498] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:37.772533] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:37.896563] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:37.896744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:37.896788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:37.896817] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:37.900514] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=34.47%)
[2026-02-11T20:27:37.900832] [INFO ] [FORECASTER] Completed predict_future for NEE
[2026-02-11T20:27:37.900977] [INFO ] [sig       ] NEE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:38.044383] [INFO ] [LOCAL     ] Saved forecast: NEE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NEE.txt
[2026-02-11T20:27:38.044528] [INFO ] [sig       ] [2106/3412] Completed NEE in 0.3s | 2.80 sym/s | Total: 12.6m | ETA: 7.8m
[2026-02-11T20:27:38.044567] [INFO ] [sig       ] [2107/3412] Forecasting NEGG...
[2026-02-11T20:27:38.044620] [INFO ] [sig       ] Generating forecast for: NEGG
[2026-02-11T20:27:38.044651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2026-02-11T20:27:38.056558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2026-02-11T20:27:38.056966] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2026-02-11T20:27:38.057859] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2026-02-11T20:27:38.057914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:38.057948] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:38.057982] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:38.058053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:38.121765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:38.122687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:38.122775] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:38.122810] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:38.240480] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:38.240660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:38.240702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:38.240732] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:38.244190] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=55.26%)
[2026-02-11T20:27:38.244484] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2026-02-11T20:27:38.244640] [INFO ] [sig       ] NEGG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:38.385195] [INFO ] [LOCAL     ] Saved forecast: NEGG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NEGG.txt
[2026-02-11T20:27:38.385334] [INFO ] [sig       ] [2107/3412] Completed NEGG in 0.3s | 2.80 sym/s | Total: 12.6m | ETA: 7.8m
[2026-02-11T20:27:38.385373] [INFO ] [sig       ] [2108/3412] Forecasting NEM...
[2026-02-11T20:27:38.385402] [INFO ] [sig       ] Generating forecast for: NEM
[2026-02-11T20:27:38.385431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2026-02-11T20:27:38.396857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2026-02-11T20:27:38.397148] [INFO ] [FORECASTER] Starting predict_future for NEM
[2026-02-11T20:27:38.398077] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2026-02-11T20:27:38.398132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:38.398164] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:38.398190] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:38.398247] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:38.454927] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:38.455683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:38.455765] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:38.455798] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:38.583342] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:38.583503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:38.583545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:38.583609] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:38.587323] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2026-02-11T20:27:38.587694] [INFO ] [FORECASTER] Completed predict_future for NEM
[2026-02-11T20:27:38.587837] [INFO ] [sig       ] NEM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:38.735433] [INFO ] [LOCAL     ] Saved forecast: NEM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NEM.txt
[2026-02-11T20:27:38.735594] [INFO ] [sig       ] [2108/3412] Completed NEM in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.8m
[2026-02-11T20:27:38.735637] [INFO ] [sig       ] [2109/3412] Forecasting NEOG...
[2026-02-11T20:27:38.735667] [INFO ] [sig       ] Generating forecast for: NEOG
[2026-02-11T20:27:38.735697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2026-02-11T20:27:38.748147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2026-02-11T20:27:38.748664] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2026-02-11T20:27:38.749703] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2026-02-11T20:27:38.749762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:38.749795] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:38.749823] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:38.749882] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:38.812620] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:38.813401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:38.813494] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:38.813530] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:38.941126] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:38.941291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:38.941332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:38.941360] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:38.944937] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=68.90%)
[2026-02-11T20:27:38.945228] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2026-02-11T20:27:38.945363] [INFO ] [sig       ] NEOG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:39.092661] [INFO ] [LOCAL     ] Saved forecast: NEOG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NEOG.txt
[2026-02-11T20:27:39.092818] [INFO ] [sig       ] [2109/3412] Completed NEOG in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.8m
[2026-02-11T20:27:39.092861] [INFO ] [sig       ] [2110/3412] Forecasting NEON...
[2026-02-11T20:27:39.092892] [INFO ] [sig       ] Generating forecast for: NEON
[2026-02-11T20:27:39.092924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2026-02-11T20:27:39.105006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2026-02-11T20:27:39.105402] [INFO ] [FORECASTER] Starting predict_future for NEON
[2026-02-11T20:27:39.106287] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2026-02-11T20:27:39.106343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:39.106375] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:39.106403] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:39.106462] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:39.164728] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:39.165589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:39.165719] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:39.165775] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:39.288465] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:39.288643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:39.288692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:39.288723] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:39.292231] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=5.95%)
[2026-02-11T20:27:39.292529] [INFO ] [FORECASTER] Completed predict_future for NEON
[2026-02-11T20:27:39.292690] [INFO ] [sig       ] NEON: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:39.439248] [INFO ] [LOCAL     ] Saved forecast: NEON	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NEON.txt
[2026-02-11T20:27:39.439407] [INFO ] [sig       ] [2110/3412] Completed NEON in 0.3s | 2.80 sym/s | Total: 12.6m | ETA: 7.8m
[2026-02-11T20:27:39.439450] [INFO ] [sig       ] [2111/3412] Forecasting NEXA...
[2026-02-11T20:27:39.439481] [INFO ] [sig       ] Generating forecast for: NEXA
[2026-02-11T20:27:39.439514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2026-02-11T20:27:39.450621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2026-02-11T20:27:39.450947] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2026-02-11T20:27:39.451800] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2026-02-11T20:27:39.451858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:39.451898] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:39.451927] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:39.451986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:39.512946] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:39.513911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:39.514009] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:39.514050] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:39.631397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:39.631593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:39.631645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:39.631682] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:39.635340] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=50.39%)
[2026-02-11T20:27:39.635651] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2026-02-11T20:27:39.635791] [INFO ] [sig       ] NEXA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:39.791347] [INFO ] [LOCAL     ] Saved forecast: NEXA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NEXA.txt
[2026-02-11T20:27:39.791510] [INFO ] [sig       ] [2111/3412] Completed NEXA in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.8m
[2026-02-11T20:27:39.791552] [INFO ] [sig       ] [2112/3412] Forecasting NEXN...
[2026-02-11T20:27:39.791605] [INFO ] [sig       ] Generating forecast for: NEXN
[2026-02-11T20:27:39.791640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2026-02-11T20:27:39.804127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2026-02-11T20:27:39.804533] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2026-02-11T20:27:39.805437] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2026-02-11T20:27:39.805502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:39.805543] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:39.805623] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:39.805700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:39.866515] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:39.867466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:39.867603] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:39.867642] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:39.992587] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:39.992760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:39.992819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:39.992852] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:39.996464] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=84.01%)
[2026-02-11T20:27:39.996765] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2026-02-11T20:27:39.996900] [INFO ] [sig       ] NEXN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:40.151044] [INFO ] [LOCAL     ] Saved forecast: NEXN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NEXN.txt
[2026-02-11T20:27:40.151207] [INFO ] [sig       ] [2112/3412] Completed NEXN in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-11T20:27:40.151250] [INFO ] [sig       ] [2113/3412] Forecasting NFBK...
[2026-02-11T20:27:40.151282] [INFO ] [sig       ] Generating forecast for: NFBK
[2026-02-11T20:27:40.151313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2026-02-11T20:27:40.163960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2026-02-11T20:27:40.164333] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2026-02-11T20:27:40.165196] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2026-02-11T20:27:40.165251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:40.165285] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:40.165313] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:40.165372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:40.227007] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:40.227945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:40.228035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:40.228073] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:40.353801] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:40.353977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:40.354023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:40.354054] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:40.357711] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2026-02-11T20:27:40.358041] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2026-02-11T20:27:40.358246] [INFO ] [sig       ] NFBK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:40.507760] [INFO ] [LOCAL     ] Saved forecast: NFBK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NFBK.txt
[2026-02-11T20:27:40.507957] [INFO ] [sig       ] [2113/3412] Completed NFBK in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-11T20:27:40.507999] [INFO ] [sig       ] [2114/3412] Forecasting NFE...
[2026-02-11T20:27:40.508030] [INFO ] [sig       ] Generating forecast for: NFE
[2026-02-11T20:27:40.508068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2026-02-11T20:27:40.519941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2026-02-11T20:27:40.520361] [INFO ] [FORECASTER] Starting predict_future for NFE
[2026-02-11T20:27:40.521283] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2026-02-11T20:27:40.521339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:40.521373] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:40.521401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:40.521460] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:40.581394] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:40.582294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:40.582383] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:40.582418] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:40.712903] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:40.713066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:40.713107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:40.713137] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:40.716620] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=41.26%)
[2026-02-11T20:27:40.716937] [INFO ] [FORECASTER] Completed predict_future for NFE
[2026-02-11T20:27:40.717084] [INFO ] [sig       ] NFE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:40.869783] [INFO ] [LOCAL     ] Saved forecast: NFE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NFE.txt
[2026-02-11T20:27:40.869951] [INFO ] [sig       ] [2114/3412] Completed NFE in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-11T20:27:40.869990] [INFO ] [sig       ] [2115/3412] Forecasting NFG...
[2026-02-11T20:27:40.870020] [INFO ] [sig       ] Generating forecast for: NFG
[2026-02-11T20:27:40.870052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2026-02-11T20:27:40.882247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2026-02-11T20:27:40.882685] [INFO ] [FORECASTER] Starting predict_future for NFG
[2026-02-11T20:27:40.883714] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2026-02-11T20:27:40.883774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:40.883807] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:40.883835] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:40.883897] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:40.945671] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:40.946554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:40.946664] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:40.946699] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:41.074554] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:41.074735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:41.074778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:41.074808] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:41.078422] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=28.91%)
[2026-02-11T20:27:41.078763] [INFO ] [FORECASTER] Completed predict_future for NFG
[2026-02-11T20:27:41.078909] [INFO ] [sig       ] NFG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:41.222777] [INFO ] [LOCAL     ] Saved forecast: NFG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NFG.txt
[2026-02-11T20:27:41.222970] [INFO ] [sig       ] [2115/3412] Completed NFG in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-11T20:27:41.223032] [INFO ] [sig       ] [2116/3412] Forecasting NFJ...
[2026-02-11T20:27:41.223067] [INFO ] [sig       ] Generating forecast for: NFJ
[2026-02-11T20:27:41.223105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2026-02-11T20:27:41.235986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2026-02-11T20:27:41.236407] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2026-02-11T20:27:41.237309] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2026-02-11T20:27:41.237364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:41.237399] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:41.237437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:41.237539] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:41.296029] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:41.296971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:41.297066] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:41.297103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:41.437264] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:41.437457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:41.437546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:41.437620] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:41.443317] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=83.49%)
[2026-02-11T20:27:41.443872] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2026-02-11T20:27:41.444092] [INFO ] [sig       ] NFJ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:41.623191] [INFO ] [LOCAL     ] Saved forecast: NFJ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NFJ.txt
[2026-02-11T20:27:41.623358] [INFO ] [sig       ] [2116/3412] Completed NFJ in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-11T20:27:41.623400] [INFO ] [sig       ] [2117/3412] Forecasting NFLX...
[2026-02-11T20:27:41.623430] [INFO ] [sig       ] Generating forecast for: NFLX
[2026-02-11T20:27:41.623461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2026-02-11T20:27:41.636777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2026-02-11T20:27:41.637185] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2026-02-11T20:27:41.638309] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2026-02-11T20:27:41.638365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:41.638433] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:41.638463] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:41.638522] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:41.700044] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:41.701070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:41.701171] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:41.701205] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:41.830274] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:41.830480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:41.830545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:41.830600] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:41.835664] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: UP (p=78.21%)
[2026-02-11T20:27:41.836185] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2026-02-11T20:27:41.836385] [INFO ] [sig       ] NFLX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:41.996046] [INFO ] [LOCAL     ] Saved forecast: NFLX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NFLX.txt
[2026-02-11T20:27:41.996229] [INFO ] [sig       ] [2117/3412] Completed NFLX in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-11T20:27:41.996273] [INFO ] [sig       ] [2118/3412] Forecasting NFTY...
[2026-02-11T20:27:41.996303] [INFO ] [sig       ] Generating forecast for: NFTY
[2026-02-11T20:27:41.996334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2026-02-11T20:27:42.009372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2026-02-11T20:27:42.009813] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2026-02-11T20:27:42.010723] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2026-02-11T20:27:42.010779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:42.010811] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:42.010838] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:42.010895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:42.070219] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:42.071160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:42.071261] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:42.071295] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:42.193744] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:42.193916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:42.193966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:42.194019] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:42.197775] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2026-02-11T20:27:42.198109] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2026-02-11T20:27:42.198277] [INFO ] [sig       ] NFTY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:42.347704] [INFO ] [LOCAL     ] Saved forecast: NFTY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NFTY.txt
[2026-02-11T20:27:42.347878] [INFO ] [sig       ] [2118/3412] Completed NFTY in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-11T20:27:42.347920] [INFO ] [sig       ] [2119/3412] Forecasting NGG...
[2026-02-11T20:27:42.347951] [INFO ] [sig       ] Generating forecast for: NGG
[2026-02-11T20:27:42.347983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2026-02-11T20:27:42.359871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2026-02-11T20:27:42.360345] [INFO ] [FORECASTER] Starting predict_future for NGG
[2026-02-11T20:27:42.361269] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2026-02-11T20:27:42.361324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:42.361358] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:42.361386] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:42.361444] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:42.421837] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:42.422770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:42.422864] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:42.422899] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:42.553170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:42.553338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:42.553381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:42.553413] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:42.557037] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=71.01%)
[2026-02-11T20:27:42.557395] [INFO ] [FORECASTER] Completed predict_future for NGG
[2026-02-11T20:27:42.557590] [INFO ] [sig       ] NGG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:42.706798] [INFO ] [LOCAL     ] Saved forecast: NGG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NGG.txt
[2026-02-11T20:27:42.706961] [INFO ] [sig       ] [2119/3412] Completed NGG in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-11T20:27:42.707002] [INFO ] [sig       ] [2120/3412] Forecasting NGL...
[2026-02-11T20:27:42.707032] [INFO ] [sig       ] Generating forecast for: NGL
[2026-02-11T20:27:42.707064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2026-02-11T20:27:42.721160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2026-02-11T20:27:42.721801] [INFO ] [FORECASTER] Starting predict_future for NGL
[2026-02-11T20:27:42.722759] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2026-02-11T20:27:42.722823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:42.722862] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:42.722896] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:42.722972] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:42.786848] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:42.787797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:42.787887] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:42.787921] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:42.911641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:42.911797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:42.911840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:42.911913] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:42.916924] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=56.88%)
[2026-02-11T20:27:42.917306] [INFO ] [FORECASTER] Completed predict_future for NGL
[2026-02-11T20:27:42.917465] [INFO ] [sig       ] NGL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:43.071178] [INFO ] [LOCAL     ] Saved forecast: NGL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NGL.txt
[2026-02-11T20:27:43.071345] [INFO ] [sig       ] [2120/3412] Completed NGL in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-11T20:27:43.071387] [INFO ] [sig       ] [2121/3412] Forecasting NGNE...
[2026-02-11T20:27:43.071418] [INFO ] [sig       ] Generating forecast for: NGNE
[2026-02-11T20:27:43.071448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2026-02-11T20:27:43.083384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2026-02-11T20:27:43.083714] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2026-02-11T20:27:43.084519] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2026-02-11T20:27:43.084592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:43.084628] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:43.084655] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:43.084711] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:43.142051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:43.142951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:43.143042] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:43.143075] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:43.262561] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:43.262759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:43.262802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:43.262830] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:43.266281] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=6.05%)
[2026-02-11T20:27:43.266557] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2026-02-11T20:27:43.266706] [INFO ] [sig       ] NGNE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:43.407209] [INFO ] [LOCAL     ] Saved forecast: NGNE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NGNE.txt
[2026-02-11T20:27:43.407344] [INFO ] [sig       ] [2121/3412] Completed NGNE in 0.3s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-11T20:27:43.407383] [INFO ] [sig       ] [2122/3412] Forecasting NGS...
[2026-02-11T20:27:43.407412] [INFO ] [sig       ] Generating forecast for: NGS
[2026-02-11T20:27:43.407443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2026-02-11T20:27:43.418452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2026-02-11T20:27:43.418754] [INFO ] [FORECASTER] Starting predict_future for NGS
[2026-02-11T20:27:43.419602] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2026-02-11T20:27:43.419655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:43.419687] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:43.419713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:43.419771] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:43.476765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:43.477390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:43.477469] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:43.477521] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:43.593839] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:43.594001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:43.594043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:43.594072] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:43.597467] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=22.59%)
[2026-02-11T20:27:43.597785] [INFO ] [FORECASTER] Completed predict_future for NGS
[2026-02-11T20:27:43.597916] [INFO ] [sig       ] NGS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:43.739552] [INFO ] [LOCAL     ] Saved forecast: NGS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NGS.txt
[2026-02-11T20:27:43.739693] [INFO ] [sig       ] [2122/3412] Completed NGS in 0.3s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-11T20:27:43.739731] [INFO ] [sig       ] [2123/3412] Forecasting NGVC...
[2026-02-11T20:27:43.739760] [INFO ] [sig       ] Generating forecast for: NGVC
[2026-02-11T20:27:43.739788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2026-02-11T20:27:43.751486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2026-02-11T20:27:43.751780] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2026-02-11T20:27:43.752561] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2026-02-11T20:27:43.752631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:43.752663] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:43.752689] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:43.752746] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:43.811541] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:43.812395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:43.812479] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:43.812512] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:43.927014] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:43.927161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:43.927202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:43.927231] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:43.930769] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2026-02-11T20:27:43.931053] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2026-02-11T20:27:43.931189] [INFO ] [sig       ] NGVC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:44.073919] [INFO ] [LOCAL     ] Saved forecast: NGVC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NGVC.txt
[2026-02-11T20:27:44.074064] [INFO ] [sig       ] [2123/3412] Completed NGVC in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.7m
[2026-02-11T20:27:44.074103] [INFO ] [sig       ] [2124/3412] Forecasting NHI...
[2026-02-11T20:27:44.074133] [INFO ] [sig       ] Generating forecast for: NHI
[2026-02-11T20:27:44.074163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2026-02-11T20:27:44.085394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2026-02-11T20:27:44.085736] [INFO ] [FORECASTER] Starting predict_future for NHI
[2026-02-11T20:27:44.086531] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2026-02-11T20:27:44.086606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:44.086642] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:44.086669] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:44.086725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:44.144854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:44.145544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:44.145646] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:44.145681] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:44.264220] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:44.264383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:44.264423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:44.264452] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:44.267896] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2026-02-11T20:27:44.268201] [INFO ] [FORECASTER] Completed predict_future for NHI
[2026-02-11T20:27:44.268347] [INFO ] [sig       ] NHI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:44.414311] [INFO ] [LOCAL     ] Saved forecast: NHI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NHI.txt
[2026-02-11T20:27:44.414458] [INFO ] [sig       ] [2124/3412] Completed NHI in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.7m
[2026-02-11T20:27:44.414498] [INFO ] [sig       ] [2125/3412] Forecasting NHTC...
[2026-02-11T20:27:44.414527] [INFO ] [sig       ] Generating forecast for: NHTC
[2026-02-11T20:27:44.414558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2026-02-11T20:27:44.425699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2026-02-11T20:27:44.426063] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2026-02-11T20:27:44.426908] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2026-02-11T20:27:44.426962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:44.427016] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:44.427046] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:44.427110] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:44.488678] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:44.489619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:44.489706] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:44.489740] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:44.604213] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:44.604562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:44.604622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:44.604651] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:44.608778] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=94.82%)
[2026-02-11T20:27:44.609087] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2026-02-11T20:27:44.609250] [INFO ] [sig       ] NHTC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:44.753105] [INFO ] [LOCAL     ] Saved forecast: NHTC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NHTC.txt
[2026-02-11T20:27:44.753271] [INFO ] [sig       ] [2125/3412] Completed NHTC in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.7m
[2026-02-11T20:27:44.753313] [INFO ] [sig       ] [2126/3412] Forecasting NI...
[2026-02-11T20:27:44.753343] [INFO ] [sig       ] Generating forecast for: NI
[2026-02-11T20:27:44.753374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2026-02-11T20:27:44.764380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2026-02-11T20:27:44.764704] [INFO ] [FORECASTER] Starting predict_future for NI
[2026-02-11T20:27:44.765525] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2026-02-11T20:27:44.765598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:44.765632] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:44.765660] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:44.765716] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:44.822886] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:44.823838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:44.823924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:44.823957] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:44.948005] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:44.948175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:44.948225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:44.948259] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:44.951933] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2026-02-11T20:27:44.952216] [INFO ] [FORECASTER] Completed predict_future for NI
[2026-02-11T20:27:44.952347] [INFO ] [sig       ] NI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:45.095806] [INFO ] [LOCAL     ] Saved forecast: NI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NI.txt
[2026-02-11T20:27:45.095972] [INFO ] [sig       ] [2126/3412] Completed NI in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.7m
[2026-02-11T20:27:45.096013] [INFO ] [sig       ] [2127/3412] Forecasting NIC...
[2026-02-11T20:27:45.096043] [INFO ] [sig       ] Generating forecast for: NIC
[2026-02-11T20:27:45.096073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2026-02-11T20:27:45.107563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2026-02-11T20:27:45.107934] [INFO ] [FORECASTER] Starting predict_future for NIC
[2026-02-11T20:27:45.108750] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2026-02-11T20:27:45.108802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:45.108833] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:45.108861] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:45.108918] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:45.168136] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:45.168908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:45.169022] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:45.169057] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:45.292491] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:45.292662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:45.292706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:45.292736] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:45.296270] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=27.30%)
[2026-02-11T20:27:45.296555] [INFO ] [FORECASTER] Completed predict_future for NIC
[2026-02-11T20:27:45.296703] [INFO ] [sig       ] NIC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:45.440904] [INFO ] [LOCAL     ] Saved forecast: NIC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NIC.txt
[2026-02-11T20:27:45.441039] [INFO ] [sig       ] [2127/3412] Completed NIC in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.7m
[2026-02-11T20:27:45.441079] [INFO ] [sig       ] [2128/3412] Forecasting NICE...
[2026-02-11T20:27:45.441110] [INFO ] [sig       ] Generating forecast for: NICE
[2026-02-11T20:27:45.441143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2026-02-11T20:27:45.452309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2026-02-11T20:27:45.452681] [INFO ] [FORECASTER] Starting predict_future for NICE
[2026-02-11T20:27:45.453504] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2026-02-11T20:27:45.453559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:45.453612] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:45.453641] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:45.453701] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:45.512793] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:45.513522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:45.513626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:45.513662] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:45.639105] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:45.639297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:45.639350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:45.639385] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:45.643673] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2026-02-11T20:27:45.644059] [INFO ] [FORECASTER] Completed predict_future for NICE
[2026-02-11T20:27:45.644215] [INFO ] [sig       ] NICE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:45.792316] [INFO ] [LOCAL     ] Saved forecast: NICE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NICE.txt
[2026-02-11T20:27:45.792477] [INFO ] [sig       ] [2128/3412] Completed NICE in 0.4s | 2.80 sym/s | Total: 12.7m | ETA: 7.7m
[2026-02-11T20:27:45.792533] [INFO ] [sig       ] [2129/3412] Forecasting NIE...
[2026-02-11T20:27:45.792566] [INFO ] [sig       ] Generating forecast for: NIE
[2026-02-11T20:27:45.792619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2026-02-11T20:27:45.804467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2026-02-11T20:27:45.805161] [INFO ] [FORECASTER] Starting predict_future for NIE
[2026-02-11T20:27:45.806232] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2026-02-11T20:27:45.806292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:45.806326] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:45.806355] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:45.806414] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:45.867074] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:45.868073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:45.868192] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:45.868225] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:45.984074] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:45.984223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:45.984263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:45.984291] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:45.987774] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2026-02-11T20:27:45.988054] [INFO ] [FORECASTER] Completed predict_future for NIE
[2026-02-11T20:27:45.988184] [INFO ] [sig       ] NIE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:46.129162] [INFO ] [LOCAL     ] Saved forecast: NIE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NIE.txt
[2026-02-11T20:27:46.129295] [INFO ] [sig       ] [2129/3412] Completed NIE in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-11T20:27:46.129342] [INFO ] [sig       ] [2130/3412] Forecasting NIKL...
[2026-02-11T20:27:46.129374] [INFO ] [sig       ] Generating forecast for: NIKL
[2026-02-11T20:27:46.129404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2026-02-11T20:27:46.141279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2026-02-11T20:27:46.141560] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2026-02-11T20:27:46.142358] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2026-02-11T20:27:46.142409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:46.142441] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:46.142467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:46.142523] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:46.200738] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:46.201637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:46.201724] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:46.201756] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:46.317517] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:46.317694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:46.317736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:46.317764] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:46.321137] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=20.44%)
[2026-02-11T20:27:46.321415] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2026-02-11T20:27:46.321559] [INFO ] [sig       ] NIKL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:46.463405] [INFO ] [LOCAL     ] Saved forecast: NIKL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NIKL.txt
[2026-02-11T20:27:46.463617] [INFO ] [sig       ] [2130/3412] Completed NIKL in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-11T20:27:46.463660] [INFO ] [sig       ] [2131/3412] Forecasting NIM...
[2026-02-11T20:27:46.463691] [INFO ] [sig       ] Generating forecast for: NIM
[2026-02-11T20:27:46.463727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2026-02-11T20:27:46.475059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2026-02-11T20:27:46.475371] [INFO ] [FORECASTER] Starting predict_future for NIM
[2026-02-11T20:27:46.476182] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2026-02-11T20:27:46.476239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:46.476271] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:46.476298] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:46.476354] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:46.534513] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:46.535410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:46.535494] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:46.535527] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:46.643520] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:46.643698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:46.643739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:46.643768] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:46.647649] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=20.91%)
[2026-02-11T20:27:46.647925] [INFO ] [FORECASTER] Completed predict_future for NIM
[2026-02-11T20:27:46.648055] [INFO ] [sig       ] NIM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:46.794805] [INFO ] [LOCAL     ] Saved forecast: NIM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NIM.txt
[2026-02-11T20:27:46.794965] [INFO ] [sig       ] [2131/3412] Completed NIM in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-11T20:27:46.795006] [INFO ] [sig       ] [2132/3412] Forecasting NIO...
[2026-02-11T20:27:46.795036] [INFO ] [sig       ] Generating forecast for: NIO
[2026-02-11T20:27:46.795067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2026-02-11T20:27:46.807546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2026-02-11T20:27:46.807905] [INFO ] [FORECASTER] Starting predict_future for NIO
[2026-02-11T20:27:46.808747] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2026-02-11T20:27:46.808800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:46.808831] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:46.808858] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:46.808915] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:46.867258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:46.868160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:46.868246] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:46.868279] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:46.989083] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:46.989248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:46.989289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:46.989335] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:46.992753] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2026-02-11T20:27:46.993031] [INFO ] [FORECASTER] Completed predict_future for NIO
[2026-02-11T20:27:46.993159] [INFO ] [sig       ] NIO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:47.136268] [INFO ] [LOCAL     ] Saved forecast: NIO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NIO.txt
[2026-02-11T20:27:47.136425] [INFO ] [sig       ] [2132/3412] Completed NIO in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-11T20:27:47.136466] [INFO ] [sig       ] [2133/3412] Forecasting NKSH...
[2026-02-11T20:27:47.136494] [INFO ] [sig       ] Generating forecast for: NKSH
[2026-02-11T20:27:47.136525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2026-02-11T20:27:47.147286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2026-02-11T20:27:47.147636] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2026-02-11T20:27:47.148431] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2026-02-11T20:27:47.148482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:47.148515] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:47.148541] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:47.148622] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:47.208403] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:47.209337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:47.209423] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:47.209458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:47.317470] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:47.317672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:47.317715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:47.317746] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:47.321345] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=34.01%)
[2026-02-11T20:27:47.321665] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2026-02-11T20:27:47.321808] [INFO ] [sig       ] NKSH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:47.464172] [INFO ] [LOCAL     ] Saved forecast: NKSH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NKSH.txt
[2026-02-11T20:27:47.464328] [INFO ] [sig       ] [2133/3412] Completed NKSH in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-11T20:27:47.464368] [INFO ] [sig       ] [2134/3412] Forecasting NKTX...
[2026-02-11T20:27:47.464397] [INFO ] [sig       ] Generating forecast for: NKTX
[2026-02-11T20:27:47.464428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2026-02-11T20:27:47.475998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2026-02-11T20:27:47.476313] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2026-02-11T20:27:47.477130] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2026-02-11T20:27:47.477182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:47.477240] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:47.477269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:47.477326] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:47.535291] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:47.536179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:47.536295] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:47.536336] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:47.654348] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:47.654508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:47.654548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:47.654595] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:47.658025] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: UP (p=90.43%)
[2026-02-11T20:27:47.658301] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2026-02-11T20:27:47.658429] [INFO ] [sig       ] NKTX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:47.801698] [INFO ] [LOCAL     ] Saved forecast: NKTX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NKTX.txt
[2026-02-11T20:27:47.801859] [INFO ] [sig       ] [2134/3412] Completed NKTX in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-11T20:27:47.801901] [INFO ] [sig       ] [2135/3412] Forecasting NKX...
[2026-02-11T20:27:47.801930] [INFO ] [sig       ] Generating forecast for: NKX
[2026-02-11T20:27:47.801960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2026-02-11T20:27:47.813620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2026-02-11T20:27:47.813951] [INFO ] [FORECASTER] Starting predict_future for NKX
[2026-02-11T20:27:47.814760] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2026-02-11T20:27:47.814812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:47.814845] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:47.814871] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:47.814928] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:47.872626] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:47.873473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:47.873558] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:47.873611] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:47.995118] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:47.995274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:47.995317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:47.995346] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:47.998782] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2026-02-11T20:27:47.999061] [INFO ] [FORECASTER] Completed predict_future for NKX
[2026-02-11T20:27:47.999188] [INFO ] [sig       ] NKX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:48.143111] [INFO ] [LOCAL     ] Saved forecast: NKX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NKX.txt
[2026-02-11T20:27:48.143268] [INFO ] [sig       ] [2135/3412] Completed NKX in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-11T20:27:48.143308] [INFO ] [sig       ] [2136/3412] Forecasting NLOP...
[2026-02-11T20:27:48.143337] [INFO ] [sig       ] Generating forecast for: NLOP
[2026-02-11T20:27:48.143368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2026-02-11T20:27:48.154734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2026-02-11T20:27:48.155048] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2026-02-11T20:27:48.155869] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2026-02-11T20:27:48.155921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:48.155954] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:48.155990] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:48.156048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:48.217460] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:48.218653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:48.218765] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:48.218813] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:48.352018] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:48.352196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:48.352238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:48.352269] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:48.355841] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: UP (p=70.95%)
[2026-02-11T20:27:48.356131] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2026-02-11T20:27:48.356266] [INFO ] [sig       ] NLOP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:48.498283] [INFO ] [LOCAL     ] Saved forecast: NLOP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NLOP.txt
[2026-02-11T20:27:48.498448] [INFO ] [sig       ] [2136/3412] Completed NLOP in 0.4s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-11T20:27:48.498490] [INFO ] [sig       ] [2137/3412] Forecasting NLY...
[2026-02-11T20:27:48.498522] [INFO ] [sig       ] Generating forecast for: NLY
[2026-02-11T20:27:48.498555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2026-02-11T20:27:48.510280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2026-02-11T20:27:48.510614] [INFO ] [FORECASTER] Starting predict_future for NLY
[2026-02-11T20:27:48.511468] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2026-02-11T20:27:48.511520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:48.511552] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:48.511598] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:48.511657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:48.569029] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:48.569853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:48.569942] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:48.569975] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:48.691924] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:48.692086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:48.692127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:48.692191] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:48.696042] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=87.01%)
[2026-02-11T20:27:48.696322] [INFO ] [FORECASTER] Completed predict_future for NLY
[2026-02-11T20:27:48.696454] [INFO ] [sig       ] NLY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:48.844020] [INFO ] [LOCAL     ] Saved forecast: NLY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NLY.txt
[2026-02-11T20:27:48.844171] [INFO ] [sig       ] [2137/3412] Completed NLY in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-11T20:27:48.844210] [INFO ] [sig       ] [2138/3412] Forecasting NMAI...
[2026-02-11T20:27:48.844245] [INFO ] [sig       ] Generating forecast for: NMAI
[2026-02-11T20:27:48.844275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2026-02-11T20:27:48.856480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2026-02-11T20:27:48.856912] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2026-02-11T20:27:48.857799] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2026-02-11T20:27:48.857852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:48.857883] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:48.857909] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:48.857967] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:48.914371] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:48.915297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:48.915387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:48.915419] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:49.033441] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:49.033622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:49.033665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:49.033694] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:49.037151] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=68.91%)
[2026-02-11T20:27:49.037438] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2026-02-11T20:27:49.037611] [INFO ] [sig       ] NMAI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:49.183271] [INFO ] [LOCAL     ] Saved forecast: NMAI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NMAI.txt
[2026-02-11T20:27:49.183457] [INFO ] [sig       ] [2138/3412] Completed NMAI in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-11T20:27:49.183499] [INFO ] [sig       ] [2139/3412] Forecasting NMCO...
[2026-02-11T20:27:49.183532] [INFO ] [sig       ] Generating forecast for: NMCO
[2026-02-11T20:27:49.183565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2026-02-11T20:27:49.195869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2026-02-11T20:27:49.196246] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2026-02-11T20:27:49.197110] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2026-02-11T20:27:49.197164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:49.197199] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:49.197232] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:49.197309] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:49.265629] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:49.266852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:49.266948] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:49.266983] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:49.403443] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:49.403627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:49.403671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:49.403702] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:49.408256] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=46.27%)
[2026-02-11T20:27:49.408872] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2026-02-11T20:27:49.409045] [INFO ] [sig       ] NMCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:49.586170] [INFO ] [LOCAL     ] Saved forecast: NMCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NMCO.txt
[2026-02-11T20:27:49.586331] [INFO ] [sig       ] [2139/3412] Completed NMCO in 0.4s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-11T20:27:49.586372] [INFO ] [sig       ] [2140/3412] Forecasting NMFC...
[2026-02-11T20:27:49.586402] [INFO ] [sig       ] Generating forecast for: NMFC
[2026-02-11T20:27:49.586440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2026-02-11T20:27:49.598162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2026-02-11T20:27:49.598550] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2026-02-11T20:27:49.599393] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2026-02-11T20:27:49.599662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:49.599715] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:49.599742] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:49.599799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:49.660131] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:49.661057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:49.661146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:49.661179] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:49.787236] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:49.787400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:49.787441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:49.787469] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:49.791212] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=93.64%)
[2026-02-11T20:27:49.791520] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2026-02-11T20:27:49.791670] [INFO ] [sig       ] NMFC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:49.942333] [INFO ] [LOCAL     ] Saved forecast: NMFC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NMFC.txt
[2026-02-11T20:27:49.942703] [INFO ] [sig       ] [2140/3412] Completed NMFC in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.6m
[2026-02-11T20:27:49.942745] [INFO ] [sig       ] [2141/3412] Forecasting NMG...
[2026-02-11T20:27:49.942775] [INFO ] [sig       ] Generating forecast for: NMG
[2026-02-11T20:27:49.942806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2026-02-11T20:27:49.953923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2026-02-11T20:27:49.954288] [INFO ] [FORECASTER] Starting predict_future for NMG
[2026-02-11T20:27:49.955123] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2026-02-11T20:27:49.955176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:49.955208] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:49.955235] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:49.955291] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:50.012933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:50.013848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:50.013935] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:50.013969] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:50.134689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:50.134854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:50.134895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:50.134924] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:50.138418] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=28.60%)
[2026-02-11T20:27:50.138723] [INFO ] [FORECASTER] Completed predict_future for NMG
[2026-02-11T20:27:50.138855] [INFO ] [sig       ] NMG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:50.279424] [INFO ] [LOCAL     ] Saved forecast: NMG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NMG.txt
[2026-02-11T20:27:50.279610] [INFO ] [sig       ] [2141/3412] Completed NMG in 0.3s | 2.80 sym/s | Total: 12.8m | ETA: 7.6m
[2026-02-11T20:27:50.279654] [INFO ] [sig       ] [2142/3412] Forecasting NMI...
[2026-02-11T20:27:50.279685] [INFO ] [sig       ] Generating forecast for: NMI
[2026-02-11T20:27:50.279715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2026-02-11T20:27:50.291628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2026-02-11T20:27:50.291958] [INFO ] [FORECASTER] Starting predict_future for NMI
[2026-02-11T20:27:50.292888] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2026-02-11T20:27:50.292943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:50.292975] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:50.293002] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:50.293059] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:50.351354] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:50.352272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:50.352363] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:50.352396] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:50.458081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:50.458243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:50.458286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:50.458319] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:50.461781] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=58.24%)
[2026-02-11T20:27:50.462057] [INFO ] [FORECASTER] Completed predict_future for NMI
[2026-02-11T20:27:50.462185] [INFO ] [sig       ] NMI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:50.606306] [INFO ] [LOCAL     ] Saved forecast: NMI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NMI.txt
[2026-02-11T20:27:50.606483] [INFO ] [sig       ] [2142/3412] Completed NMI in 0.3s | 2.80 sym/s | Total: 12.8m | ETA: 7.6m
[2026-02-11T20:27:50.606523] [INFO ] [sig       ] [2143/3412] Forecasting NMIH...
[2026-02-11T20:27:50.606552] [INFO ] [sig       ] Generating forecast for: NMIH
[2026-02-11T20:27:50.606603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2026-02-11T20:27:50.618086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2026-02-11T20:27:50.618434] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2026-02-11T20:27:50.619268] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2026-02-11T20:27:50.619332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:50.619371] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:50.619404] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:50.619465] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:50.683116] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:50.684062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:50.684149] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:50.684183] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:50.806664] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:50.806827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:50.806868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:50.806896] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:50.810393] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2026-02-11T20:27:50.810694] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2026-02-11T20:27:50.810827] [INFO ] [sig       ] NMIH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:50.958907] [INFO ] [LOCAL     ] Saved forecast: NMIH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NMIH.txt
[2026-02-11T20:27:50.959103] [INFO ] [sig       ] [2143/3412] Completed NMIH in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.6m
[2026-02-11T20:27:50.959171] [INFO ] [sig       ] [2144/3412] Forecasting NMM...
[2026-02-11T20:27:50.959208] [INFO ] [sig       ] Generating forecast for: NMM
[2026-02-11T20:27:50.959247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2026-02-11T20:27:50.971993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2026-02-11T20:27:50.972389] [INFO ] [FORECASTER] Starting predict_future for NMM
[2026-02-11T20:27:50.973264] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2026-02-11T20:27:50.973322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:50.973354] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:50.973382] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:50.973441] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:51.034899] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:51.035861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:51.035982] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:51.036018] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:51.160084] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:51.160272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:51.160317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:51.160347] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:51.163935] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: UP (p=70.22%)
[2026-02-11T20:27:51.164246] [INFO ] [FORECASTER] Completed predict_future for NMM
[2026-02-11T20:27:51.164387] [INFO ] [sig       ] NMM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:51.316012] [INFO ] [LOCAL     ] Saved forecast: NMM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NMM.txt
[2026-02-11T20:27:51.316171] [INFO ] [sig       ] [2144/3412] Completed NMM in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.6m
[2026-02-11T20:27:51.316213] [INFO ] [sig       ] [2145/3412] Forecasting NMRA...
[2026-02-11T20:27:51.316244] [INFO ] [sig       ] Generating forecast for: NMRA
[2026-02-11T20:27:51.316276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2026-02-11T20:27:51.328790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2026-02-11T20:27:51.329198] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2026-02-11T20:27:51.330115] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2026-02-11T20:27:51.330171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:51.330204] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:51.330233] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:51.330292] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:51.393395] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:51.394340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:51.394433] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:51.394467] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:51.518545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:51.518724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:51.518768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:51.518799] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:51.522417] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2026-02-11T20:27:51.522725] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2026-02-11T20:27:51.522857] [INFO ] [sig       ] NMRA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:51.671326] [INFO ] [LOCAL     ] Saved forecast: NMRA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NMRA.txt
[2026-02-11T20:27:51.671463] [INFO ] [sig       ] [2145/3412] Completed NMRA in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.6m
[2026-02-11T20:27:51.671503] [INFO ] [sig       ] [2146/3412] Forecasting NMRK...
[2026-02-11T20:27:51.671531] [INFO ] [sig       ] Generating forecast for: NMRK
[2026-02-11T20:27:51.671563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2026-02-11T20:27:51.683498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2026-02-11T20:27:51.683919] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2026-02-11T20:27:51.684776] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2026-02-11T20:27:51.684831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:51.684865] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:51.684894] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:51.684952] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:51.748078] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:51.749156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:51.749244] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:51.749287] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:51.879132] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:51.879289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:51.879333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:51.879362] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:51.883204] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: UP (p=78.11%)
[2026-02-11T20:27:51.883481] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2026-02-11T20:27:51.883630] [INFO ] [sig       ] NMRK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:52.024166] [INFO ] [LOCAL     ] Saved forecast: NMRK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NMRK.txt
[2026-02-11T20:27:52.024322] [INFO ] [sig       ] [2146/3412] Completed NMRK in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-11T20:27:52.024362] [INFO ] [sig       ] [2147/3412] Forecasting NN...
[2026-02-11T20:27:52.024392] [INFO ] [sig       ] Generating forecast for: NN
[2026-02-11T20:27:52.024423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2026-02-11T20:27:52.036215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2026-02-11T20:27:52.036534] [INFO ] [FORECASTER] Starting predict_future for NN
[2026-02-11T20:27:52.037350] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2026-02-11T20:27:52.037403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:52.037436] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:52.037463] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:52.037549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:52.095283] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:52.096124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:52.096243] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:52.096289] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:52.216486] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:52.216670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:52.216715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:52.216745] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:52.220385] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=47.97%)
[2026-02-11T20:27:52.220716] [INFO ] [FORECASTER] Completed predict_future for NN
[2026-02-11T20:27:52.220854] [INFO ] [sig       ] NN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:52.363173] [INFO ] [LOCAL     ] Saved forecast: NN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NN.txt
[2026-02-11T20:27:52.363344] [INFO ] [sig       ] [2147/3412] Completed NN in 0.3s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-11T20:27:52.363387] [INFO ] [sig       ] [2148/3412] Forecasting NNDM...
[2026-02-11T20:27:52.363416] [INFO ] [sig       ] Generating forecast for: NNDM
[2026-02-11T20:27:52.363449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2026-02-11T20:27:52.375361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2026-02-11T20:27:52.375768] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2026-02-11T20:27:52.376626] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2026-02-11T20:27:52.376679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:52.376711] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:52.376738] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:52.376800] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:52.436484] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:52.437253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:52.437338] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:52.437372] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:52.563148] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:52.563326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:52.563376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:52.563411] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:52.567830] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=13.83%)
[2026-02-11T20:27:52.568119] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2026-02-11T20:27:52.568255] [INFO ] [sig       ] NNDM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:52.710371] [INFO ] [LOCAL     ] Saved forecast: NNDM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NNDM.txt
[2026-02-11T20:27:52.710532] [INFO ] [sig       ] [2148/3412] Completed NNDM in 0.3s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-11T20:27:52.710595] [INFO ] [sig       ] [2149/3412] Forecasting NNE...
[2026-02-11T20:27:52.710639] [INFO ] [sig       ] Generating forecast for: NNE
[2026-02-11T20:27:52.710675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2026-02-11T20:27:52.723108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2026-02-11T20:27:52.723452] [INFO ] [FORECASTER] Starting predict_future for NNE
[2026-02-11T20:27:52.724293] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2026-02-11T20:27:52.724356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:52.724389] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:52.724415] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:52.724473] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:52.783726] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:52.784550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:52.784657] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:52.784691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:52.909498] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:52.909675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:52.909719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:52.909749] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:52.913319] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: UP (p=96.56%)
[2026-02-11T20:27:52.913627] [INFO ] [FORECASTER] Completed predict_future for NNE
[2026-02-11T20:27:52.913766] [INFO ] [sig       ] NNE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:53.059221] [INFO ] [LOCAL     ] Saved forecast: NNE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NNE.txt
[2026-02-11T20:27:53.059379] [INFO ] [sig       ] [2149/3412] Completed NNE in 0.3s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-11T20:27:53.059420] [INFO ] [sig       ] [2150/3412] Forecasting NNI...
[2026-02-11T20:27:53.059451] [INFO ] [sig       ] Generating forecast for: NNI
[2026-02-11T20:27:53.059481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2026-02-11T20:27:53.072627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2026-02-11T20:27:53.073098] [INFO ] [FORECASTER] Starting predict_future for NNI
[2026-02-11T20:27:53.074042] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2026-02-11T20:27:53.074101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:53.074134] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:53.074161] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:53.074217] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:53.132628] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:53.133559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:53.133714] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:53.133747] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:53.254240] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:53.254405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:53.254455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:53.254492] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:53.258050] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2026-02-11T20:27:53.258339] [INFO ] [FORECASTER] Completed predict_future for NNI
[2026-02-11T20:27:53.258505] [INFO ] [sig       ] NNI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:53.399227] [INFO ] [LOCAL     ] Saved forecast: NNI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NNI.txt
[2026-02-11T20:27:53.399377] [INFO ] [sig       ] [2150/3412] Completed NNI in 0.3s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-11T20:27:53.399416] [INFO ] [sig       ] [2151/3412] Forecasting NNN...
[2026-02-11T20:27:53.399446] [INFO ] [sig       ] Generating forecast for: NNN
[2026-02-11T20:27:53.399477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2026-02-11T20:27:53.411180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2026-02-11T20:27:53.411487] [INFO ] [FORECASTER] Starting predict_future for NNN
[2026-02-11T20:27:53.412299] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2026-02-11T20:27:53.412354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:53.412413] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:53.412441] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:53.412498] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:53.469626] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:53.470430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:53.470516] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:53.470550] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:53.593534] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:53.593715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:53.593758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:53.593786] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:53.597224] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=52.17%)
[2026-02-11T20:27:53.597540] [INFO ] [FORECASTER] Completed predict_future for NNN
[2026-02-11T20:27:53.597693] [INFO ] [sig       ] NNN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:53.757777] [INFO ] [LOCAL     ] Saved forecast: NNN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NNN.txt
[2026-02-11T20:27:53.757933] [INFO ] [sig       ] [2151/3412] Completed NNN in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-11T20:27:53.757974] [INFO ] [sig       ] [2152/3412] Forecasting NNOX...
[2026-02-11T20:27:53.758005] [INFO ] [sig       ] Generating forecast for: NNOX
[2026-02-11T20:27:53.758035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2026-02-11T20:27:53.770132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2026-02-11T20:27:53.770427] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2026-02-11T20:27:53.771264] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2026-02-11T20:27:53.771319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:53.771352] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:53.771380] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:53.771439] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:53.831914] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:53.832800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:53.832888] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:53.832923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:53.960797] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:53.960958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:53.960999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:53.961027] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:53.964501] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=53.47%)
[2026-02-11T20:27:53.964798] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2026-02-11T20:27:53.964928] [INFO ] [sig       ] NNOX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:54.112774] [INFO ] [LOCAL     ] Saved forecast: NNOX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NNOX.txt
[2026-02-11T20:27:54.112936] [INFO ] [sig       ] [2152/3412] Completed NNOX in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-11T20:27:54.112985] [INFO ] [sig       ] [2153/3412] Forecasting NNY...
[2026-02-11T20:27:54.113017] [INFO ] [sig       ] Generating forecast for: NNY
[2026-02-11T20:27:54.113049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2026-02-11T20:27:54.125329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2026-02-11T20:27:54.125832] [INFO ] [FORECASTER] Starting predict_future for NNY
[2026-02-11T20:27:54.126887] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2026-02-11T20:27:54.126959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:54.126993] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:54.127021] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:54.127080] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:54.188475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:54.189651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:54.189765] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:54.189798] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:54.304807] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:54.304968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:54.305010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:54.305041] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:54.308804] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: UP (p=60.66%)
[2026-02-11T20:27:54.309106] [INFO ] [FORECASTER] Completed predict_future for NNY
[2026-02-11T20:27:54.309242] [INFO ] [sig       ] NNY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:54.454419] [INFO ] [LOCAL     ] Saved forecast: NNY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NNY.txt
[2026-02-11T20:27:54.454629] [INFO ] [sig       ] [2153/3412] Completed NNY in 0.3s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-11T20:27:54.454683] [INFO ] [sig       ] [2154/3412] Forecasting NOA...
[2026-02-11T20:27:54.454716] [INFO ] [sig       ] Generating forecast for: NOA
[2026-02-11T20:27:54.454747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2026-02-11T20:27:54.467557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2026-02-11T20:27:54.467906] [INFO ] [FORECASTER] Starting predict_future for NOA
[2026-02-11T20:27:54.468889] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2026-02-11T20:27:54.468950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:54.468996] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:54.469029] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:54.469088] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:54.531426] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:54.532426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:54.532520] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:54.532556] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:54.658930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:54.659091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:54.659136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:54.659203] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:54.662930] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=54.39%)
[2026-02-11T20:27:54.663237] [INFO ] [FORECASTER] Completed predict_future for NOA
[2026-02-11T20:27:54.663398] [INFO ] [sig       ] NOA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:54.815114] [INFO ] [LOCAL     ] Saved forecast: NOA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NOA.txt
[2026-02-11T20:27:54.815268] [INFO ] [sig       ] [2154/3412] Completed NOA in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-11T20:27:54.815312] [INFO ] [sig       ] [2155/3412] Forecasting NOAH...
[2026-02-11T20:27:54.815343] [INFO ] [sig       ] Generating forecast for: NOAH
[2026-02-11T20:27:54.815375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2026-02-11T20:27:54.828111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2026-02-11T20:27:54.828490] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2026-02-11T20:27:54.829803] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2026-02-11T20:27:54.829859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:54.829893] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:54.829921] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:54.829995] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:54.893382] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:54.894272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:54.894362] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:54.894405] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:55.021930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:55.022090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:55.022133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:55.022163] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:55.025880] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=28.21%)
[2026-02-11T20:27:55.026178] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2026-02-11T20:27:55.026316] [INFO ] [sig       ] NOAH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:55.177977] [INFO ] [LOCAL     ] Saved forecast: NOAH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NOAH.txt
[2026-02-11T20:27:55.178119] [INFO ] [sig       ] [2155/3412] Completed NOAH in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-11T20:27:55.178160] [INFO ] [sig       ] [2156/3412] Forecasting NODK...
[2026-02-11T20:27:55.178192] [INFO ] [sig       ] Generating forecast for: NODK
[2026-02-11T20:27:55.178224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2026-02-11T20:27:55.189541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2026-02-11T20:27:55.189882] [INFO ] [FORECASTER] Starting predict_future for NODK
[2026-02-11T20:27:55.190794] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2026-02-11T20:27:55.190849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:55.190884] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:55.190912] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:55.190972] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:55.253432] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:55.254330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:55.254419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:55.254455] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:55.360896] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:55.361059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:55.361122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:55.361157] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:55.364755] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2026-02-11T20:27:55.365050] [INFO ] [FORECASTER] Completed predict_future for NODK
[2026-02-11T20:27:55.365190] [INFO ] [sig       ] NODK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:55.523072] [INFO ] [LOCAL     ] Saved forecast: NODK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NODK.txt
[2026-02-11T20:27:55.523225] [INFO ] [sig       ] [2156/3412] Completed NODK in 0.3s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-11T20:27:55.523280] [INFO ] [sig       ] [2157/3412] Forecasting NOG...
[2026-02-11T20:27:55.523328] [INFO ] [sig       ] Generating forecast for: NOG
[2026-02-11T20:27:55.523369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2026-02-11T20:27:55.535619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2026-02-11T20:27:55.535962] [INFO ] [FORECASTER] Starting predict_future for NOG
[2026-02-11T20:27:55.536916] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2026-02-11T20:27:55.536973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:55.537008] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:55.537038] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:55.537112] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:55.601199] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:55.602143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:55.602239] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:55.602277] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:55.731802] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:55.731986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:55.732038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:55.732083] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:55.736479] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=92.61%)
[2026-02-11T20:27:55.737115] [INFO ] [FORECASTER] Completed predict_future for NOG
[2026-02-11T20:27:55.737307] [INFO ] [sig       ] NOG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:55.898656] [INFO ] [LOCAL     ] Saved forecast: NOG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NOG.txt
[2026-02-11T20:27:55.898834] [INFO ] [sig       ] [2157/3412] Completed NOG in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.5m
[2026-02-11T20:27:55.898878] [INFO ] [sig       ] [2158/3412] Forecasting NOMD...
[2026-02-11T20:27:55.898911] [INFO ] [sig       ] Generating forecast for: NOMD
[2026-02-11T20:27:55.898945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2026-02-11T20:27:55.912020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2026-02-11T20:27:55.912415] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2026-02-11T20:27:55.913455] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2026-02-11T20:27:55.913510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:55.913543] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:55.913783] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:55.913845] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:55.973236] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:55.974353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:55.974481] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:55.974522] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:56.099707] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:56.099873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:56.099916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:56.099945] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:56.103880] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2026-02-11T20:27:56.104364] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2026-02-11T20:27:56.104495] [INFO ] [sig       ] NOMD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:56.250120] [INFO ] [LOCAL     ] Saved forecast: NOMD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NOMD.txt
[2026-02-11T20:27:56.250326] [INFO ] [sig       ] [2158/3412] Completed NOMD in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.5m
[2026-02-11T20:27:56.250373] [INFO ] [sig       ] [2159/3412] Forecasting NOTE...
[2026-02-11T20:27:56.250411] [INFO ] [sig       ] Generating forecast for: NOTE
[2026-02-11T20:27:56.250449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2026-02-11T20:27:56.262317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2026-02-11T20:27:56.262760] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2026-02-11T20:27:56.263604] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2026-02-11T20:27:56.263657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:56.263689] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:56.263716] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:56.263773] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:56.321185] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:56.322122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:56.322212] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:56.322244] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:56.441734] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:56.441899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:56.441939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:56.441968] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:56.445598] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=32.66%)
[2026-02-11T20:27:56.445979] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2026-02-11T20:27:56.446130] [INFO ] [sig       ] NOTE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:56.597807] [INFO ] [LOCAL     ] Saved forecast: NOTE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NOTE.txt
[2026-02-11T20:27:56.597999] [INFO ] [sig       ] [2159/3412] Completed NOTE in 0.3s | 2.80 sym/s | Total: 12.9m | ETA: 7.5m
[2026-02-11T20:27:56.598060] [INFO ] [sig       ] [2160/3412] Forecasting NPCE...
[2026-02-11T20:27:56.598098] [INFO ] [sig       ] Generating forecast for: NPCE
[2026-02-11T20:27:56.598138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2026-02-11T20:27:56.612443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2026-02-11T20:27:56.612961] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2026-02-11T20:27:56.614002] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2026-02-11T20:27:56.614060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:56.614113] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:56.614145] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:56.614208] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:56.678650] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:56.679820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:56.680003] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:56.680038] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:56.809784] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:56.809959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:56.810003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:56.810031] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:56.814525] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=49.25%)
[2026-02-11T20:27:56.815173] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2026-02-11T20:27:56.815328] [INFO ] [sig       ] NPCE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:56.970311] [INFO ] [LOCAL     ] Saved forecast: NPCE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NPCE.txt
[2026-02-11T20:27:56.970486] [INFO ] [sig       ] [2160/3412] Completed NPCE in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.5m
[2026-02-11T20:27:56.970527] [INFO ] [sig       ] [2161/3412] Forecasting NPFD...
[2026-02-11T20:27:56.970602] [INFO ] [sig       ] Generating forecast for: NPFD
[2026-02-11T20:27:56.970636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2026-02-11T20:27:56.984377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2026-02-11T20:27:56.984846] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2026-02-11T20:27:56.985897] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2026-02-11T20:27:56.985973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:56.986008] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:56.986038] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:56.986102] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:57.049554] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:57.050504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:57.050683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:57.050720] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:57.174811] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:57.174979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:57.175022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:57.175051] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:57.179242] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=63.09%)
[2026-02-11T20:27:57.179866] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2026-02-11T20:27:57.180027] [INFO ] [sig       ] NPFD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:57.336151] [INFO ] [LOCAL     ] Saved forecast: NPFD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NPFD.txt
[2026-02-11T20:27:57.336329] [INFO ] [sig       ] [2161/3412] Completed NPFD in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.5m
[2026-02-11T20:27:57.336372] [INFO ] [sig       ] [2162/3412] Forecasting NPK...
[2026-02-11T20:27:57.336408] [INFO ] [sig       ] Generating forecast for: NPK
[2026-02-11T20:27:57.336446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2026-02-11T20:27:57.349120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2026-02-11T20:27:57.349640] [INFO ] [FORECASTER] Starting predict_future for NPK
[2026-02-11T20:27:57.350634] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2026-02-11T20:27:57.350698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:57.350732] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:57.350759] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:57.350817] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:57.411721] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:57.412700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:57.412815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:57.412849] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:57.554077] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:57.554245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:57.554286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:57.554315] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:57.558312] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2026-02-11T20:27:57.558761] [INFO ] [FORECASTER] Completed predict_future for NPK
[2026-02-11T20:27:57.558939] [INFO ] [sig       ] NPK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:57.712059] [INFO ] [LOCAL     ] Saved forecast: NPK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NPK.txt
[2026-02-11T20:27:57.712233] [INFO ] [sig       ] [2162/3412] Completed NPK in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-11T20:27:57.712294] [INFO ] [sig       ] [2163/3412] Forecasting NPO...
[2026-02-11T20:27:57.712327] [INFO ] [sig       ] Generating forecast for: NPO
[2026-02-11T20:27:57.712358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2026-02-11T20:27:57.731299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2026-02-11T20:27:57.731966] [INFO ] [FORECASTER] Starting predict_future for NPO
[2026-02-11T20:27:57.733063] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2026-02-11T20:27:57.733125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:57.733158] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:57.733185] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:57.733242] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:57.798611] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:57.799539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:57.799712] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:57.799750] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:57.925157] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:57.925313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:57.925355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:57.925385] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:57.928930] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=59.90%)
[2026-02-11T20:27:57.929216] [INFO ] [FORECASTER] Completed predict_future for NPO
[2026-02-11T20:27:57.929351] [INFO ] [sig       ] NPO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:58.071884] [INFO ] [LOCAL     ] Saved forecast: NPO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NPO.txt
[2026-02-11T20:27:58.072054] [INFO ] [sig       ] [2163/3412] Completed NPO in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-11T20:27:58.072096] [INFO ] [sig       ] [2164/3412] Forecasting NQP...
[2026-02-11T20:27:58.072133] [INFO ] [sig       ] Generating forecast for: NQP
[2026-02-11T20:27:58.072165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2026-02-11T20:27:58.084409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2026-02-11T20:27:58.084746] [INFO ] [FORECASTER] Starting predict_future for NQP
[2026-02-11T20:27:58.085543] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2026-02-11T20:27:58.085615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:58.085649] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:58.085677] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:58.085734] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:58.144092] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:58.144939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:58.145028] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:58.145064] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:58.261036] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:58.261195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:58.261257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:58.261294] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:58.264777] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=30.01%)
[2026-02-11T20:27:58.265066] [INFO ] [FORECASTER] Completed predict_future for NQP
[2026-02-11T20:27:58.265199] [INFO ] [sig       ] NQP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:58.406347] [INFO ] [LOCAL     ] Saved forecast: NQP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NQP.txt
[2026-02-11T20:27:58.406544] [INFO ] [sig       ] [2164/3412] Completed NQP in 0.3s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-11T20:27:58.406622] [INFO ] [sig       ] [2165/3412] Forecasting NRC...
[2026-02-11T20:27:58.406656] [INFO ] [sig       ] Generating forecast for: NRC
[2026-02-11T20:27:58.406689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2026-02-11T20:27:58.419221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2026-02-11T20:27:58.419701] [INFO ] [FORECASTER] Starting predict_future for NRC
[2026-02-11T20:27:58.420629] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2026-02-11T20:27:58.420693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:58.420726] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:58.420753] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:58.420811] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:58.481389] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:58.482382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:58.482473] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:58.482507] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:58.607469] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:58.607814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:58.607858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:58.607889] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:58.611501] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=44.57%)
[2026-02-11T20:27:58.611827] [INFO ] [FORECASTER] Completed predict_future for NRC
[2026-02-11T20:27:58.611969] [INFO ] [sig       ] NRC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:58.782417] [INFO ] [LOCAL     ] Saved forecast: NRC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NRC.txt
[2026-02-11T20:27:58.782597] [INFO ] [sig       ] [2165/3412] Completed NRC in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-11T20:27:58.782639] [INFO ] [sig       ] [2166/3412] Forecasting NRDS...
[2026-02-11T20:27:58.782670] [INFO ] [sig       ] Generating forecast for: NRDS
[2026-02-11T20:27:58.782701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2026-02-11T20:27:58.794440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2026-02-11T20:27:58.794831] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2026-02-11T20:27:58.795669] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2026-02-11T20:27:58.795720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:58.795751] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:58.795778] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:58.795834] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:58.854755] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:58.855714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:58.855822] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:58.855856] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:58.979093] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:58.979262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:58.979303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:58.979331] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:58.983200] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2026-02-11T20:27:58.983654] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2026-02-11T20:27:58.983832] [INFO ] [sig       ] NRDS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:59.130267] [INFO ] [LOCAL     ] Saved forecast: NRDS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NRDS.txt
[2026-02-11T20:27:59.130429] [INFO ] [sig       ] [2166/3412] Completed NRDS in 0.3s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-11T20:27:59.130470] [INFO ] [sig       ] [2167/3412] Forecasting NREF...
[2026-02-11T20:27:59.130500] [INFO ] [sig       ] Generating forecast for: NREF
[2026-02-11T20:27:59.130531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2026-02-11T20:27:59.142563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2026-02-11T20:27:59.142941] [INFO ] [FORECASTER] Starting predict_future for NREF
[2026-02-11T20:27:59.143798] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2026-02-11T20:27:59.143851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:59.143883] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:59.143909] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:59.143965] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:59.203355] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:59.204273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:59.204364] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:59.204398] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:59.324278] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:59.324435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:59.324477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:59.324525] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:59.328241] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=16.31%)
[2026-02-11T20:27:59.328543] [INFO ] [FORECASTER] Completed predict_future for NREF
[2026-02-11T20:27:59.328712] [INFO ] [sig       ] NREF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:27:59.472929] [INFO ] [LOCAL     ] Saved forecast: NREF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NREF.txt
[2026-02-11T20:27:59.473060] [INFO ] [sig       ] [2167/3412] Completed NREF in 0.3s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-11T20:27:59.473099] [INFO ] [sig       ] [2168/3412] Forecasting NRG...
[2026-02-11T20:27:59.473128] [INFO ] [sig       ] Generating forecast for: NRG
[2026-02-11T20:27:59.473158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2026-02-11T20:27:59.485252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2026-02-11T20:27:59.485509] [INFO ] [FORECASTER] Starting predict_future for NRG
[2026-02-11T20:27:59.486332] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2026-02-11T20:27:59.486385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:59.486441] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:59.486470] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:59.486528] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:59.547526] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:59.548349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:59.548435] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:59.548473] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:27:59.693134] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:27:59.693293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:27:59.693335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:27:59.693364] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:27:59.696909] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=81.38%)
[2026-02-11T20:27:59.697198] [INFO ] [FORECASTER] Completed predict_future for NRG
[2026-02-11T20:27:59.697334] [INFO ] [sig       ] NRG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:27:59.873525] [INFO ] [LOCAL     ] Saved forecast: NRG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NRG.txt
[2026-02-11T20:27:59.873714] [INFO ] [sig       ] [2168/3412] Completed NRG in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-11T20:27:59.873770] [INFO ] [sig       ] [2169/3412] Forecasting NRIM...
[2026-02-11T20:27:59.873803] [INFO ] [sig       ] Generating forecast for: NRIM
[2026-02-11T20:27:59.873836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2026-02-11T20:27:59.886476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2026-02-11T20:27:59.886963] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2026-02-11T20:27:59.887941] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2026-02-11T20:27:59.888008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:27:59.888040] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:27:59.888067] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:27:59.888125] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:27:59.948369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:27:59.949376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:27:59.949530] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:27:59.949609] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:00.098240] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:00.098416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:00.098460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:00.098489] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:00.102369] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2026-02-11T20:28:00.102798] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2026-02-11T20:28:00.102961] [INFO ] [sig       ] NRIM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:00.251385] [INFO ] [LOCAL     ] Saved forecast: NRIM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NRIM.txt
[2026-02-11T20:28:00.251522] [INFO ] [sig       ] [2169/3412] Completed NRIM in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-11T20:28:00.251562] [INFO ] [sig       ] [2170/3412] Forecasting NRIX...
[2026-02-11T20:28:00.251611] [INFO ] [sig       ] Generating forecast for: NRIX
[2026-02-11T20:28:00.251643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2026-02-11T20:28:00.263800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2026-02-11T20:28:00.264105] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2026-02-11T20:28:00.264944] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2026-02-11T20:28:00.264997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:00.265031] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:00.265058] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:00.265117] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:00.326440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:00.327292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:00.327376] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:00.327410] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:00.458546] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:00.458732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:00.458775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:00.458804] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:00.462436] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: DOWN (p=45.25%)
[2026-02-11T20:28:00.462825] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2026-02-11T20:28:00.462978] [INFO ] [sig       ] NRIX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:00.622635] [INFO ] [LOCAL     ] Saved forecast: NRIX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NRIX.txt
[2026-02-11T20:28:00.622768] [INFO ] [sig       ] [2170/3412] Completed NRIX in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-11T20:28:00.623002] [INFO ] [sig       ] [2171/3412] Forecasting NRK...
[2026-02-11T20:28:00.623033] [INFO ] [sig       ] Generating forecast for: NRK
[2026-02-11T20:28:00.623064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2026-02-11T20:28:00.634769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2026-02-11T20:28:00.635036] [INFO ] [FORECASTER] Starting predict_future for NRK
[2026-02-11T20:28:00.635842] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2026-02-11T20:28:00.635894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:00.635926] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:00.635953] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:00.636020] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:00.701719] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:00.702511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:00.702627] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:00.702667] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:00.827319] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:00.827501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:00.827552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:00.827645] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:00.831374] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: UP (p=85.77%)
[2026-02-11T20:28:00.831708] [INFO ] [FORECASTER] Completed predict_future for NRK
[2026-02-11T20:28:00.831861] [INFO ] [sig       ] NRK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:00.976192] [INFO ] [LOCAL     ] Saved forecast: NRK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NRK.txt
[2026-02-11T20:28:00.976361] [INFO ] [sig       ] [2171/3412] Completed NRK in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-11T20:28:00.976406] [INFO ] [sig       ] [2172/3412] Forecasting NRP...
[2026-02-11T20:28:00.976438] [INFO ] [sig       ] Generating forecast for: NRP
[2026-02-11T20:28:00.976470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2026-02-11T20:28:00.988052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2026-02-11T20:28:00.988442] [INFO ] [FORECASTER] Starting predict_future for NRP
[2026-02-11T20:28:00.989337] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2026-02-11T20:28:00.989391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:00.989423] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:00.989450] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:00.989517] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:01.053980] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:01.054885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:01.054975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:01.055009] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:01.171561] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:01.171736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:01.171778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:01.171807] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:01.175359] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=18.43%)
[2026-02-11T20:28:01.175667] [INFO ] [FORECASTER] Completed predict_future for NRP
[2026-02-11T20:28:01.175802] [INFO ] [sig       ] NRP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:01.316833] [INFO ] [LOCAL     ] Saved forecast: NRP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NRP.txt
[2026-02-11T20:28:01.316964] [INFO ] [sig       ] [2172/3412] Completed NRP in 0.3s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-11T20:28:01.317002] [INFO ] [sig       ] [2173/3412] Forecasting NRXP...
[2026-02-11T20:28:01.317031] [INFO ] [sig       ] Generating forecast for: NRXP
[2026-02-11T20:28:01.317061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2026-02-11T20:28:01.330100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2026-02-11T20:28:01.330380] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2026-02-11T20:28:01.331234] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2026-02-11T20:28:01.331304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:01.331338] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:01.331366] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:01.331425] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:01.393031] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:01.393866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:01.393954] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:01.393987] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:01.516711] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:01.516874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:01.516916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:01.516945] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:01.520598] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=52.47%)
[2026-02-11T20:28:01.520883] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2026-02-11T20:28:01.521014] [INFO ] [sig       ] NRXP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:01.670816] [INFO ] [LOCAL     ] Saved forecast: NRXP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NRXP.txt
[2026-02-11T20:28:01.670945] [INFO ] [sig       ] [2173/3412] Completed NRXP in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-11T20:28:01.670984] [INFO ] [sig       ] [2174/3412] Forecasting NSC...
[2026-02-11T20:28:01.671014] [INFO ] [sig       ] Generating forecast for: NSC
[2026-02-11T20:28:01.671044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2026-02-11T20:28:01.682596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2026-02-11T20:28:01.682893] [INFO ] [FORECASTER] Starting predict_future for NSC
[2026-02-11T20:28:01.683695] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2026-02-11T20:28:01.683748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:01.683779] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:01.683806] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:01.683863] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:01.742430] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:01.743146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:01.743231] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:01.743264] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:01.864998] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:01.865149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:01.865189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:01.865216] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:01.868681] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2026-02-11T20:28:01.868964] [INFO ] [FORECASTER] Completed predict_future for NSC
[2026-02-11T20:28:01.869094] [INFO ] [sig       ] NSC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:02.015968] [INFO ] [LOCAL     ] Saved forecast: NSC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NSC.txt
[2026-02-11T20:28:02.016137] [INFO ] [sig       ] [2174/3412] Completed NSC in 0.3s | 2.80 sym/s | Total: 13.0m | ETA: 7.4m
[2026-02-11T20:28:02.016176] [INFO ] [sig       ] [2175/3412] Forecasting NSP...
[2026-02-11T20:28:02.016205] [INFO ] [sig       ] Generating forecast for: NSP
[2026-02-11T20:28:02.016235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2026-02-11T20:28:02.028766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2026-02-11T20:28:02.029378] [INFO ] [FORECASTER] Starting predict_future for NSP
[2026-02-11T20:28:02.030269] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2026-02-11T20:28:02.030323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:02.030357] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:02.030384] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:02.030443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:02.089896] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:02.090841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:02.090930] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:02.090965] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:02.216487] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:02.216678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:02.216724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:02.216755] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:02.220423] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: DOWN (p=27.38%)
[2026-02-11T20:28:02.220789] [INFO ] [FORECASTER] Completed predict_future for NSP
[2026-02-11T20:28:02.220930] [INFO ] [sig       ] NSP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:02.367654] [INFO ] [LOCAL     ] Saved forecast: NSP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NSP.txt
[2026-02-11T20:28:02.367822] [INFO ] [sig       ] [2175/3412] Completed NSP in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.4m
[2026-02-11T20:28:02.367864] [INFO ] [sig       ] [2176/3412] Forecasting NSSC...
[2026-02-11T20:28:02.367893] [INFO ] [sig       ] Generating forecast for: NSSC
[2026-02-11T20:28:02.367922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2026-02-11T20:28:02.379594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2026-02-11T20:28:02.379954] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2026-02-11T20:28:02.380807] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2026-02-11T20:28:02.380859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:02.380891] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:02.380918] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:02.380976] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:02.438475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:02.439437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:02.439547] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:02.439606] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:02.571907] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:02.572071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:02.572114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:02.572144] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:02.575739] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: UP (p=94.69%)
[2026-02-11T20:28:02.576053] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2026-02-11T20:28:02.576219] [INFO ] [sig       ] NSSC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:02.724976] [INFO ] [LOCAL     ] Saved forecast: NSSC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NSSC.txt
[2026-02-11T20:28:02.725163] [INFO ] [sig       ] [2176/3412] Completed NSSC in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.4m
[2026-02-11T20:28:02.725207] [INFO ] [sig       ] [2177/3412] Forecasting NTAP...
[2026-02-11T20:28:02.725237] [INFO ] [sig       ] Generating forecast for: NTAP
[2026-02-11T20:28:02.725267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2026-02-11T20:28:02.738415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2026-02-11T20:28:02.738860] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2026-02-11T20:28:02.739866] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2026-02-11T20:28:02.739926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:02.739960] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:02.739989] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:02.740047] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:02.804521] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:02.805480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:02.805602] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:02.805641] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:02.936699] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:02.936871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:02.936912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:02.936940] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:02.941089] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2026-02-11T20:28:02.941501] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2026-02-11T20:28:02.941682] [INFO ] [sig       ] NTAP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:03.094640] [INFO ] [LOCAL     ] Saved forecast: NTAP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NTAP.txt
[2026-02-11T20:28:03.094821] [INFO ] [sig       ] [2177/3412] Completed NTAP in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.4m
[2026-02-11T20:28:03.094861] [INFO ] [sig       ] [2178/3412] Forecasting NTB...
[2026-02-11T20:28:03.094891] [INFO ] [sig       ] Generating forecast for: NTB
[2026-02-11T20:28:03.094921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2026-02-11T20:28:03.107868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2026-02-11T20:28:03.108288] [INFO ] [FORECASTER] Starting predict_future for NTB
[2026-02-11T20:28:03.109417] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2026-02-11T20:28:03.109472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:03.109505] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:03.109534] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:03.109615] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:03.169194] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:03.170174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:03.170298] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:03.170333] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:03.289519] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:03.289701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:03.289745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:03.289774] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:03.293350] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=81.96%)
[2026-02-11T20:28:03.293726] [INFO ] [FORECASTER] Completed predict_future for NTB
[2026-02-11T20:28:03.293864] [INFO ] [sig       ] NTB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:03.444450] [INFO ] [LOCAL     ] Saved forecast: NTB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NTB.txt
[2026-02-11T20:28:03.444628] [INFO ] [sig       ] [2178/3412] Completed NTB in 0.3s | 2.80 sym/s | Total: 13.0m | ETA: 7.4m
[2026-02-11T20:28:03.444671] [INFO ] [sig       ] [2179/3412] Forecasting NTES...
[2026-02-11T20:28:03.444703] [INFO ] [sig       ] Generating forecast for: NTES
[2026-02-11T20:28:03.444733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2026-02-11T20:28:03.457161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2026-02-11T20:28:03.457638] [INFO ] [FORECASTER] Starting predict_future for NTES
[2026-02-11T20:28:03.458529] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2026-02-11T20:28:03.458618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:03.458652] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:03.458678] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:03.458736] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:03.518108] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:03.519071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:03.519182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:03.519216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:03.645124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:03.645295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:03.645338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:03.645367] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:03.649644] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: DOWN (p=18.33%)
[2026-02-11T20:28:03.650219] [INFO ] [FORECASTER] Completed predict_future for NTES
[2026-02-11T20:28:03.650364] [INFO ] [sig       ] NTES: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:03.794290] [INFO ] [LOCAL     ] Saved forecast: NTES	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NTES.txt
[2026-02-11T20:28:03.794453] [INFO ] [sig       ] [2179/3412] Completed NTES in 0.3s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-11T20:28:03.794494] [INFO ] [sig       ] [2180/3412] Forecasting NTIC...
[2026-02-11T20:28:03.794525] [INFO ] [sig       ] Generating forecast for: NTIC
[2026-02-11T20:28:03.794555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2026-02-11T20:28:03.805758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2026-02-11T20:28:03.806107] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2026-02-11T20:28:03.806962] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2026-02-11T20:28:03.807014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:03.807046] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:03.807074] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:03.807130] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:03.864950] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:03.865869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:03.865957] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:03.865991] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:03.976843] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:03.977023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:03.977066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:03.977095] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:03.980566] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2026-02-11T20:28:03.980880] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2026-02-11T20:28:03.981012] [INFO ] [sig       ] NTIC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:04.123192] [INFO ] [LOCAL     ] Saved forecast: NTIC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NTIC.txt
[2026-02-11T20:28:04.123348] [INFO ] [sig       ] [2180/3412] Completed NTIC in 0.3s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-11T20:28:04.123389] [INFO ] [sig       ] [2181/3412] Forecasting NTLA...
[2026-02-11T20:28:04.123419] [INFO ] [sig       ] Generating forecast for: NTLA
[2026-02-11T20:28:04.123449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2026-02-11T20:28:04.135432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2026-02-11T20:28:04.135823] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2026-02-11T20:28:04.136811] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2026-02-11T20:28:04.136865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:04.136898] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:04.136926] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:04.136983] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:04.201633] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:04.202617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:04.202714] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:04.202750] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:04.330158] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:04.330325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:04.330375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:04.330416] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:04.333945] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=12.23%)
[2026-02-11T20:28:04.334223] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2026-02-11T20:28:04.334351] [INFO ] [sig       ] NTLA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:04.480118] [INFO ] [LOCAL     ] Saved forecast: NTLA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NTLA.txt
[2026-02-11T20:28:04.480306] [INFO ] [sig       ] [2181/3412] Completed NTLA in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-11T20:28:04.480348] [INFO ] [sig       ] [2182/3412] Forecasting NTNX...
[2026-02-11T20:28:04.480379] [INFO ] [sig       ] Generating forecast for: NTNX
[2026-02-11T20:28:04.480409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2026-02-11T20:28:04.491598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2026-02-11T20:28:04.491912] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2026-02-11T20:28:04.492738] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2026-02-11T20:28:04.492790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:04.492822] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:04.492849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:04.492907] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:04.552658] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:04.553739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:04.553821] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:04.553854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:04.677933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:04.678099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:04.678140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:04.678170] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:04.681880] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: DOWN (p=46.70%)
[2026-02-11T20:28:04.682347] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2026-02-11T20:28:04.682477] [INFO ] [sig       ] NTNX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:04.825735] [INFO ] [LOCAL     ] Saved forecast: NTNX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NTNX.txt
[2026-02-11T20:28:04.825893] [INFO ] [sig       ] [2182/3412] Completed NTNX in 0.3s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-11T20:28:04.825933] [INFO ] [sig       ] [2183/3412] Forecasting NTRA...
[2026-02-11T20:28:04.825964] [INFO ] [sig       ] Generating forecast for: NTRA
[2026-02-11T20:28:04.825995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2026-02-11T20:28:04.837903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2026-02-11T20:28:04.838213] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2026-02-11T20:28:04.839054] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2026-02-11T20:28:04.839107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:04.839139] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:04.839167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:04.839223] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:04.896974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:04.897931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:04.898021] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:04.898055] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:05.020929] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:05.021097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:05.021138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:05.021167] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:05.024654] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: UP (p=64.38%)
[2026-02-11T20:28:05.024940] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2026-02-11T20:28:05.025071] [INFO ] [sig       ] NTRA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:05.170005] [INFO ] [LOCAL     ] Saved forecast: NTRA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NTRA.txt
[2026-02-11T20:28:05.170163] [INFO ] [sig       ] [2183/3412] Completed NTRA in 0.3s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-11T20:28:05.170203] [INFO ] [sig       ] [2184/3412] Forecasting NTRB...
[2026-02-11T20:28:05.170234] [INFO ] [sig       ] Generating forecast for: NTRB
[2026-02-11T20:28:05.170264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2026-02-11T20:28:05.181695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2026-02-11T20:28:05.182057] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2026-02-11T20:28:05.182961] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2026-02-11T20:28:05.183026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:05.183061] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:05.183089] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:05.183146] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:05.246982] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:05.248098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:05.248190] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:05.248232] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:05.366291] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:05.366456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:05.366498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:05.366527] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:05.370021] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=48.26%)
[2026-02-11T20:28:05.370307] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2026-02-11T20:28:05.370437] [INFO ] [sig       ] NTRB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:05.511847] [INFO ] [LOCAL     ] Saved forecast: NTRB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NTRB.txt
[2026-02-11T20:28:05.512008] [INFO ] [sig       ] [2184/3412] Completed NTRB in 0.3s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-11T20:28:05.512048] [INFO ] [sig       ] [2185/3412] Forecasting NTRS...
[2026-02-11T20:28:05.512079] [INFO ] [sig       ] Generating forecast for: NTRS
[2026-02-11T20:28:05.512109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2026-02-11T20:28:05.523845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2026-02-11T20:28:05.524190] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2026-02-11T20:28:05.525011] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2026-02-11T20:28:05.525064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:05.525142] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:05.525170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:05.525228] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:05.582551] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:05.583468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:05.583552] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:05.583607] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:05.706125] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:05.706291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:05.706333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:05.706364] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:05.710392] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=74.47%)
[2026-02-11T20:28:05.710715] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2026-02-11T20:28:05.711058] [INFO ] [sig       ] NTRS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:05.865621] [INFO ] [LOCAL     ] Saved forecast: NTRS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NTRS.txt
[2026-02-11T20:28:05.865788] [INFO ] [sig       ] [2185/3412] Completed NTRS in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-11T20:28:05.865830] [INFO ] [sig       ] [2186/3412] Forecasting NTRSO...
[2026-02-11T20:28:05.865861] [INFO ] [sig       ] Generating forecast for: NTRSO
[2026-02-11T20:28:05.865891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2026-02-11T20:28:05.877753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2026-02-11T20:28:05.878183] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2026-02-11T20:28:05.879105] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2026-02-11T20:28:05.879161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:05.879195] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:05.879223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:05.879281] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:05.944235] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:05.945159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:05.945280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:05.945317] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:06.067065] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:06.067225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:06.067268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:06.067298] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:06.071065] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=73.23%)
[2026-02-11T20:28:06.071361] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2026-02-11T20:28:06.071495] [INFO ] [sig       ] NTRSO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:06.214447] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NTRSO.txt
[2026-02-11T20:28:06.214641] [INFO ] [sig       ] [2186/3412] Completed NTRSO in 0.3s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-11T20:28:06.214685] [INFO ] [sig       ] [2187/3412] Forecasting NUS...
[2026-02-11T20:28:06.214716] [INFO ] [sig       ] Generating forecast for: NUS
[2026-02-11T20:28:06.214746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2026-02-11T20:28:06.226536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2026-02-11T20:28:06.226963] [INFO ] [FORECASTER] Starting predict_future for NUS
[2026-02-11T20:28:06.227882] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2026-02-11T20:28:06.227937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:06.227970] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:06.227998] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:06.228056] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:06.286805] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:06.287753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:06.287848] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:06.287881] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:06.415025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:06.415191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:06.415234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:06.415265] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:06.418940] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2026-02-11T20:28:06.419233] [INFO ] [FORECASTER] Completed predict_future for NUS
[2026-02-11T20:28:06.419370] [INFO ] [sig       ] NUS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:06.567267] [INFO ] [LOCAL     ] Saved forecast: NUS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NUS.txt
[2026-02-11T20:28:06.567426] [INFO ] [sig       ] [2187/3412] Completed NUS in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-11T20:28:06.567473] [INFO ] [sig       ] [2188/3412] Forecasting NUTX...
[2026-02-11T20:28:06.567536] [INFO ] [sig       ] Generating forecast for: NUTX
[2026-02-11T20:28:06.567569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2026-02-11T20:28:06.580132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2026-02-11T20:28:06.580481] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2026-02-11T20:28:06.581342] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2026-02-11T20:28:06.581398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:06.581429] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:06.581457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:06.581515] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:06.645040] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:06.645963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:06.646052] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:06.646087] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:06.777692] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:06.778051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:06.778094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:06.778159] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:06.782522] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=0.16%)
[2026-02-11T20:28:06.783120] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2026-02-11T20:28:06.783276] [INFO ] [sig       ] NUTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:06.935275] [INFO ] [LOCAL     ] Saved forecast: NUTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NUTX.txt
[2026-02-11T20:28:06.935436] [INFO ] [sig       ] [2188/3412] Completed NUTX in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-11T20:28:06.935477] [INFO ] [sig       ] [2189/3412] Forecasting NUVB...
[2026-02-11T20:28:06.935507] [INFO ] [sig       ] Generating forecast for: NUVB
[2026-02-11T20:28:06.935537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2026-02-11T20:28:06.948283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2026-02-11T20:28:06.948651] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2026-02-11T20:28:06.949450] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2026-02-11T20:28:06.949502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:06.949534] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:06.949560] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:06.949647] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:07.008233] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:07.009254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:07.009360] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:07.009409] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:07.149295] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:07.149461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:07.149501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:07.149529] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:07.153121] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2026-02-11T20:28:07.153440] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2026-02-11T20:28:07.153594] [INFO ] [sig       ] NUVB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:07.300957] [INFO ] [LOCAL     ] Saved forecast: NUVB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NUVB.txt
[2026-02-11T20:28:07.301119] [INFO ] [sig       ] [2189/3412] Completed NUVB in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-11T20:28:07.301160] [INFO ] [sig       ] [2190/3412] Forecasting NUVL...
[2026-02-11T20:28:07.301189] [INFO ] [sig       ] Generating forecast for: NUVL
[2026-02-11T20:28:07.301220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2026-02-11T20:28:07.313489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2026-02-11T20:28:07.313914] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2026-02-11T20:28:07.314800] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2026-02-11T20:28:07.314853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:07.314885] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:07.314912] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:07.314970] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:07.373436] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:07.374366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:07.374453] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:07.374487] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:07.507292] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:07.507473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:07.507589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:07.507638] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:07.512016] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2026-02-11T20:28:07.512430] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2026-02-11T20:28:07.512609] [INFO ] [sig       ] NUVL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:07.665248] [INFO ] [LOCAL     ] Saved forecast: NUVL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NUVL.txt
[2026-02-11T20:28:07.665423] [INFO ] [sig       ] [2190/3412] Completed NUVL in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-11T20:28:07.665465] [INFO ] [sig       ] [2191/3412] Forecasting NUWE...
[2026-02-11T20:28:07.665497] [INFO ] [sig       ] Generating forecast for: NUWE
[2026-02-11T20:28:07.665530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2026-02-11T20:28:07.677527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2026-02-11T20:28:07.678134] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2026-02-11T20:28:07.679008] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2026-02-11T20:28:07.679061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:07.679093] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:07.679119] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:07.679176] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:07.743140] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:07.744074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:07.744164] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:07.744198] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:07.862537] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:07.862731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:07.862820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:07.862858] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:07.866517] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: UP (p=57.70%)
[2026-02-11T20:28:07.866919] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2026-02-11T20:28:07.867070] [INFO ] [sig       ] NUWE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:08.011274] [INFO ] [LOCAL     ] Saved forecast: NUWE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NUWE.txt
[2026-02-11T20:28:08.011438] [INFO ] [sig       ] [2191/3412] Completed NUWE in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.3m
[2026-02-11T20:28:08.011478] [INFO ] [sig       ] [2192/3412] Forecasting NVAX...
[2026-02-11T20:28:08.011508] [INFO ] [sig       ] Generating forecast for: NVAX
[2026-02-11T20:28:08.011538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2026-02-11T20:28:08.023604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2026-02-11T20:28:08.023978] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2026-02-11T20:28:08.024811] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2026-02-11T20:28:08.024863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:08.024895] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:08.024921] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:08.024977] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:08.083242] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:08.084156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:08.084244] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:08.084278] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:08.203695] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:08.203860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:08.203900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:08.203930] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:08.207356] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: DOWN (p=0.06%)
[2026-02-11T20:28:08.207720] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2026-02-11T20:28:08.207859] [INFO ] [sig       ] NVAX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:08.351687] [INFO ] [LOCAL     ] Saved forecast: NVAX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NVAX.txt
[2026-02-11T20:28:08.351868] [INFO ] [sig       ] [2192/3412] Completed NVAX in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.3m
[2026-02-11T20:28:08.351908] [INFO ] [sig       ] [2193/3412] Forecasting NVD...
[2026-02-11T20:28:08.351938] [INFO ] [sig       ] Generating forecast for: NVD
[2026-02-11T20:28:08.351967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2026-02-11T20:28:08.364066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2026-02-11T20:28:08.364398] [INFO ] [FORECASTER] Starting predict_future for NVD
[2026-02-11T20:28:08.365211] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2026-02-11T20:28:08.365263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:08.365296] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:08.365323] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:08.365379] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:08.423459] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:08.424418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:08.424525] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:08.424559] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:08.540503] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:08.540685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:08.540735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:08.540771] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:08.544280] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2026-02-11T20:28:08.544564] [INFO ] [FORECASTER] Completed predict_future for NVD
[2026-02-11T20:28:08.544717] [INFO ] [sig       ] NVD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:08.692346] [INFO ] [LOCAL     ] Saved forecast: NVD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NVD.txt
[2026-02-11T20:28:08.692505] [INFO ] [sig       ] [2193/3412] Completed NVD in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.3m
[2026-02-11T20:28:08.692545] [INFO ] [sig       ] [2194/3412] Forecasting NVDA...
[2026-02-11T20:28:08.692597] [INFO ] [sig       ] Generating forecast for: NVDA
[2026-02-11T20:28:08.692631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2026-02-11T20:28:08.704752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2026-02-11T20:28:08.705059] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2026-02-11T20:28:08.705889] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2026-02-11T20:28:08.705941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:08.705973] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:08.706000] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:08.706057] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:08.769597] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:08.770438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:08.770525] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:08.770559] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:08.897371] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:08.897550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:08.897613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:08.897643] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:08.901269] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: UP (p=71.61%)
[2026-02-11T20:28:08.901560] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2026-02-11T20:28:08.901724] [INFO ] [sig       ] NVDA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:09.052525] [INFO ] [LOCAL     ] Saved forecast: NVDA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NVDA.txt
[2026-02-11T20:28:09.052713] [INFO ] [sig       ] [2194/3412] Completed NVDA in 0.4s | 2.80 sym/s | Total: 13.1m | ETA: 7.3m
[2026-02-11T20:28:09.052763] [INFO ] [sig       ] [2195/3412] Forecasting NVDD...
[2026-02-11T20:28:09.052802] [INFO ] [sig       ] Generating forecast for: NVDD
[2026-02-11T20:28:09.052839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2026-02-11T20:28:09.064763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2026-02-11T20:28:09.065097] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2026-02-11T20:28:09.065970] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2026-02-11T20:28:09.066023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:09.066065] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:09.066094] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:09.066152] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:09.127502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:09.128447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:09.128590] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:09.128627] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:09.252916] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:09.253076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:09.253132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:09.253171] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:09.256939] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=55.41%)
[2026-02-11T20:28:09.257256] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2026-02-11T20:28:09.257396] [INFO ] [sig       ] NVDD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:09.408317] [INFO ] [LOCAL     ] Saved forecast: NVDD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NVDD.txt
[2026-02-11T20:28:09.408479] [INFO ] [sig       ] [2195/3412] Completed NVDD in 0.4s | 2.80 sym/s | Total: 13.1m | ETA: 7.3m
[2026-02-11T20:28:09.408521] [INFO ] [sig       ] [2196/3412] Forecasting NVDL...
[2026-02-11T20:28:09.408554] [INFO ] [sig       ] Generating forecast for: NVDL
[2026-02-11T20:28:09.408609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2026-02-11T20:28:09.421399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2026-02-11T20:28:09.421833] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2026-02-11T20:28:09.422700] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2026-02-11T20:28:09.422755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:09.422791] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:09.422823] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:09.422883] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:09.485043] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:09.485992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:09.486079] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:09.486113] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:09.611720] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:09.611878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:09.611920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:09.611949] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:09.615438] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2026-02-11T20:28:09.615749] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2026-02-11T20:28:09.615886] [INFO ] [sig       ] NVDL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:09.758180] [INFO ] [LOCAL     ] Saved forecast: NVDL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NVDL.txt
[2026-02-11T20:28:09.758332] [INFO ] [sig       ] [2196/3412] Completed NVDL in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-11T20:28:09.758382] [INFO ] [sig       ] [2197/3412] Forecasting NVDS...
[2026-02-11T20:28:09.758415] [INFO ] [sig       ] Generating forecast for: NVDS
[2026-02-11T20:28:09.758446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2026-02-11T20:28:09.769390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2026-02-11T20:28:09.769720] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2026-02-11T20:28:09.770507] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2026-02-11T20:28:09.770559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:09.770614] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:09.770643] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:09.770700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:09.836057] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:09.837087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:09.837181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:09.837215] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:09.963558] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:09.963740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:09.963783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:09.963812] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:09.967949] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=16.58%)
[2026-02-11T20:28:09.968239] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2026-02-11T20:28:09.968375] [INFO ] [sig       ] NVDS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:10.122670] [INFO ] [LOCAL     ] Saved forecast: NVDS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NVDS.txt
[2026-02-11T20:28:10.122841] [INFO ] [sig       ] [2197/3412] Completed NVDS in 0.4s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-11T20:28:10.122885] [INFO ] [sig       ] [2198/3412] Forecasting NVEC...
[2026-02-11T20:28:10.122917] [INFO ] [sig       ] Generating forecast for: NVEC
[2026-02-11T20:28:10.122949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2026-02-11T20:28:10.197319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2026-02-11T20:28:10.197752] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2026-02-11T20:28:10.198628] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2026-02-11T20:28:10.198683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:10.198718] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:10.198748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:10.198824] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:10.261455] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:10.262362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:10.262451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:10.262484] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:10.382023] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:10.382182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:10.382223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:10.382252] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:10.385725] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2026-02-11T20:28:10.386004] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2026-02-11T20:28:10.386133] [INFO ] [sig       ] NVEC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:10.534703] [INFO ] [LOCAL     ] Saved forecast: NVEC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NVEC.txt
[2026-02-11T20:28:10.534874] [INFO ] [sig       ] [2198/3412] Completed NVEC in 0.4s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-11T20:28:10.534919] [INFO ] [sig       ] [2199/3412] Forecasting NVG...
[2026-02-11T20:28:10.534951] [INFO ] [sig       ] Generating forecast for: NVG
[2026-02-11T20:28:10.534982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2026-02-11T20:28:10.546639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2026-02-11T20:28:10.546986] [INFO ] [FORECASTER] Starting predict_future for NVG
[2026-02-11T20:28:10.547871] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2026-02-11T20:28:10.547932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:10.547965] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:10.547992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:10.548049] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:10.612384] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:10.613284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:10.613372] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:10.613406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:10.741381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:10.741541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:10.741601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:10.741635] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:10.745221] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2026-02-11T20:28:10.745539] [INFO ] [FORECASTER] Completed predict_future for NVG
[2026-02-11T20:28:10.745704] [INFO ] [sig       ] NVG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:10.898091] [INFO ] [LOCAL     ] Saved forecast: NVG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NVG.txt
[2026-02-11T20:28:10.898268] [INFO ] [sig       ] [2199/3412] Completed NVG in 0.4s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-11T20:28:10.898312] [INFO ] [sig       ] [2200/3412] Forecasting NVGS...
[2026-02-11T20:28:10.898344] [INFO ] [sig       ] Generating forecast for: NVGS
[2026-02-11T20:28:10.898376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2026-02-11T20:28:10.910896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2026-02-11T20:28:10.911293] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2026-02-11T20:28:10.912176] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2026-02-11T20:28:10.912230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:10.912264] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:10.912298] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:10.912370] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:10.974430] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:10.975395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:10.975482] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:10.975515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:11.096212] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:11.096344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:11.096384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:11.096411] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:11.099810] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: UP (p=72.69%)
[2026-02-11T20:28:11.100086] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2026-02-11T20:28:11.100249] [INFO ] [sig       ] NVGS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:11.239990] [INFO ] [LOCAL     ] Saved forecast: NVGS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NVGS.txt
[2026-02-11T20:28:11.240097] [INFO ] [sig       ] [2200/3412] Completed NVGS in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-11T20:28:11.240135] [INFO ] [sig       ] [2201/3412] Forecasting NVMI...
[2026-02-11T20:28:11.240164] [INFO ] [sig       ] Generating forecast for: NVMI
[2026-02-11T20:28:11.240194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2026-02-11T20:28:11.251497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2026-02-11T20:28:11.251777] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2026-02-11T20:28:11.252588] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2026-02-11T20:28:11.252641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:11.252673] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:11.252699] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:11.252764] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:11.310423] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:11.311058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:11.311137] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:11.311169] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:11.426597] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:11.426734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:11.426773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:11.426802] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:11.430147] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: UP (p=80.95%)
[2026-02-11T20:28:11.430420] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2026-02-11T20:28:11.430549] [INFO ] [sig       ] NVMI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:11.573548] [INFO ] [LOCAL     ] Saved forecast: NVMI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NVMI.txt
[2026-02-11T20:28:11.573688] [INFO ] [sig       ] [2201/3412] Completed NVMI in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-11T20:28:11.573729] [INFO ] [sig       ] [2202/3412] Forecasting NVO...
[2026-02-11T20:28:11.573764] [INFO ] [sig       ] Generating forecast for: NVO
[2026-02-11T20:28:11.573800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2026-02-11T20:28:11.586120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2026-02-11T20:28:11.586367] [INFO ] [FORECASTER] Starting predict_future for NVO
[2026-02-11T20:28:11.587391] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2026-02-11T20:28:11.587443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:11.587515] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:11.587546] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:11.587620] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:11.644857] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:11.645450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:11.645531] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:11.645564] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:11.763438] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:11.763526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:11.763563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:11.763636] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:11.766752] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=68.90%)
[2026-02-11T20:28:11.767015] [INFO ] [FORECASTER] Completed predict_future for NVO
[2026-02-11T20:28:11.767141] [INFO ] [sig       ] NVO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:11.907656] [INFO ] [LOCAL     ] Saved forecast: NVO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NVO.txt
[2026-02-11T20:28:11.907819] [INFO ] [sig       ] [2202/3412] Completed NVO in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-11T20:28:11.907859] [INFO ] [sig       ] [2203/3412] Forecasting NVRI...
[2026-02-11T20:28:11.907890] [INFO ] [sig       ] Generating forecast for: NVRI
[2026-02-11T20:28:11.907921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2026-02-11T20:28:11.919251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2026-02-11T20:28:11.919509] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2026-02-11T20:28:11.920347] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2026-02-11T20:28:11.920399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:11.920430] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:11.920455] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:11.920511] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:11.977409] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:11.978267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:11.978353] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:11.978384] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:12.100601] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:12.100747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:12.100787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:12.100819] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:12.104234] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=57.96%)
[2026-02-11T20:28:12.104509] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2026-02-11T20:28:12.104660] [INFO ] [sig       ] NVRI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:12.244313] [INFO ] [LOCAL     ] Saved forecast: NVRI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NVRI.txt
[2026-02-11T20:28:12.244420] [INFO ] [sig       ] [2203/3412] Completed NVRI in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-11T20:28:12.244458] [INFO ] [sig       ] [2204/3412] Forecasting NVS...
[2026-02-11T20:28:12.244488] [INFO ] [sig       ] Generating forecast for: NVS
[2026-02-11T20:28:12.244518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2026-02-11T20:28:12.256051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2026-02-11T20:28:12.256314] [INFO ] [FORECASTER] Starting predict_future for NVS
[2026-02-11T20:28:12.257115] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2026-02-11T20:28:12.257168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:12.257200] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:12.257227] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:12.257284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:12.319524] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:12.320179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:12.320270] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:12.320303] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:12.439519] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:12.439629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:12.439666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:12.439692] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:12.442864] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2026-02-11T20:28:12.443127] [INFO ] [FORECASTER] Completed predict_future for NVS
[2026-02-11T20:28:12.443253] [INFO ] [sig       ] NVS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:12.584172] [INFO ] [LOCAL     ] Saved forecast: NVS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NVS.txt
[2026-02-11T20:28:12.584277] [INFO ] [sig       ] [2204/3412] Completed NVS in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-11T20:28:12.584315] [INFO ] [sig       ] [2205/3412] Forecasting NVTS...
[2026-02-11T20:28:12.584344] [INFO ] [sig       ] Generating forecast for: NVTS
[2026-02-11T20:28:12.584374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2026-02-11T20:28:12.597126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2026-02-11T20:28:12.597373] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2026-02-11T20:28:12.598233] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2026-02-11T20:28:12.598286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:12.598316] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:12.598341] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:12.598397] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:12.657519] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:12.658119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:12.658199] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:12.658231] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:12.774631] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:12.774727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:12.774763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:12.774820] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:12.778386] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: UP (p=74.72%)
[2026-02-11T20:28:12.778676] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2026-02-11T20:28:12.778804] [INFO ] [sig       ] NVTS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:12.919623] [INFO ] [LOCAL     ] Saved forecast: NVTS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NVTS.txt
[2026-02-11T20:28:12.919731] [INFO ] [sig       ] [2205/3412] Completed NVTS in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-11T20:28:12.919769] [INFO ] [sig       ] [2206/3412] Forecasting NWBI...
[2026-02-11T20:28:12.919798] [INFO ] [sig       ] Generating forecast for: NWBI
[2026-02-11T20:28:12.919827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2026-02-11T20:28:12.932376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2026-02-11T20:28:12.932648] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2026-02-11T20:28:12.933414] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2026-02-11T20:28:12.933465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:12.933498] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:12.933535] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:12.933621] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:12.992039] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:12.992646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:12.992726] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:12.992758] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:13.128260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:13.128431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:13.128472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:13.128503] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:13.132733] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2026-02-11T20:28:13.133078] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2026-02-11T20:28:13.133230] [INFO ] [sig       ] NWBI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:13.297901] [INFO ] [LOCAL     ] Saved forecast: NWBI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NWBI.txt
[2026-02-11T20:28:13.298083] [INFO ] [sig       ] [2206/3412] Completed NWBI in 0.4s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-11T20:28:13.298125] [INFO ] [sig       ] [2207/3412] Forecasting NWE...
[2026-02-11T20:28:13.298156] [INFO ] [sig       ] Generating forecast for: NWE
[2026-02-11T20:28:13.298187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2026-02-11T20:28:13.311891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2026-02-11T20:28:13.312286] [INFO ] [FORECASTER] Starting predict_future for NWE
[2026-02-11T20:28:13.313257] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2026-02-11T20:28:13.313312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:13.313346] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:13.313374] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:13.313435] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:13.377490] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:13.378599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:13.378704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:13.378740] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:13.506523] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:13.506704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:13.506750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:13.506782] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:13.510550] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=66.68%)
[2026-02-11T20:28:13.510915] [INFO ] [FORECASTER] Completed predict_future for NWE
[2026-02-11T20:28:13.511065] [INFO ] [sig       ] NWE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:13.666669] [INFO ] [LOCAL     ] Saved forecast: NWE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NWE.txt
[2026-02-11T20:28:13.666840] [INFO ] [sig       ] [2207/3412] Completed NWE in 0.4s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-11T20:28:13.666882] [INFO ] [sig       ] [2208/3412] Forecasting NWFL...
[2026-02-11T20:28:13.666913] [INFO ] [sig       ] Generating forecast for: NWFL
[2026-02-11T20:28:13.666947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2026-02-11T20:28:13.680035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2026-02-11T20:28:13.680378] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2026-02-11T20:28:13.681597] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2026-02-11T20:28:13.681653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:13.681691] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:13.681728] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:13.681805] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:13.745309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:13.746258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:13.746348] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:13.746381] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:13.869825] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:13.870008] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-11T20:28:13.870065] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:13.870114] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:13.873946] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=17.04%)
[2026-02-11T20:28:13.874245] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2026-02-11T20:28:13.874385] [INFO ] [sig       ] NWFL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:14.027183] [INFO ] [LOCAL     ] Saved forecast: NWFL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NWFL.txt
[2026-02-11T20:28:14.027351] [INFO ] [sig       ] [2208/3412] Completed NWFL in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.2m
[2026-02-11T20:28:14.027393] [INFO ] [sig       ] [2209/3412] Forecasting NWG...
[2026-02-11T20:28:14.027424] [INFO ] [sig       ] Generating forecast for: NWG
[2026-02-11T20:28:14.027456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2026-02-11T20:28:14.039497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2026-02-11T20:28:14.039871] [INFO ] [FORECASTER] Starting predict_future for NWG
[2026-02-11T20:28:14.040702] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2026-02-11T20:28:14.040754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:14.040789] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:14.040822] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:14.040892] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:14.097700] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:14.098549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:14.098668] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:14.098703] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:14.217688] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:14.217859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:14.217909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:14.217945] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:14.221926] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=48.72%)
[2026-02-11T20:28:14.222214] [INFO ] [FORECASTER] Completed predict_future for NWG
[2026-02-11T20:28:14.222348] [INFO ] [sig       ] NWG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:14.363347] [INFO ] [LOCAL     ] Saved forecast: NWG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NWG.txt
[2026-02-11T20:28:14.363521] [INFO ] [sig       ] [2209/3412] Completed NWG in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.2m
[2026-02-11T20:28:14.363562] [INFO ] [sig       ] [2210/3412] Forecasting NWL...
[2026-02-11T20:28:14.363617] [INFO ] [sig       ] Generating forecast for: NWL
[2026-02-11T20:28:14.363654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2026-02-11T20:28:14.375499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2026-02-11T20:28:14.375936] [INFO ] [FORECASTER] Starting predict_future for NWL
[2026-02-11T20:28:14.376801] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2026-02-11T20:28:14.376853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:14.376885] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:14.376912] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:14.376969] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:14.434649] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:14.435544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:14.435656] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:14.435691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:14.566190] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:14.566373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:14.566421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:14.566453] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:14.570082] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: UP (p=92.64%)
[2026-02-11T20:28:14.570401] [INFO ] [FORECASTER] Completed predict_future for NWL
[2026-02-11T20:28:14.570547] [INFO ] [sig       ] NWL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:14.715122] [INFO ] [LOCAL     ] Saved forecast: NWL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NWL.txt
[2026-02-11T20:28:14.715301] [INFO ] [sig       ] [2210/3412] Completed NWL in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.2m
[2026-02-11T20:28:14.715343] [INFO ] [sig       ] [2211/3412] Forecasting NWPX...
[2026-02-11T20:28:14.715374] [INFO ] [sig       ] Generating forecast for: NWPX
[2026-02-11T20:28:14.715405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2026-02-11T20:28:14.727394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2026-02-11T20:28:14.727879] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2026-02-11T20:28:14.728918] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2026-02-11T20:28:14.728969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:14.729000] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:14.729026] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:14.729082] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:14.788764] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:14.789866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:14.789952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:14.789985] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:14.913957] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:14.914121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:14.914161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:14.914190] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:14.917791] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=45.57%)
[2026-02-11T20:28:14.918132] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2026-02-11T20:28:14.918276] [INFO ] [sig       ] NWPX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:15.061312] [INFO ] [LOCAL     ] Saved forecast: NWPX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NWPX.txt
[2026-02-11T20:28:15.061475] [INFO ] [sig       ] [2211/3412] Completed NWPX in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.2m
[2026-02-11T20:28:15.061516] [INFO ] [sig       ] [2212/3412] Forecasting NWS...
[2026-02-11T20:28:15.061546] [INFO ] [sig       ] Generating forecast for: NWS
[2026-02-11T20:28:15.061599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2026-02-11T20:28:15.074143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2026-02-11T20:28:15.074559] [INFO ] [FORECASTER] Starting predict_future for NWS
[2026-02-11T20:28:15.075467] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2026-02-11T20:28:15.075522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:15.075554] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:15.075607] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:15.075667] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:15.132789] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:15.133737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:15.133863] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:15.133899] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:15.257184] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:15.257349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:15.257392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:15.257423] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:15.261114] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2026-02-11T20:28:15.261414] [INFO ] [FORECASTER] Completed predict_future for NWS
[2026-02-11T20:28:15.261550] [INFO ] [sig       ] NWS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:15.411055] [INFO ] [LOCAL     ] Saved forecast: NWS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NWS.txt
[2026-02-11T20:28:15.411209] [INFO ] [sig       ] [2212/3412] Completed NWS in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-11T20:28:15.411250] [INFO ] [sig       ] [2213/3412] Forecasting NWSA...
[2026-02-11T20:28:15.411281] [INFO ] [sig       ] Generating forecast for: NWSA
[2026-02-11T20:28:15.411312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2026-02-11T20:28:15.423114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2026-02-11T20:28:15.423444] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2026-02-11T20:28:15.424280] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2026-02-11T20:28:15.424333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:15.424365] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:15.424391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:15.424447] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:15.484926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:15.485823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:15.485912] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:15.485948] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:15.615659] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:15.615814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:15.615857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:15.615885] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:15.619828] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=60.25%)
[2026-02-11T20:28:15.620116] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2026-02-11T20:28:15.620249] [INFO ] [sig       ] NWSA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:15.773160] [INFO ] [LOCAL     ] Saved forecast: NWSA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NWSA.txt
[2026-02-11T20:28:15.773402] [INFO ] [sig       ] [2213/3412] Completed NWSA in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-11T20:28:15.773450] [INFO ] [sig       ] [2214/3412] Forecasting NX...
[2026-02-11T20:28:15.773482] [INFO ] [sig       ] Generating forecast for: NX
[2026-02-11T20:28:15.773513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2026-02-11T20:28:15.786547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2026-02-11T20:28:15.787032] [INFO ] [FORECASTER] Starting predict_future for NX
[2026-02-11T20:28:15.788043] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2026-02-11T20:28:15.788113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:15.788157] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:15.788188] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:15.788246] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:15.847631] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:15.848618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:15.848708] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:15.848741] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:15.969822] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:15.969983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:15.970026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:15.970054] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:15.973456] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2026-02-11T20:28:15.973754] [INFO ] [FORECASTER] Completed predict_future for NX
[2026-02-11T20:28:15.973886] [INFO ] [sig       ] NX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:16.127090] [INFO ] [LOCAL     ] Saved forecast: NX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NX.txt
[2026-02-11T20:28:16.127236] [INFO ] [sig       ] [2214/3412] Completed NX in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-11T20:28:16.127277] [INFO ] [sig       ] [2215/3412] Forecasting NXE...
[2026-02-11T20:28:16.127307] [INFO ] [sig       ] Generating forecast for: NXE
[2026-02-11T20:28:16.127337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2026-02-11T20:28:16.139280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2026-02-11T20:28:16.139643] [INFO ] [FORECASTER] Starting predict_future for NXE
[2026-02-11T20:28:16.140501] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2026-02-11T20:28:16.140556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:16.140629] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:16.140661] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:16.140721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:16.199664] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:16.200390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:16.200473] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:16.200506] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:16.319398] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:16.319597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:16.319641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:16.319670] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:16.323183] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=88.10%)
[2026-02-11T20:28:16.323474] [INFO ] [FORECASTER] Completed predict_future for NXE
[2026-02-11T20:28:16.323628] [INFO ] [sig       ] NXE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:16.464613] [INFO ] [LOCAL     ] Saved forecast: NXE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NXE.txt
[2026-02-11T20:28:16.464806] [INFO ] [sig       ] [2215/3412] Completed NXE in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-11T20:28:16.464847] [INFO ] [sig       ] [2216/3412] Forecasting NXG...
[2026-02-11T20:28:16.464878] [INFO ] [sig       ] Generating forecast for: NXG
[2026-02-11T20:28:16.464912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2026-02-11T20:28:16.476108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2026-02-11T20:28:16.476419] [INFO ] [FORECASTER] Starting predict_future for NXG
[2026-02-11T20:28:16.477287] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2026-02-11T20:28:16.477341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:16.477376] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:16.477404] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:16.477462] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:16.535620] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:16.536437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:16.536521] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:16.536553] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:16.657919] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:16.658078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:16.658118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:16.658148] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:16.661657] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=41.39%)
[2026-02-11T20:28:16.661942] [INFO ] [FORECASTER] Completed predict_future for NXG
[2026-02-11T20:28:16.662072] [INFO ] [sig       ] NXG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:16.811080] [INFO ] [LOCAL     ] Saved forecast: NXG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NXG.txt
[2026-02-11T20:28:16.811221] [INFO ] [sig       ] [2216/3412] Completed NXG in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-11T20:28:16.811259] [INFO ] [sig       ] [2217/3412] Forecasting NXGL...
[2026-02-11T20:28:16.811288] [INFO ] [sig       ] Generating forecast for: NXGL
[2026-02-11T20:28:16.811320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2026-02-11T20:28:16.822844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2026-02-11T20:28:16.823141] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2026-02-11T20:28:16.823981] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2026-02-11T20:28:16.824046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:16.824083] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:16.824109] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:16.824166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:16.882794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:16.883541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:16.883650] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:16.883686] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:17.001552] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:17.001731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:17.001771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:17.001799] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:17.005265] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=80.62%)
[2026-02-11T20:28:17.005540] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2026-02-11T20:28:17.005689] [INFO ] [sig       ] NXGL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:17.147269] [INFO ] [LOCAL     ] Saved forecast: NXGL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/NXGL.txt
[2026-02-11T20:28:17.147418] [INFO ] [sig       ] [2217/3412] Completed NXGL in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-11T20:28:17.147459] [INFO ] [sig       ] [2218/3412] Forecasting NXP...
[2026-02-11T20:28:17.147504] [INFO ] [sig       ] Generating forecast for: NXP
[2026-02-11T20:28:17.147537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2026-02-11T20:28:17.160104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2026-02-11T20:28:17.160449] [INFO ] [FORECASTER] Starting predict_future for NXP
[2026-02-11T20:28:17.161302] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2026-02-11T20:28:17.161354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:17.161391] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:17.161417] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:17.161474] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:17.218541] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:17.219279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:17.219362] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:17.219394] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:17.337228] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:17.337388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:17.337428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:17.337458] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:17.340960] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=17.45%)
[2026-02-11T20:28:17.341242] [INFO ] [FORECASTER] Completed predict_future for NXP
[2026-02-11T20:28:17.341372] [INFO ] [sig       ] NXP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:17.488556] [INFO ] [LOCAL     ] Saved forecast: NXP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NXP.txt
[2026-02-11T20:28:17.488712] [INFO ] [sig       ] [2218/3412] Completed NXP in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-11T20:28:17.488751] [INFO ] [sig       ] [2219/3412] Forecasting NXPI...
[2026-02-11T20:28:17.488781] [INFO ] [sig       ] Generating forecast for: NXPI
[2026-02-11T20:28:17.488810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2026-02-11T20:28:17.500364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2026-02-11T20:28:17.500695] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2026-02-11T20:28:17.501510] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2026-02-11T20:28:17.501598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:17.501669] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:17.501699] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:17.501757] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:17.560813] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:17.561518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:17.561620] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:17.561656] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:17.686994] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:17.687333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:17.687373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:17.687401] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:17.690821] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2026-02-11T20:28:17.691103] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2026-02-11T20:28:17.691235] [INFO ] [sig       ] NXPI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:17.835847] [INFO ] [LOCAL     ] Saved forecast: NXPI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NXPI.txt
[2026-02-11T20:28:17.836005] [INFO ] [sig       ] [2219/3412] Completed NXPI in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-11T20:28:17.836053] [INFO ] [sig       ] [2220/3412] Forecasting NYXH...
[2026-02-11T20:28:17.836089] [INFO ] [sig       ] Generating forecast for: NYXH
[2026-02-11T20:28:17.836123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2026-02-11T20:28:17.848174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2026-02-11T20:28:17.848742] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2026-02-11T20:28:17.849805] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2026-02-11T20:28:17.849857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:17.849889] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:17.849916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:17.849973] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:17.907776] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:17.908639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:17.908724] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:17.908758] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:18.032048] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:18.032208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:18.032249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:18.032278] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:18.035901] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2026-02-11T20:28:18.036183] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2026-02-11T20:28:18.036315] [INFO ] [sig       ] NYXH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:18.190977] [INFO ] [LOCAL     ] Saved forecast: NYXH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NYXH.txt
[2026-02-11T20:28:18.191170] [INFO ] [sig       ] [2220/3412] Completed NYXH in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-11T20:28:18.191214] [INFO ] [sig       ] [2221/3412] Forecasting NZF...
[2026-02-11T20:28:18.191245] [INFO ] [sig       ] Generating forecast for: NZF
[2026-02-11T20:28:18.191276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2026-02-11T20:28:18.204459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2026-02-11T20:28:18.204854] [INFO ] [FORECASTER] Starting predict_future for NZF
[2026-02-11T20:28:18.205728] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2026-02-11T20:28:18.205782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:18.205815] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:18.205843] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:18.205900] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:18.266143] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:18.267069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:18.267156] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:18.267189] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:18.391053] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:18.391209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:18.391250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:18.391281] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:18.394817] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=7.22%)
[2026-02-11T20:28:18.395132] [INFO ] [FORECASTER] Completed predict_future for NZF
[2026-02-11T20:28:18.395269] [INFO ] [sig       ] NZF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:18.543216] [INFO ] [LOCAL     ] Saved forecast: NZF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/NZF.txt
[2026-02-11T20:28:18.543340] [INFO ] [sig       ] [2221/3412] Completed NZF in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-11T20:28:18.543379] [INFO ] [sig       ] [2222/3412] Forecasting OABI...
[2026-02-11T20:28:18.543409] [INFO ] [sig       ] Generating forecast for: OABI
[2026-02-11T20:28:18.543439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2026-02-11T20:28:18.555676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2026-02-11T20:28:18.555973] [INFO ] [FORECASTER] Starting predict_future for OABI
[2026-02-11T20:28:18.556827] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2026-02-11T20:28:18.556880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:18.556914] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:18.556941] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:18.556998] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:18.616384] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:18.617030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:18.617111] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:18.617145] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:18.741785] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:18.741923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:18.741961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:18.742019] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:18.745880] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: DOWN (p=6.08%)
[2026-02-11T20:28:18.746156] [INFO ] [FORECASTER] Completed predict_future for OABI
[2026-02-11T20:28:18.746468] [INFO ] [sig       ] OABI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:18.888355] [INFO ] [LOCAL     ] Saved forecast: OABI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OABI.txt
[2026-02-11T20:28:18.888470] [INFO ] [sig       ] [2222/3412] Completed OABI in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-11T20:28:18.888515] [INFO ] [sig       ] [2223/3412] Forecasting OBDC...
[2026-02-11T20:28:18.888546] [INFO ] [sig       ] Generating forecast for: OBDC
[2026-02-11T20:28:18.888594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2026-02-11T20:28:18.901357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2026-02-11T20:28:18.901809] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2026-02-11T20:28:18.902769] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2026-02-11T20:28:18.902833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:18.902866] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:18.902893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:18.902952] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:18.965038] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:18.966135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:18.966231] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:18.966265] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:19.095148] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:19.095314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:19.095357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:19.095387] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:19.099173] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2026-02-11T20:28:19.099472] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2026-02-11T20:28:19.099634] [INFO ] [sig       ] OBDC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:19.248863] [INFO ] [LOCAL     ] Saved forecast: OBDC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OBDC.txt
[2026-02-11T20:28:19.249022] [INFO ] [sig       ] [2223/3412] Completed OBDC in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-11T20:28:19.249070] [INFO ] [sig       ] [2224/3412] Forecasting OBIL...
[2026-02-11T20:28:19.249106] [INFO ] [sig       ] Generating forecast for: OBIL
[2026-02-11T20:28:19.249143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2026-02-11T20:28:19.261775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2026-02-11T20:28:19.262134] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2026-02-11T20:28:19.262994] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2026-02-11T20:28:19.263053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:19.263086] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:19.263115] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:19.263176] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:19.323891] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:19.324818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:19.324913] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:19.324955] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:19.432256] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:19.432420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:19.432461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:19.432491] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:19.435924] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=94.86%)
[2026-02-11T20:28:19.436211] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2026-02-11T20:28:19.436358] [INFO ] [sig       ] OBIL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:19.583210] [INFO ] [LOCAL     ] Saved forecast: OBIL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OBIL.txt
[2026-02-11T20:28:19.583431] [INFO ] [sig       ] [2224/3412] Completed OBIL in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-11T20:28:19.583492] [INFO ] [sig       ] [2225/3412] Forecasting OBIO...
[2026-02-11T20:28:19.583533] [INFO ] [sig       ] Generating forecast for: OBIO
[2026-02-11T20:28:19.583567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2026-02-11T20:28:19.597237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2026-02-11T20:28:19.597702] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2026-02-11T20:28:19.598708] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2026-02-11T20:28:19.598774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:19.598821] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:19.598854] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:19.598917] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:19.664113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:19.665284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:19.665406] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:19.665458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:19.793974] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:19.794135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:19.794178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:19.794209] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:19.797876] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2026-02-11T20:28:19.798192] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2026-02-11T20:28:19.798332] [INFO ] [sig       ] OBIO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:19.958840] [INFO ] [LOCAL     ] Saved forecast: OBIO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OBIO.txt
[2026-02-11T20:28:19.959013] [INFO ] [sig       ] [2225/3412] Completed OBIO in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.1m
[2026-02-11T20:28:19.959054] [INFO ] [sig       ] [2226/3412] Forecasting OBK...
[2026-02-11T20:28:19.959084] [INFO ] [sig       ] Generating forecast for: OBK
[2026-02-11T20:28:19.959116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2026-02-11T20:28:19.972972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2026-02-11T20:28:19.973375] [INFO ] [FORECASTER] Starting predict_future for OBK
[2026-02-11T20:28:19.974269] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2026-02-11T20:28:19.974512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:19.974544] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:19.974594] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:19.974657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:20.034286] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:20.035206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:20.035294] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:20.035329] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:20.161159] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:20.161323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:20.161393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:20.161426] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:20.165337] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=88.11%)
[2026-02-11T20:28:20.165661] [INFO ] [FORECASTER] Completed predict_future for OBK
[2026-02-11T20:28:20.165911] [INFO ] [sig       ] OBK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:20.385206] [INFO ] [LOCAL     ] Saved forecast: OBK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OBK.txt
[2026-02-11T20:28:20.385377] [INFO ] [sig       ] [2226/3412] Completed OBK in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.1m
[2026-02-11T20:28:20.385421] [INFO ] [sig       ] [2227/3412] Forecasting OC...
[2026-02-11T20:28:20.385452] [INFO ] [sig       ] Generating forecast for: OC
[2026-02-11T20:28:20.385482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2026-02-11T20:28:20.398541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2026-02-11T20:28:20.398920] [INFO ] [FORECASTER] Starting predict_future for OC
[2026-02-11T20:28:20.399890] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2026-02-11T20:28:20.399945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:20.399979] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:20.400006] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:20.400065] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:20.462355] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:20.463283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:20.463379] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:20.463414] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:20.588400] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:20.588591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:20.588637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:20.588669] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:20.592260] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: UP (p=88.10%)
[2026-02-11T20:28:20.592555] [INFO ] [FORECASTER] Completed predict_future for OC
[2026-02-11T20:28:20.592716] [INFO ] [sig       ] OC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:20.744069] [INFO ] [LOCAL     ] Saved forecast: OC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OC.txt
[2026-02-11T20:28:20.744242] [INFO ] [sig       ] [2227/3412] Completed OC in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.1m
[2026-02-11T20:28:20.744285] [INFO ] [sig       ] [2228/3412] Forecasting OCCI...
[2026-02-11T20:28:20.744319] [INFO ] [sig       ] Generating forecast for: OCCI
[2026-02-11T20:28:20.744352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2026-02-11T20:28:20.758103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2026-02-11T20:28:20.758665] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2026-02-11T20:28:20.759820] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2026-02-11T20:28:20.759881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:20.759929] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:20.759981] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:20.760085] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:20.824110] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:20.825156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:20.825272] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:20.825307] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:20.947030] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:20.947201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:20.947244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:20.947271] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:20.951004] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: DOWN (p=26.65%)
[2026-02-11T20:28:20.951296] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2026-02-11T20:28:20.951426] [INFO ] [sig       ] OCCI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:21.107057] [INFO ] [LOCAL     ] Saved forecast: OCCI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OCCI.txt
[2026-02-11T20:28:21.107214] [INFO ] [sig       ] [2228/3412] Completed OCCI in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.1m
[2026-02-11T20:28:21.107261] [INFO ] [sig       ] [2229/3412] Forecasting OCFC...
[2026-02-11T20:28:21.107291] [INFO ] [sig       ] Generating forecast for: OCFC
[2026-02-11T20:28:21.107332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2026-02-11T20:28:21.121639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2026-02-11T20:28:21.121947] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2026-02-11T20:28:21.122850] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2026-02-11T20:28:21.122904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:21.122937] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:21.122967] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:21.123032] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:21.185513] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:21.186605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:21.186723] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:21.186759] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:21.315285] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:21.315444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:21.315490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:21.315521] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:21.319689] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2026-02-11T20:28:21.320000] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2026-02-11T20:28:21.320138] [INFO ] [sig       ] OCFC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:21.467772] [INFO ] [LOCAL     ] Saved forecast: OCFC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OCFC.txt
[2026-02-11T20:28:21.467910] [INFO ] [sig       ] [2229/3412] Completed OCFC in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-11T20:28:21.467949] [INFO ] [sig       ] [2230/3412] Forecasting OCGN...
[2026-02-11T20:28:21.467982] [INFO ] [sig       ] Generating forecast for: OCGN
[2026-02-11T20:28:21.468019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2026-02-11T20:28:21.480395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2026-02-11T20:28:21.480688] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2026-02-11T20:28:21.481473] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2026-02-11T20:28:21.481525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:21.481586] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:21.481618] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:21.481675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:21.544393] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:21.545306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:21.545398] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:21.545434] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:21.668803] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:21.668967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:21.669015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:21.669049] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:21.672532] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2026-02-11T20:28:21.672826] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2026-02-11T20:28:21.672953] [INFO ] [sig       ] OCGN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:21.819364] [INFO ] [LOCAL     ] Saved forecast: OCGN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OCGN.txt
[2026-02-11T20:28:21.819528] [INFO ] [sig       ] [2230/3412] Completed OCGN in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-11T20:28:21.819585] [INFO ] [sig       ] [2231/3412] Forecasting OCSL...
[2026-02-11T20:28:21.819619] [INFO ] [sig       ] Generating forecast for: OCSL
[2026-02-11T20:28:21.819660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2026-02-11T20:28:21.832239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2026-02-11T20:28:21.832612] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2026-02-11T20:28:21.833513] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2026-02-11T20:28:21.833582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:21.833629] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:21.833659] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:21.833738] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:21.894443] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:21.895554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:21.895684] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:21.895719] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:22.024031] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:22.024201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:22.024241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:22.024270] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:22.028187] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: UP (p=65.32%)
[2026-02-11T20:28:22.028465] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2026-02-11T20:28:22.028616] [INFO ] [sig       ] OCSL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:22.182502] [INFO ] [LOCAL     ] Saved forecast: OCSL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OCSL.txt
[2026-02-11T20:28:22.182723] [INFO ] [sig       ] [2231/3412] Completed OCSL in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-11T20:28:22.182769] [INFO ] [sig       ] [2232/3412] Forecasting OCUL...
[2026-02-11T20:28:22.182802] [INFO ] [sig       ] Generating forecast for: OCUL
[2026-02-11T20:28:22.182833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2026-02-11T20:28:22.195564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2026-02-11T20:28:22.195997] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2026-02-11T20:28:22.196908] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2026-02-11T20:28:22.196965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:22.197001] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:22.197031] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:22.197090] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:22.261526] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:22.262522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:22.262636] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:22.262672] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:22.387372] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:22.387567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:22.387630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:22.387665] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:22.391333] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2026-02-11T20:28:22.391632] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2026-02-11T20:28:22.391764] [INFO ] [sig       ] OCUL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:22.551934] [INFO ] [LOCAL     ] Saved forecast: OCUL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OCUL.txt
[2026-02-11T20:28:22.552169] [INFO ] [sig       ] [2232/3412] Completed OCUL in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-11T20:28:22.552222] [INFO ] [sig       ] [2233/3412] Forecasting ODC...
[2026-02-11T20:28:22.552255] [INFO ] [sig       ] Generating forecast for: ODC
[2026-02-11T20:28:22.552285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2026-02-11T20:28:22.565391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2026-02-11T20:28:22.565797] [INFO ] [FORECASTER] Starting predict_future for ODC
[2026-02-11T20:28:22.566765] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2026-02-11T20:28:22.566821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:22.566855] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:22.566884] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:22.566943] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:22.632010] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:22.633182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:22.633296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:22.633526] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:22.756170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:22.756334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:22.756376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:22.756406] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:22.760112] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=76.06%)
[2026-02-11T20:28:22.760401] [INFO ] [FORECASTER] Completed predict_future for ODC
[2026-02-11T20:28:22.760535] [INFO ] [sig       ] ODC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:22.914946] [INFO ] [LOCAL     ] Saved forecast: ODC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ODC.txt
[2026-02-11T20:28:22.915106] [INFO ] [sig       ] [2233/3412] Completed ODC in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-11T20:28:22.915147] [INFO ] [sig       ] [2234/3412] Forecasting ODD...
[2026-02-11T20:28:22.915186] [INFO ] [sig       ] Generating forecast for: ODD
[2026-02-11T20:28:22.915219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2026-02-11T20:28:22.932676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2026-02-11T20:28:22.933338] [INFO ] [FORECASTER] Starting predict_future for ODD
[2026-02-11T20:28:22.934762] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2026-02-11T20:28:22.934870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:22.934908] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:22.934937] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:22.935002] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:23.003190] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:23.004725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:23.004833] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:23.004868] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:23.138647] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:23.138905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:23.138955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:23.138985] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:23.143187] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=68.60%)
[2026-02-11T20:28:23.143597] [INFO ] [FORECASTER] Completed predict_future for ODD
[2026-02-11T20:28:23.143817] [INFO ] [sig       ] ODD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:23.294514] [INFO ] [LOCAL     ] Saved forecast: ODD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ODD.txt
[2026-02-11T20:28:23.294748] [INFO ] [sig       ] [2234/3412] Completed ODD in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-11T20:28:23.294792] [INFO ] [sig       ] [2235/3412] Forecasting ODFL...
[2026-02-11T20:28:23.294823] [INFO ] [sig       ] Generating forecast for: ODFL
[2026-02-11T20:28:23.294855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2026-02-11T20:28:23.309685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2026-02-11T20:28:23.310168] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2026-02-11T20:28:23.311226] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2026-02-11T20:28:23.311285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:23.311325] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:23.311353] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:23.311413] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:23.374049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:23.375266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:23.375368] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:23.375402] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:23.507049] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:23.507286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:23.507333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:23.507363] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:23.511451] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: DOWN (p=14.40%)
[2026-02-11T20:28:23.511827] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2026-02-11T20:28:23.512042] [INFO ] [sig       ] ODFL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:23.666660] [INFO ] [LOCAL     ] Saved forecast: ODFL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ODFL.txt
[2026-02-11T20:28:23.666907] [INFO ] [sig       ] [2235/3412] Completed ODFL in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-11T20:28:23.666955] [INFO ] [sig       ] [2236/3412] Forecasting OEC...
[2026-02-11T20:28:23.666986] [INFO ] [sig       ] Generating forecast for: OEC
[2026-02-11T20:28:23.667021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2026-02-11T20:28:23.681390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2026-02-11T20:28:23.681866] [INFO ] [FORECASTER] Starting predict_future for OEC
[2026-02-11T20:28:23.682902] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2026-02-11T20:28:23.682958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:23.683030] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:23.683060] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:23.683120] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:23.746398] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:23.747855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:23.747962] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:23.747994] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:23.876427] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:23.876674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:23.876723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:23.876754] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:23.880731] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: UP (p=62.94%)
[2026-02-11T20:28:23.881046] [INFO ] [FORECASTER] Completed predict_future for OEC
[2026-02-11T20:28:23.881193] [INFO ] [sig       ] OEC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:24.035918] [INFO ] [LOCAL     ] Saved forecast: OEC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OEC.txt
[2026-02-11T20:28:24.036144] [INFO ] [sig       ] [2236/3412] Completed OEC in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-11T20:28:24.036190] [INFO ] [sig       ] [2237/3412] Forecasting OESX...
[2026-02-11T20:28:24.036223] [INFO ] [sig       ] Generating forecast for: OESX
[2026-02-11T20:28:24.036257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2026-02-11T20:28:24.049738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2026-02-11T20:28:24.050304] [INFO ] [FORECASTER] Starting predict_future for OESX
[2026-02-11T20:28:24.051394] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2026-02-11T20:28:24.051450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:24.051484] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:24.051511] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:24.051604] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:24.115156] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:24.116391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:24.116509] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:24.116543] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:24.241019] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:24.241264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:24.241312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:24.241365] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:24.245655] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: DOWN (p=41.58%)
[2026-02-11T20:28:24.246051] [INFO ] [FORECASTER] Completed predict_future for OESX
[2026-02-11T20:28:24.246217] [INFO ] [sig       ] OESX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:24.398122] [INFO ] [LOCAL     ] Saved forecast: OESX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OESX.txt
[2026-02-11T20:28:24.398365] [INFO ] [sig       ] [2237/3412] Completed OESX in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-11T20:28:24.398414] [INFO ] [sig       ] [2238/3412] Forecasting OFG...
[2026-02-11T20:28:24.398452] [INFO ] [sig       ] Generating forecast for: OFG
[2026-02-11T20:28:24.398488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2026-02-11T20:28:24.413456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2026-02-11T20:28:24.414014] [INFO ] [FORECASTER] Starting predict_future for OFG
[2026-02-11T20:28:24.415007] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2026-02-11T20:28:24.415061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:24.415094] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:24.415122] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:24.415180] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:24.474899] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:24.476121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:24.476233] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:24.476269] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:24.598852] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:24.599088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:24.599134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:24.599162] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:24.602994] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=17.81%)
[2026-02-11T20:28:24.603506] [INFO ] [FORECASTER] Completed predict_future for OFG
[2026-02-11T20:28:24.603667] [INFO ] [sig       ] OFG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:24.751735] [INFO ] [LOCAL     ] Saved forecast: OFG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OFG.txt
[2026-02-11T20:28:24.751965] [INFO ] [sig       ] [2238/3412] Completed OFG in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-11T20:28:24.752011] [INFO ] [sig       ] [2239/3412] Forecasting OFIX...
[2026-02-11T20:28:24.752043] [INFO ] [sig       ] Generating forecast for: OFIX
[2026-02-11T20:28:24.752077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2026-02-11T20:28:24.767879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2026-02-11T20:28:24.768434] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2026-02-11T20:28:24.769432] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2026-02-11T20:28:24.769491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:24.769525] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:24.769551] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:24.769635] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:24.835798] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:24.837262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:24.837374] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:24.837434] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:24.965872] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:24.966112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:24.966164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:24.966244] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:24.970344] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=48.08%)
[2026-02-11T20:28:24.970690] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2026-02-11T20:28:24.970845] [INFO ] [sig       ] OFIX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:25.117872] [INFO ] [LOCAL     ] Saved forecast: OFIX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OFIX.txt
[2026-02-11T20:28:25.118116] [INFO ] [sig       ] [2239/3412] Completed OFIX in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-11T20:28:25.118160] [INFO ] [sig       ] [2240/3412] Forecasting OFLX...
[2026-02-11T20:28:25.118192] [INFO ] [sig       ] Generating forecast for: OFLX
[2026-02-11T20:28:25.118225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2026-02-11T20:28:25.136464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2026-02-11T20:28:25.137151] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2026-02-11T20:28:25.138229] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2026-02-11T20:28:25.138284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:25.138319] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:25.138346] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:25.138407] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:25.198501] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:25.199871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:25.200017] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:25.200057] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:25.333037] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:25.333481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:25.333534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:25.333564] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:25.337763] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2026-02-11T20:28:25.338083] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2026-02-11T20:28:25.338228] [INFO ] [sig       ] OFLX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:25.491137] [INFO ] [LOCAL     ] Saved forecast: OFLX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OFLX.txt
[2026-02-11T20:28:25.491367] [INFO ] [sig       ] [2240/3412] Completed OFLX in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-11T20:28:25.491411] [INFO ] [sig       ] [2241/3412] Forecasting OFS...
[2026-02-11T20:28:25.491440] [INFO ] [sig       ] Generating forecast for: OFS
[2026-02-11T20:28:25.491475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2026-02-11T20:28:25.505027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2026-02-11T20:28:25.505415] [INFO ] [FORECASTER] Starting predict_future for OFS
[2026-02-11T20:28:25.506444] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2026-02-11T20:28:25.506501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:25.506536] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:25.506564] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:25.506665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:25.569014] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:25.570196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:25.570303] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:25.570345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:25.700731] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:25.700968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:25.701015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:25.701047] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:25.705760] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: UP (p=78.67%)
[2026-02-11T20:28:25.706220] [INFO ] [FORECASTER] Completed predict_future for OFS
[2026-02-11T20:28:25.706404] [INFO ] [sig       ] OFS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:25.856197] [INFO ] [LOCAL     ] Saved forecast: OFS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OFS.txt
[2026-02-11T20:28:25.856421] [INFO ] [sig       ] [2241/3412] Completed OFS in 0.4s | 2.80 sym/s | Total: 13.4m | ETA: 7.0m
[2026-02-11T20:28:25.856465] [INFO ] [sig       ] [2242/3412] Forecasting OGE...
[2026-02-11T20:28:25.856496] [INFO ] [sig       ] Generating forecast for: OGE
[2026-02-11T20:28:25.856531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2026-02-11T20:28:25.873748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2026-02-11T20:28:25.874358] [INFO ] [FORECASTER] Starting predict_future for OGE
[2026-02-11T20:28:25.875352] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2026-02-11T20:28:25.875407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:25.875448] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:25.875477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:25.875536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:25.936275] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:25.937522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:25.937650] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:25.937684] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:26.062606] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:26.062875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:26.062924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:26.062953] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:26.067344] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=37.28%)
[2026-02-11T20:28:26.067839] [INFO ] [FORECASTER] Completed predict_future for OGE
[2026-02-11T20:28:26.068017] [INFO ] [sig       ] OGE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:26.219960] [INFO ] [LOCAL     ] Saved forecast: OGE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OGE.txt
[2026-02-11T20:28:26.220193] [INFO ] [sig       ] [2242/3412] Completed OGE in 0.4s | 2.80 sym/s | Total: 13.4m | ETA: 7.0m
[2026-02-11T20:28:26.220236] [INFO ] [sig       ] [2243/3412] Forecasting OGI...
[2026-02-11T20:28:26.220270] [INFO ] [sig       ] Generating forecast for: OGI
[2026-02-11T20:28:26.220317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2026-02-11T20:28:26.235454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2026-02-11T20:28:26.236168] [INFO ] [FORECASTER] Starting predict_future for OGI
[2026-02-11T20:28:26.237519] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2026-02-11T20:28:26.237641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:26.237694] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:26.237786] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:26.237875] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:26.298723] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:26.299900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:26.300032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:26.300066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:26.430466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:26.430728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:26.430777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:26.430808] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:26.435094] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=28.77%)
[2026-02-11T20:28:26.435510] [INFO ] [FORECASTER] Completed predict_future for OGI
[2026-02-11T20:28:26.435695] [INFO ] [sig       ] OGI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:26.594191] [INFO ] [LOCAL     ] Saved forecast: OGI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OGI.txt
[2026-02-11T20:28:26.594416] [INFO ] [sig       ] [2243/3412] Completed OGI in 0.4s | 2.80 sym/s | Total: 13.4m | ETA: 7.0m
[2026-02-11T20:28:26.594462] [INFO ] [sig       ] [2244/3412] Forecasting OGN...
[2026-02-11T20:28:26.594493] [INFO ] [sig       ] Generating forecast for: OGN
[2026-02-11T20:28:26.594526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2026-02-11T20:28:26.613158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2026-02-11T20:28:26.614164] [INFO ] [FORECASTER] Starting predict_future for OGN
[2026-02-11T20:28:26.615876] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2026-02-11T20:28:26.615951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:26.615987] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:26.616016] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:26.616102] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:26.683072] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:26.684384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:26.684501] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:26.684567] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:26.820873] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:26.821172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:26.821238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:26.821270] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:26.826125] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2026-02-11T20:28:26.826481] [INFO ] [FORECASTER] Completed predict_future for OGN
[2026-02-11T20:28:26.826673] [INFO ] [sig       ] OGN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:26.993147] [INFO ] [LOCAL     ] Saved forecast: OGN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OGN.txt
[2026-02-11T20:28:26.993371] [INFO ] [sig       ] [2244/3412] Completed OGN in 0.4s | 2.80 sym/s | Total: 13.4m | ETA: 7.0m
[2026-02-11T20:28:26.993433] [INFO ] [sig       ] [2245/3412] Forecasting OHI...
[2026-02-11T20:28:26.993482] [INFO ] [sig       ] Generating forecast for: OHI
[2026-02-11T20:28:26.993520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2026-02-11T20:28:27.008615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2026-02-11T20:28:27.009257] [INFO ] [FORECASTER] Starting predict_future for OHI
[2026-02-11T20:28:27.010325] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2026-02-11T20:28:27.010382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:27.010418] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:27.010473] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:27.010539] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:27.072448] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:27.073774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:27.073879] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:27.073914] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:27.201711] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:27.201980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:27.202041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:27.202074] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:27.207275] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2026-02-11T20:28:27.208077] [INFO ] [FORECASTER] Completed predict_future for OHI
[2026-02-11T20:28:27.208280] [INFO ] [sig       ] OHI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:27.374286] [INFO ] [LOCAL     ] Saved forecast: OHI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OHI.txt
[2026-02-11T20:28:27.374530] [INFO ] [sig       ] [2245/3412] Completed OHI in 0.4s | 2.80 sym/s | Total: 13.4m | ETA: 7.0m
[2026-02-11T20:28:27.374606] [INFO ] [sig       ] [2246/3412] Forecasting OI...
[2026-02-11T20:28:27.374643] [INFO ] [sig       ] Generating forecast for: OI
[2026-02-11T20:28:27.374675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2026-02-11T20:28:27.388250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2026-02-11T20:28:27.388733] [INFO ] [FORECASTER] Starting predict_future for OI
[2026-02-11T20:28:27.389738] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2026-02-11T20:28:27.389802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:27.389843] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:27.389879] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:27.389954] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:27.455648] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:27.456685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:27.456782] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:27.456849] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:27.583174] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:27.583342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:27.583384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:27.583415] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:27.586957] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=89.37%)
[2026-02-11T20:28:27.587247] [INFO ] [FORECASTER] Completed predict_future for OI
[2026-02-11T20:28:27.587380] [INFO ] [sig       ] OI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:27.735553] [INFO ] [LOCAL     ] Saved forecast: OI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OI.txt
[2026-02-11T20:28:27.735754] [INFO ] [sig       ] [2246/3412] Completed OI in 0.4s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-11T20:28:27.735796] [INFO ] [sig       ] [2247/3412] Forecasting OIA...
[2026-02-11T20:28:27.735827] [INFO ] [sig       ] Generating forecast for: OIA
[2026-02-11T20:28:27.735858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2026-02-11T20:28:27.749205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2026-02-11T20:28:27.749856] [INFO ] [FORECASTER] Starting predict_future for OIA
[2026-02-11T20:28:27.751008] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2026-02-11T20:28:27.751067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:27.751114] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:27.751151] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:27.751222] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:27.812773] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:27.813713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:27.813804] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:27.813838] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:27.938269] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:27.938440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:27.938484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:27.938515] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:27.942236] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=69.03%)
[2026-02-11T20:28:27.942565] [INFO ] [FORECASTER] Completed predict_future for OIA
[2026-02-11T20:28:27.942728] [INFO ] [sig       ] OIA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:28.092986] [INFO ] [LOCAL     ] Saved forecast: OIA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OIA.txt
[2026-02-11T20:28:28.093245] [INFO ] [sig       ] [2247/3412] Completed OIA in 0.4s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-11T20:28:28.093316] [INFO ] [sig       ] [2248/3412] Forecasting OII...
[2026-02-11T20:28:28.093360] [INFO ] [sig       ] Generating forecast for: OII
[2026-02-11T20:28:28.093399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2026-02-11T20:28:28.106942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2026-02-11T20:28:28.107373] [INFO ] [FORECASTER] Starting predict_future for OII
[2026-02-11T20:28:28.108386] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2026-02-11T20:28:28.108446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:28.108479] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:28.108507] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:28.108565] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:28.182605] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:28.183795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:28.183935] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:28.183979] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:28.347321] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:28.347563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:28.347654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:28.347709] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:28.352516] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=22.48%)
[2026-02-11T20:28:28.353053] [INFO ] [FORECASTER] Completed predict_future for OII
[2026-02-11T20:28:28.353234] [INFO ] [sig       ] OII: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:28.543895] [INFO ] [LOCAL     ] Saved forecast: OII	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OII.txt
[2026-02-11T20:28:28.544130] [INFO ] [sig       ] [2248/3412] Completed OII in 0.5s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-11T20:28:28.544227] [INFO ] [sig       ] [2249/3412] Forecasting OIS...
[2026-02-11T20:28:28.544286] [INFO ] [sig       ] Generating forecast for: OIS
[2026-02-11T20:28:28.544338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2026-02-11T20:28:28.572537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2026-02-11T20:28:28.573108] [INFO ] [FORECASTER] Starting predict_future for OIS
[2026-02-11T20:28:28.574692] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2026-02-11T20:28:28.574809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:28.574872] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:28.574926] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:28.575022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:28.673263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:28.674560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:28.674850] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:28.674911] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:28.876223] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:28.876511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:28.876605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:28.876663] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:28.882747] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=46.08%)
[2026-02-11T20:28:28.883283] [INFO ] [FORECASTER] Completed predict_future for OIS
[2026-02-11T20:28:28.883508] [INFO ] [sig       ] OIS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:29.126268] [INFO ] [LOCAL     ] Saved forecast: OIS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OIS.txt
[2026-02-11T20:28:29.126552] [INFO ] [sig       ] [2249/3412] Completed OIS in 0.6s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-11T20:28:29.126646] [INFO ] [sig       ] [2250/3412] Forecasting OKE...
[2026-02-11T20:28:29.126706] [INFO ] [sig       ] Generating forecast for: OKE
[2026-02-11T20:28:29.126768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2026-02-11T20:28:29.143843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2026-02-11T20:28:29.144297] [INFO ] [FORECASTER] Starting predict_future for OKE
[2026-02-11T20:28:29.145210] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2026-02-11T20:28:29.145266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:29.145299] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:29.145328] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:29.145386] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:29.223419] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:29.224449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:29.224613] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:29.224652] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:29.356146] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:29.356330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:29.356408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:29.356442] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:29.360424] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2026-02-11T20:28:29.360876] [INFO ] [FORECASTER] Completed predict_future for OKE
[2026-02-11T20:28:29.361061] [INFO ] [sig       ] OKE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:29.532189] [INFO ] [LOCAL     ] Saved forecast: OKE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OKE.txt
[2026-02-11T20:28:29.532419] [INFO ] [sig       ] [2250/3412] Completed OKE in 0.4s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-11T20:28:29.532476] [INFO ] [sig       ] [2251/3412] Forecasting OKTA...
[2026-02-11T20:28:29.532518] [INFO ] [sig       ] Generating forecast for: OKTA
[2026-02-11T20:28:29.532560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2026-02-11T20:28:29.547826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2026-02-11T20:28:29.548223] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2026-02-11T20:28:29.549112] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2026-02-11T20:28:29.549165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:29.549203] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:29.549236] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:29.549306] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:29.609372] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:29.610300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:29.610390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:29.610425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:29.743064] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:29.743222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:29.743265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:29.743294] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:29.747680] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: DOWN (p=29.58%)
[2026-02-11T20:28:29.748041] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2026-02-11T20:28:29.748192] [INFO ] [sig       ] OKTA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:29.897902] [INFO ] [LOCAL     ] Saved forecast: OKTA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OKTA.txt
[2026-02-11T20:28:29.898056] [INFO ] [sig       ] [2251/3412] Completed OKTA in 0.4s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-11T20:28:29.898100] [INFO ] [sig       ] [2252/3412] Forecasting OKYO...
[2026-02-11T20:28:29.898131] [INFO ] [sig       ] Generating forecast for: OKYO
[2026-02-11T20:28:29.898163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2026-02-11T20:28:29.909676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2026-02-11T20:28:29.910005] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2026-02-11T20:28:29.910863] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2026-02-11T20:28:29.910917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:29.910951] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:29.910980] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:29.911038] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:29.972961] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:29.973953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:29.974039] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:29.974074] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:30.096979] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:30.097140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:30.097189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:30.097226] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:30.101637] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: DOWN (p=39.32%)
[2026-02-11T20:28:30.102191] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2026-02-11T20:28:30.102365] [INFO ] [sig       ] OKYO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:30.254639] [INFO ] [LOCAL     ] Saved forecast: OKYO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OKYO.txt
[2026-02-11T20:28:30.254788] [INFO ] [sig       ] [2252/3412] Completed OKYO in 0.4s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-11T20:28:30.254829] [INFO ] [sig       ] [2253/3412] Forecasting OLED...
[2026-02-11T20:28:30.254860] [INFO ] [sig       ] Generating forecast for: OLED
[2026-02-11T20:28:30.254893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2026-02-11T20:28:30.267442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2026-02-11T20:28:30.267791] [INFO ] [FORECASTER] Starting predict_future for OLED
[2026-02-11T20:28:30.268641] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2026-02-11T20:28:30.268695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:30.268753] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:30.268783] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:30.268842] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:30.332617] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:30.333540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:30.333651] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:30.333687] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:30.465370] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:30.465539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:30.465601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:30.465636] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:30.469396] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: DOWN (p=20.40%)
[2026-02-11T20:28:30.469766] [INFO ] [FORECASTER] Completed predict_future for OLED
[2026-02-11T20:28:30.469920] [INFO ] [sig       ] OLED: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:30.621503] [INFO ] [LOCAL     ] Saved forecast: OLED	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OLED.txt
[2026-02-11T20:28:30.621656] [INFO ] [sig       ] [2253/3412] Completed OLED in 0.4s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-11T20:28:30.621698] [INFO ] [sig       ] [2254/3412] Forecasting OLLI...
[2026-02-11T20:28:30.621728] [INFO ] [sig       ] Generating forecast for: OLLI
[2026-02-11T20:28:30.621758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2026-02-11T20:28:30.635253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2026-02-11T20:28:30.635733] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2026-02-11T20:28:30.636793] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2026-02-11T20:28:30.636848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:30.636892] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:30.636922] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:30.636981] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:30.700431] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:30.701194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:30.701284] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:30.701317] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:30.824183] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:30.824331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:30.824373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:30.824401] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:30.828016] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2026-02-11T20:28:30.828327] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2026-02-11T20:28:30.828476] [INFO ] [sig       ] OLLI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:30.978332] [INFO ] [LOCAL     ] Saved forecast: OLLI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OLLI.txt
[2026-02-11T20:28:30.978509] [INFO ] [sig       ] [2254/3412] Completed OLLI in 0.4s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-11T20:28:30.978758] [INFO ] [sig       ] [2255/3412] Forecasting OLMA...
[2026-02-11T20:28:30.978790] [INFO ] [sig       ] Generating forecast for: OLMA
[2026-02-11T20:28:30.978820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2026-02-11T20:28:30.991116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2026-02-11T20:28:30.991555] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2026-02-11T20:28:30.992549] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2026-02-11T20:28:30.992631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:30.992676] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:30.992705] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:30.992764] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:31.054926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:31.055807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:31.055893] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:31.055928] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:31.183376] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:31.183536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:31.183601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:31.183634] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:31.187984] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2026-02-11T20:28:31.188291] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2026-02-11T20:28:31.188434] [INFO ] [sig       ] OLMA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:31.337001] [INFO ] [LOCAL     ] Saved forecast: OLMA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OLMA.txt
[2026-02-11T20:28:31.337129] [INFO ] [sig       ] [2255/3412] Completed OLMA in 0.4s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-11T20:28:31.337168] [INFO ] [sig       ] [2256/3412] Forecasting OLN...
[2026-02-11T20:28:31.337198] [INFO ] [sig       ] Generating forecast for: OLN
[2026-02-11T20:28:31.337231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2026-02-11T20:28:31.349535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2026-02-11T20:28:31.349861] [INFO ] [FORECASTER] Starting predict_future for OLN
[2026-02-11T20:28:31.350719] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2026-02-11T20:28:31.350771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:31.350803] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:31.350830] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:31.350887] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:31.409489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:31.410185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:31.410281] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:31.410321] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:31.535192] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:31.535343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:31.535621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:31.535693] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:31.541067] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=7.11%)
[2026-02-11T20:28:31.541410] [INFO ] [FORECASTER] Completed predict_future for OLN
[2026-02-11T20:28:31.541570] [INFO ] [sig       ] OLN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:31.691359] [INFO ] [LOCAL     ] Saved forecast: OLN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OLN.txt
[2026-02-11T20:28:31.691489] [INFO ] [sig       ] [2256/3412] Completed OLN in 0.4s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-11T20:28:31.691529] [INFO ] [sig       ] [2257/3412] Forecasting OLP...
[2026-02-11T20:28:31.691559] [INFO ] [sig       ] Generating forecast for: OLP
[2026-02-11T20:28:31.691610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2026-02-11T20:28:31.703545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2026-02-11T20:28:31.703861] [INFO ] [FORECASTER] Starting predict_future for OLP
[2026-02-11T20:28:31.704669] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2026-02-11T20:28:31.704720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:31.704752] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:31.704778] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:31.704836] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:31.762498] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:31.763163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:31.763251] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:31.763290] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:31.881530] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:31.881710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:31.881753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:31.881784] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:31.885670] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=74.00%)
[2026-02-11T20:28:31.885961] [INFO ] [FORECASTER] Completed predict_future for OLP
[2026-02-11T20:28:31.886097] [INFO ] [sig       ] OLP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:32.031973] [INFO ] [LOCAL     ] Saved forecast: OLP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OLP.txt
[2026-02-11T20:28:32.032110] [INFO ] [sig       ] [2257/3412] Completed OLP in 0.3s | 2.80 sym/s | Total: 13.5m | ETA: 6.9m
[2026-02-11T20:28:32.032150] [INFO ] [sig       ] [2258/3412] Forecasting OLPX...
[2026-02-11T20:28:32.032187] [INFO ] [sig       ] Generating forecast for: OLPX
[2026-02-11T20:28:32.032218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2026-02-11T20:28:32.045156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2026-02-11T20:28:32.045484] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2026-02-11T20:28:32.046315] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2026-02-11T20:28:32.046379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:32.046418] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:32.046447] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:32.046505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:32.106839] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:32.107732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:32.107824] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:32.107858] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:32.229638] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:32.229803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:32.229846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:32.229878] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:32.233554] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=42.28%)
[2026-02-11T20:28:32.233862] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2026-02-11T20:28:32.233999] [INFO ] [sig       ] OLPX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:32.377954] [INFO ] [LOCAL     ] Saved forecast: OLPX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OLPX.txt
[2026-02-11T20:28:32.378115] [INFO ] [sig       ] [2258/3412] Completed OLPX in 0.3s | 2.80 sym/s | Total: 13.5m | ETA: 6.9m
[2026-02-11T20:28:32.378157] [INFO ] [sig       ] [2259/3412] Forecasting OM...
[2026-02-11T20:28:32.378189] [INFO ] [sig       ] Generating forecast for: OM
[2026-02-11T20:28:32.378221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2026-02-11T20:28:32.389946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2026-02-11T20:28:32.390243] [INFO ] [FORECASTER] Starting predict_future for OM
[2026-02-11T20:28:32.391075] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2026-02-11T20:28:32.391127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:32.391159] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:32.391185] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:32.391242] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:32.453191] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:32.454056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:32.454143] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:32.454177] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:32.576437] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:32.576610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:32.576655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:32.576685] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:32.580456] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=60.22%)
[2026-02-11T20:28:32.580853] [INFO ] [FORECASTER] Completed predict_future for OM
[2026-02-11T20:28:32.581026] [INFO ] [sig       ] OM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:32.728328] [INFO ] [LOCAL     ] Saved forecast: OM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OM.txt
[2026-02-11T20:28:32.728515] [INFO ] [sig       ] [2259/3412] Completed OM in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.9m
[2026-02-11T20:28:32.728556] [INFO ] [sig       ] [2260/3412] Forecasting OMAB...
[2026-02-11T20:28:32.728613] [INFO ] [sig       ] Generating forecast for: OMAB
[2026-02-11T20:28:32.728645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2026-02-11T20:28:32.741079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2026-02-11T20:28:32.741464] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2026-02-11T20:28:32.742603] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2026-02-11T20:28:32.742666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:32.742702] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:32.742734] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:32.742802] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:32.804960] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:32.805901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:32.805994] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:32.806026] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:32.929608] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:32.929769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:32.929811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:32.929840] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:32.933480] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=32.41%)
[2026-02-11T20:28:32.933782] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2026-02-11T20:28:32.933917] [INFO ] [sig       ] OMAB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:33.084868] [INFO ] [LOCAL     ] Saved forecast: OMAB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OMAB.txt
[2026-02-11T20:28:33.085043] [INFO ] [sig       ] [2260/3412] Completed OMAB in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.9m
[2026-02-11T20:28:33.085094] [INFO ] [sig       ] [2261/3412] Forecasting OMC...
[2026-02-11T20:28:33.085128] [INFO ] [sig       ] Generating forecast for: OMC
[2026-02-11T20:28:33.085160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2026-02-11T20:28:33.097884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2026-02-11T20:28:33.098264] [INFO ] [FORECASTER] Starting predict_future for OMC
[2026-02-11T20:28:33.099116] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2026-02-11T20:28:33.099171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:33.099205] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:33.099231] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:33.099297] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:33.160529] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:33.161535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:33.161647] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:33.161683] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:33.292271] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:33.292441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:33.292484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:33.292532] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:33.296133] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=21.85%)
[2026-02-11T20:28:33.296438] [INFO ] [FORECASTER] Completed predict_future for OMC
[2026-02-11T20:28:33.296598] [INFO ] [sig       ] OMC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:33.443690] [INFO ] [LOCAL     ] Saved forecast: OMC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OMC.txt
[2026-02-11T20:28:33.443870] [INFO ] [sig       ] [2261/3412] Completed OMC in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.9m
[2026-02-11T20:28:33.443912] [INFO ] [sig       ] [2262/3412] Forecasting OMCL...
[2026-02-11T20:28:33.443942] [INFO ] [sig       ] Generating forecast for: OMCL
[2026-02-11T20:28:33.443972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2026-02-11T20:28:33.458267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2026-02-11T20:28:33.458815] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2026-02-11T20:28:33.459993] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2026-02-11T20:28:33.460061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:33.460107] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:33.460147] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:33.460231] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:33.531652] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:33.532641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:33.532741] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:33.532774] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:33.668960] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:33.669134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:33.669176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:33.669204] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:33.672859] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=3.56%)
[2026-02-11T20:28:33.673184] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2026-02-11T20:28:33.673328] [INFO ] [sig       ] OMCL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:33.818973] [INFO ] [LOCAL     ] Saved forecast: OMCL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OMCL.txt
[2026-02-11T20:28:33.819134] [INFO ] [sig       ] [2262/3412] Completed OMCL in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.9m
[2026-02-11T20:28:33.819175] [INFO ] [sig       ] [2263/3412] Forecasting OMEX...
[2026-02-11T20:28:33.819206] [INFO ] [sig       ] Generating forecast for: OMEX
[2026-02-11T20:28:33.819236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2026-02-11T20:28:33.833737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2026-02-11T20:28:33.834233] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2026-02-11T20:28:33.835445] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2026-02-11T20:28:33.835514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:33.835547] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:33.835604] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:33.835671] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:33.898696] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:33.899630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:33.899753] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:33.899802] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:34.024615] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:34.024990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:34.025065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:34.025098] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:34.029068] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=19.13%)
[2026-02-11T20:28:34.029408] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2026-02-11T20:28:34.029768] [INFO ] [sig       ] OMEX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:34.172139] [INFO ] [LOCAL     ] Saved forecast: OMEX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OMEX.txt
[2026-02-11T20:28:34.172309] [INFO ] [sig       ] [2263/3412] Completed OMEX in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-11T20:28:34.172360] [INFO ] [sig       ] [2264/3412] Forecasting OMF...
[2026-02-11T20:28:34.172401] [INFO ] [sig       ] Generating forecast for: OMF
[2026-02-11T20:28:34.172440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2026-02-11T20:28:34.184206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2026-02-11T20:28:34.184603] [INFO ] [FORECASTER] Starting predict_future for OMF
[2026-02-11T20:28:34.185435] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2026-02-11T20:28:34.185490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:34.185523] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:34.185552] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:34.185632] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:34.244812] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:34.245743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:34.245835] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:34.245869] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:34.373105] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:34.373281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:34.373324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:34.373354] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:34.376995] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2026-02-11T20:28:34.377296] [INFO ] [FORECASTER] Completed predict_future for OMF
[2026-02-11T20:28:34.377437] [INFO ] [sig       ] OMF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:34.520537] [INFO ] [LOCAL     ] Saved forecast: OMF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OMF.txt
[2026-02-11T20:28:34.520730] [INFO ] [sig       ] [2264/3412] Completed OMF in 0.3s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-11T20:28:34.520771] [INFO ] [sig       ] [2265/3412] Forecasting ON...
[2026-02-11T20:28:34.520801] [INFO ] [sig       ] Generating forecast for: ON
[2026-02-11T20:28:34.520831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2026-02-11T20:28:34.533713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2026-02-11T20:28:34.534148] [INFO ] [FORECASTER] Starting predict_future for ON
[2026-02-11T20:28:34.535092] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2026-02-11T20:28:34.535149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:34.535184] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:34.535226] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:34.535286] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:34.594809] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:34.595785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:34.595883] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:34.595918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:34.727168] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:34.727337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:34.727381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:34.727411] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:34.731080] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=9.06%)
[2026-02-11T20:28:34.731378] [INFO ] [FORECASTER] Completed predict_future for ON
[2026-02-11T20:28:34.731516] [INFO ] [sig       ] ON: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:34.876925] [INFO ] [LOCAL     ] Saved forecast: ON	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ON.txt
[2026-02-11T20:28:34.877079] [INFO ] [sig       ] [2265/3412] Completed ON in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-11T20:28:34.877118] [INFO ] [sig       ] [2266/3412] Forecasting ONB...
[2026-02-11T20:28:34.877148] [INFO ] [sig       ] Generating forecast for: ONB
[2026-02-11T20:28:34.877178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2026-02-11T20:28:34.891980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2026-02-11T20:28:34.892363] [INFO ] [FORECASTER] Starting predict_future for ONB
[2026-02-11T20:28:34.893198] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2026-02-11T20:28:34.893251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:34.893282] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:34.893309] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:34.893375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:34.955148] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:34.956154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:34.956252] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:34.956286] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:35.084085] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:35.084268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:35.084322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:35.084363] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:35.088108] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=36.23%)
[2026-02-11T20:28:35.088407] [INFO ] [FORECASTER] Completed predict_future for ONB
[2026-02-11T20:28:35.088548] [INFO ] [sig       ] ONB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:35.244801] [INFO ] [LOCAL     ] Saved forecast: ONB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ONB.txt
[2026-02-11T20:28:35.245004] [INFO ] [sig       ] [2266/3412] Completed ONB in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-11T20:28:35.245046] [INFO ] [sig       ] [2267/3412] Forecasting ONCO...
[2026-02-11T20:28:35.245078] [INFO ] [sig       ] Generating forecast for: ONCO
[2026-02-11T20:28:35.245108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2026-02-11T20:28:35.257466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2026-02-11T20:28:35.257958] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2026-02-11T20:28:35.258998] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2026-02-11T20:28:35.259061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:35.259096] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:35.259125] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:35.259185] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:35.319838] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:35.320782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:35.320881] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:35.320915] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:35.448669] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:35.448861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:35.448915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:35.448954] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:35.454265] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=25.27%)
[2026-02-11T20:28:35.454884] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2026-02-11T20:28:35.455046] [INFO ] [sig       ] ONCO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:35.609075] [INFO ] [LOCAL     ] Saved forecast: ONCO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ONCO.txt
[2026-02-11T20:28:35.609242] [INFO ] [sig       ] [2267/3412] Completed ONCO in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-11T20:28:35.609284] [INFO ] [sig       ] [2268/3412] Forecasting ONDS...
[2026-02-11T20:28:35.609315] [INFO ] [sig       ] Generating forecast for: ONDS
[2026-02-11T20:28:35.609347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2026-02-11T20:28:35.621776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2026-02-11T20:28:35.622205] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2026-02-11T20:28:35.623104] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2026-02-11T20:28:35.623157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:35.623189] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:35.623223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:35.623299] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:35.688227] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:35.689942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:35.690106] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:35.690148] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:35.818987] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:35.819166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:35.819209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:35.819240] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:35.823531] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=7.69%)
[2026-02-11T20:28:35.823912] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2026-02-11T20:28:35.824065] [INFO ] [sig       ] ONDS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:35.969180] [INFO ] [LOCAL     ] Saved forecast: ONDS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ONDS.txt
[2026-02-11T20:28:35.969345] [INFO ] [sig       ] [2268/3412] Completed ONDS in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-11T20:28:35.969399] [INFO ] [sig       ] [2269/3412] Forecasting ONEQ...
[2026-02-11T20:28:35.969431] [INFO ] [sig       ] Generating forecast for: ONEQ
[2026-02-11T20:28:35.969477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2026-02-11T20:28:35.983155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2026-02-11T20:28:35.983557] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2026-02-11T20:28:35.984511] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2026-02-11T20:28:35.984566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:35.984629] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:35.984659] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:35.984727] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:36.044842] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:36.045732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:36.045824] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:36.045857] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:36.173736] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:36.173897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:36.173938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:36.173968] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:36.177448] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2026-02-11T20:28:36.177760] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2026-02-11T20:28:36.177890] [INFO ] [sig       ] ONEQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:36.319209] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ONEQ.txt
[2026-02-11T20:28:36.319374] [INFO ] [sig       ] [2269/3412] Completed ONEQ in 0.3s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-11T20:28:36.319436] [INFO ] [sig       ] [2270/3412] Forecasting ONL...
[2026-02-11T20:28:36.319476] [INFO ] [sig       ] Generating forecast for: ONL
[2026-02-11T20:28:36.319514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2026-02-11T20:28:36.332186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2026-02-11T20:28:36.332532] [INFO ] [FORECASTER] Starting predict_future for ONL
[2026-02-11T20:28:36.333755] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2026-02-11T20:28:36.333810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:36.333886] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:36.333927] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:36.334009] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:36.394828] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:36.395635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:36.395722] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:36.395755] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:36.523093] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:36.523266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:36.523307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:36.523335] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:36.526831] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=19.39%)
[2026-02-11T20:28:36.527115] [INFO ] [FORECASTER] Completed predict_future for ONL
[2026-02-11T20:28:36.527252] [INFO ] [sig       ] ONL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:36.671838] [INFO ] [LOCAL     ] Saved forecast: ONL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ONL.txt
[2026-02-11T20:28:36.671994] [INFO ] [sig       ] [2270/3412] Completed ONL in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-11T20:28:36.672037] [INFO ] [sig       ] [2271/3412] Forecasting ONON...
[2026-02-11T20:28:36.672067] [INFO ] [sig       ] Generating forecast for: ONON
[2026-02-11T20:28:36.672107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2026-02-11T20:28:36.685037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2026-02-11T20:28:36.685345] [INFO ] [FORECASTER] Starting predict_future for ONON
[2026-02-11T20:28:36.686165] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2026-02-11T20:28:36.686217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:36.686249] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:36.686276] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:36.686332] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:36.747306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:36.748039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:36.748136] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:36.748170] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:36.873073] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:36.873224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:36.873266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:36.873294] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:36.876853] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=71.74%)
[2026-02-11T20:28:36.877132] [INFO ] [FORECASTER] Completed predict_future for ONON
[2026-02-11T20:28:36.877264] [INFO ] [sig       ] ONON: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:37.020141] [INFO ] [LOCAL     ] Saved forecast: ONON	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ONON.txt
[2026-02-11T20:28:37.020292] [INFO ] [sig       ] [2271/3412] Completed ONON in 0.3s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-11T20:28:37.020332] [INFO ] [sig       ] [2272/3412] Forecasting ONTF...
[2026-02-11T20:28:37.020367] [INFO ] [sig       ] Generating forecast for: ONTF
[2026-02-11T20:28:37.020404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2026-02-11T20:28:37.033316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2026-02-11T20:28:37.033844] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2026-02-11T20:28:37.034669] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2026-02-11T20:28:37.034721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:37.034753] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:37.034779] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:37.034836] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:37.094233] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:37.095319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:37.095408] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:37.095442] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:37.228470] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:37.228655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:37.228707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:37.228738] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:37.232569] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=37.94%)
[2026-02-11T20:28:37.232909] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2026-02-11T20:28:37.233058] [INFO ] [sig       ] ONTF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:37.384071] [INFO ] [LOCAL     ] Saved forecast: ONTF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ONTF.txt
[2026-02-11T20:28:37.384247] [INFO ] [sig       ] [2272/3412] Completed ONTF in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-11T20:28:37.384288] [INFO ] [sig       ] [2273/3412] Forecasting ONTO...
[2026-02-11T20:28:37.384319] [INFO ] [sig       ] Generating forecast for: ONTO
[2026-02-11T20:28:37.384358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2026-02-11T20:28:37.396046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2026-02-11T20:28:37.396404] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2026-02-11T20:28:37.397227] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2026-02-11T20:28:37.397279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:37.397311] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:37.397338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:37.397396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:37.458260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:37.459380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:37.459488] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:37.459530] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:37.590835] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:37.591003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:37.591044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:37.591115] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:37.594957] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=45.73%)
[2026-02-11T20:28:37.595342] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2026-02-11T20:28:37.595498] [INFO ] [sig       ] ONTO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:37.751054] [INFO ] [LOCAL     ] Saved forecast: ONTO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ONTO.txt
[2026-02-11T20:28:37.751277] [INFO ] [sig       ] [2273/3412] Completed ONTO in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-11T20:28:37.751328] [INFO ] [sig       ] [2274/3412] Forecasting OOMA...
[2026-02-11T20:28:37.751363] [INFO ] [sig       ] Generating forecast for: OOMA
[2026-02-11T20:28:37.751402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2026-02-11T20:28:37.763795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2026-02-11T20:28:37.764215] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2026-02-11T20:28:37.765078] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2026-02-11T20:28:37.765131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:37.765164] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:37.765191] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:37.765250] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:37.828346] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:37.829246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:37.829333] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:37.829367] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:37.951461] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:37.951655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:37.951700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:37.951730] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:37.955425] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=32.14%)
[2026-02-11T20:28:37.955783] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2026-02-11T20:28:37.955931] [INFO ] [sig       ] OOMA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:38.101540] [INFO ] [LOCAL     ] Saved forecast: OOMA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OOMA.txt
[2026-02-11T20:28:38.101716] [INFO ] [sig       ] [2274/3412] Completed OOMA in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.8m
[2026-02-11T20:28:38.101756] [INFO ] [sig       ] [2275/3412] Forecasting OPAL...
[2026-02-11T20:28:38.101785] [INFO ] [sig       ] Generating forecast for: OPAL
[2026-02-11T20:28:38.101816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2026-02-11T20:28:38.113198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2026-02-11T20:28:38.113556] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2026-02-11T20:28:38.114419] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2026-02-11T20:28:38.114487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:38.114526] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:38.114559] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:38.114641] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:38.173859] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:38.174827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:38.174942] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:38.174978] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:38.296080] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:38.296248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:38.296291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:38.296321] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:38.299935] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2026-02-11T20:28:38.300225] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2026-02-11T20:28:38.300379] [INFO ] [sig       ] OPAL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:38.445287] [INFO ] [LOCAL     ] Saved forecast: OPAL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OPAL.txt
[2026-02-11T20:28:38.445444] [INFO ] [sig       ] [2275/3412] Completed OPAL in 0.3s | 2.80 sym/s | Total: 13.6m | ETA: 6.8m
[2026-02-11T20:28:38.445502] [INFO ] [sig       ] [2276/3412] Forecasting OPBK...
[2026-02-11T20:28:38.445534] [INFO ] [sig       ] Generating forecast for: OPBK
[2026-02-11T20:28:38.445567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2026-02-11T20:28:38.457258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2026-02-11T20:28:38.457744] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2026-02-11T20:28:38.458657] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2026-02-11T20:28:38.458713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:38.458746] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:38.458774] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:38.458832] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:38.518246] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:38.519187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:38.519276] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:38.519311] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:38.644035] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:38.644200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:38.644243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:38.644273] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:38.647865] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2026-02-11T20:28:38.648222] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2026-02-11T20:28:38.648362] [INFO ] [sig       ] OPBK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:38.797773] [INFO ] [LOCAL     ] Saved forecast: OPBK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OPBK.txt
[2026-02-11T20:28:38.797960] [INFO ] [sig       ] [2276/3412] Completed OPBK in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.8m
[2026-02-11T20:28:38.798003] [INFO ] [sig       ] [2277/3412] Forecasting OPCH...
[2026-02-11T20:28:38.798032] [INFO ] [sig       ] Generating forecast for: OPCH
[2026-02-11T20:28:38.798065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2026-02-11T20:28:38.810480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2026-02-11T20:28:38.810903] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2026-02-11T20:28:38.811779] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2026-02-11T20:28:38.811834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:38.811867] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:38.811895] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:38.811953] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:38.869867] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:38.870972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:38.871091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:38.871126] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:39.000799] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:39.000968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:39.001011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:39.001041] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:39.004999] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=49.74%)
[2026-02-11T20:28:39.005357] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2026-02-11T20:28:39.005509] [INFO ] [sig       ] OPCH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:39.155220] [INFO ] [LOCAL     ] Saved forecast: OPCH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OPCH.txt
[2026-02-11T20:28:39.155377] [INFO ] [sig       ] [2277/3412] Completed OPCH in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.8m
[2026-02-11T20:28:39.155425] [INFO ] [sig       ] [2278/3412] Forecasting OPEN...
[2026-02-11T20:28:39.155461] [INFO ] [sig       ] Generating forecast for: OPEN
[2026-02-11T20:28:39.155497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2026-02-11T20:28:39.167425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2026-02-11T20:28:39.167859] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2026-02-11T20:28:39.168721] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2026-02-11T20:28:39.168787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:39.168820] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:39.168849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:39.168907] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:39.227305] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:39.228236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:39.228325] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:39.228359] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:39.355758] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:39.355937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:39.355984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:39.356022] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:39.359905] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2026-02-11T20:28:39.360203] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2026-02-11T20:28:39.360363] [INFO ] [sig       ] OPEN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:39.512368] [INFO ] [LOCAL     ] Saved forecast: OPEN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OPEN.txt
[2026-02-11T20:28:39.512588] [INFO ] [sig       ] [2278/3412] Completed OPEN in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.8m
[2026-02-11T20:28:39.512650] [INFO ] [sig       ] [2279/3412] Forecasting OPFI...
[2026-02-11T20:28:39.512683] [INFO ] [sig       ] Generating forecast for: OPFI
[2026-02-11T20:28:39.512713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2026-02-11T20:28:39.524769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2026-02-11T20:28:39.525136] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2026-02-11T20:28:39.526010] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2026-02-11T20:28:39.526065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:39.526098] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:39.526126] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:39.526183] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:39.585591] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:39.586500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:39.586619] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:39.586657] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:39.714348] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:39.714540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:39.714621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:39.714653] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:39.718507] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=87.45%)
[2026-02-11T20:28:39.718879] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2026-02-11T20:28:39.719027] [INFO ] [sig       ] OPFI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:39.870868] [INFO ] [LOCAL     ] Saved forecast: OPFI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OPFI.txt
[2026-02-11T20:28:39.871027] [INFO ] [sig       ] [2279/3412] Completed OPFI in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.8m
[2026-02-11T20:28:39.871067] [INFO ] [sig       ] [2280/3412] Forecasting OPK...
[2026-02-11T20:28:39.871100] [INFO ] [sig       ] Generating forecast for: OPK
[2026-02-11T20:28:39.871131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2026-02-11T20:28:39.882933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2026-02-11T20:28:39.883251] [INFO ] [FORECASTER] Starting predict_future for OPK
[2026-02-11T20:28:39.884082] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2026-02-11T20:28:39.884134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:39.884167] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:39.884194] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:39.884250] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:39.946351] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:39.947846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:39.948035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:39.948084] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:40.091230] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:40.091397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:40.091440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:40.091471] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:40.095830] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: DOWN (p=12.44%)
[2026-02-11T20:28:40.096184] [INFO ] [FORECASTER] Completed predict_future for OPK
[2026-02-11T20:28:40.096374] [INFO ] [sig       ] OPK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:40.259330] [INFO ] [LOCAL     ] Saved forecast: OPK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OPK.txt
[2026-02-11T20:28:40.259492] [INFO ] [sig       ] [2280/3412] Completed OPK in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-11T20:28:40.259538] [INFO ] [sig       ] [2281/3412] Forecasting OPP...
[2026-02-11T20:28:40.259592] [INFO ] [sig       ] Generating forecast for: OPP
[2026-02-11T20:28:40.259635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2026-02-11T20:28:40.279083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2026-02-11T20:28:40.279493] [INFO ] [FORECASTER] Starting predict_future for OPP
[2026-02-11T20:28:40.280530] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2026-02-11T20:28:40.280605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:40.280649] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:40.280681] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:40.280740] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:40.344993] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:40.345942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:40.346063] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:40.346100] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:40.477755] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:40.477937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:40.477985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:40.478020] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:40.482366] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=75.75%)
[2026-02-11T20:28:40.482732] [INFO ] [FORECASTER] Completed predict_future for OPP
[2026-02-11T20:28:40.482897] [INFO ] [sig       ] OPP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:40.632246] [INFO ] [LOCAL     ] Saved forecast: OPP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OPP.txt
[2026-02-11T20:28:40.632414] [INFO ] [sig       ] [2281/3412] Completed OPP in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-11T20:28:40.632463] [INFO ] [sig       ] [2282/3412] Forecasting OPRA...
[2026-02-11T20:28:40.632495] [INFO ] [sig       ] Generating forecast for: OPRA
[2026-02-11T20:28:40.632526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2026-02-11T20:28:40.647008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2026-02-11T20:28:40.647376] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2026-02-11T20:28:40.648289] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2026-02-11T20:28:40.648343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:40.648375] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:40.648401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:40.648465] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:40.711139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:40.712281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:40.712373] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:40.712407] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:40.839258] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:40.839424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:40.839468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:40.839498] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:40.843218] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=46.44%)
[2026-02-11T20:28:40.843525] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2026-02-11T20:28:40.843684] [INFO ] [sig       ] OPRA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:40.986409] [INFO ] [LOCAL     ] Saved forecast: OPRA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OPRA.txt
[2026-02-11T20:28:40.986599] [INFO ] [sig       ] [2282/3412] Completed OPRA in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-11T20:28:40.986643] [INFO ] [sig       ] [2283/3412] Forecasting OPTX...
[2026-02-11T20:28:40.986674] [INFO ] [sig       ] Generating forecast for: OPTX
[2026-02-11T20:28:40.986703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2026-02-11T20:28:40.999328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2026-02-11T20:28:40.999785] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2026-02-11T20:28:41.000691] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2026-02-11T20:28:41.000747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:41.000791] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:41.000832] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:41.000893] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:41.062435] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:41.063332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:41.063422] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:41.063463] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:41.202685] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:41.202910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:41.202972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:41.203018] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:41.208186] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=38.27%)
[2026-02-11T20:28:41.208705] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2026-02-11T20:28:41.208911] [INFO ] [sig       ] OPTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:41.358141] [INFO ] [LOCAL     ] Saved forecast: OPTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OPTX.txt
[2026-02-11T20:28:41.358313] [INFO ] [sig       ] [2283/3412] Completed OPTX in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-11T20:28:41.358357] [INFO ] [sig       ] [2284/3412] Forecasting OPXS...
[2026-02-11T20:28:41.358389] [INFO ] [sig       ] Generating forecast for: OPXS
[2026-02-11T20:28:41.358420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2026-02-11T20:28:41.370459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2026-02-11T20:28:41.370766] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2026-02-11T20:28:41.371554] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2026-02-11T20:28:41.371626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:41.371835] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:41.371862] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:41.371920] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:41.433210] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:41.434132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:41.434223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:41.434259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:41.556629] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:41.556787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:41.556827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:41.556855] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:41.560274] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=70.91%)
[2026-02-11T20:28:41.560555] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2026-02-11T20:28:41.560705] [INFO ] [sig       ] OPXS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:41.700867] [INFO ] [LOCAL     ] Saved forecast: OPXS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OPXS.txt
[2026-02-11T20:28:41.700993] [INFO ] [sig       ] [2284/3412] Completed OPXS in 0.3s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-11T20:28:41.701032] [INFO ] [sig       ] [2285/3412] Forecasting ORA...
[2026-02-11T20:28:41.701062] [INFO ] [sig       ] Generating forecast for: ORA
[2026-02-11T20:28:41.701093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2026-02-11T20:28:41.713289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2026-02-11T20:28:41.713590] [INFO ] [FORECASTER] Starting predict_future for ORA
[2026-02-11T20:28:41.714384] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2026-02-11T20:28:41.714437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:41.714477] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:41.714504] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:41.714561] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:41.774592] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:41.775281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:41.775364] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:41.775398] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:41.901930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:41.902117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:41.902177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:41.902208] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:41.905901] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2026-02-11T20:28:41.906216] [INFO ] [FORECASTER] Completed predict_future for ORA
[2026-02-11T20:28:41.906384] [INFO ] [sig       ] ORA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:42.054440] [INFO ] [LOCAL     ] Saved forecast: ORA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ORA.txt
[2026-02-11T20:28:42.054624] [INFO ] [sig       ] [2285/3412] Completed ORA in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-11T20:28:42.054666] [INFO ] [sig       ] [2286/3412] Forecasting ORC...
[2026-02-11T20:28:42.054698] [INFO ] [sig       ] Generating forecast for: ORC
[2026-02-11T20:28:42.054728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2026-02-11T20:28:42.067419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2026-02-11T20:28:42.067795] [INFO ] [FORECASTER] Starting predict_future for ORC
[2026-02-11T20:28:42.068640] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2026-02-11T20:28:42.068693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:42.068725] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:42.068751] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:42.068808] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:42.129669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:42.130980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:42.131070] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:42.131104] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:42.265554] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:42.265728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:42.265770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:42.265799] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:42.269296] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=76.69%)
[2026-02-11T20:28:42.269602] [INFO ] [FORECASTER] Completed predict_future for ORC
[2026-02-11T20:28:42.269737] [INFO ] [sig       ] ORC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:42.410341] [INFO ] [LOCAL     ] Saved forecast: ORC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ORC.txt
[2026-02-11T20:28:42.410495] [INFO ] [sig       ] [2286/3412] Completed ORC in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-11T20:28:42.410535] [INFO ] [sig       ] [2287/3412] Forecasting ORGO...
[2026-02-11T20:28:42.410565] [INFO ] [sig       ] Generating forecast for: ORGO
[2026-02-11T20:28:42.410617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2026-02-11T20:28:42.421991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2026-02-11T20:28:42.422286] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2026-02-11T20:28:42.423094] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2026-02-11T20:28:42.423146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:42.423204] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:42.423232] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:42.423290] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:42.480303] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:42.480964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:42.481045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:42.481077] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:42.604347] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:42.604542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:42.604628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:42.604662] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:42.612482] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: UP (p=73.89%)
[2026-02-11T20:28:42.612949] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2026-02-11T20:28:42.613115] [INFO ] [sig       ] ORGO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:42.756011] [INFO ] [LOCAL     ] Saved forecast: ORGO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ORGO.txt
[2026-02-11T20:28:42.756171] [INFO ] [sig       ] [2287/3412] Completed ORGO in 0.3s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-11T20:28:42.756213] [INFO ] [sig       ] [2288/3412] Forecasting ORIC...
[2026-02-11T20:28:42.756244] [INFO ] [sig       ] Generating forecast for: ORIC
[2026-02-11T20:28:42.756275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2026-02-11T20:28:42.768069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2026-02-11T20:28:42.768443] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2026-02-11T20:28:42.769281] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2026-02-11T20:28:42.769335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:42.769368] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:42.769395] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:42.769453] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:42.826303] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:42.827212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:42.827312] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:42.827347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:42.951901] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:42.952090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:42.952136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:42.952166] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:42.956116] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=35.95%)
[2026-02-11T20:28:42.956519] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2026-02-11T20:28:42.956728] [INFO ] [sig       ] ORIC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:43.095395] [INFO ] [LOCAL     ] Saved forecast: ORIC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ORIC.txt
[2026-02-11T20:28:43.095523] [INFO ] [sig       ] [2288/3412] Completed ORIC in 0.3s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-11T20:28:43.095563] [INFO ] [sig       ] [2289/3412] Forecasting ORKA...
[2026-02-11T20:28:43.095612] [INFO ] [sig       ] Generating forecast for: ORKA
[2026-02-11T20:28:43.095643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2026-02-11T20:28:43.107367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2026-02-11T20:28:43.107666] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2026-02-11T20:28:43.108446] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2026-02-11T20:28:43.108498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:43.108554] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:43.108612] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:43.108673] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:43.167136] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:43.167849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:43.167945] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:43.167984] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:43.290816] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:43.290965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:43.291006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:43.291035] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:43.294469] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2026-02-11T20:28:43.294798] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2026-02-11T20:28:43.294931] [INFO ] [sig       ] ORKA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:43.438936] [INFO ] [LOCAL     ] Saved forecast: ORKA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ORKA.txt
[2026-02-11T20:28:43.439103] [INFO ] [sig       ] [2289/3412] Completed ORKA in 0.3s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-11T20:28:43.439148] [INFO ] [sig       ] [2290/3412] Forecasting ORLY...
[2026-02-11T20:28:43.439177] [INFO ] [sig       ] Generating forecast for: ORLY
[2026-02-11T20:28:43.439208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2026-02-11T20:28:43.453018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2026-02-11T20:28:43.453393] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2026-02-11T20:28:43.454290] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2026-02-11T20:28:43.454345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:43.454379] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:43.454406] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:43.454465] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:43.513336] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:43.514253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:43.514341] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:43.514376] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:43.634887] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:43.635042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:43.635083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:43.635144] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:43.638649] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=30.38%)
[2026-02-11T20:28:43.638935] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2026-02-11T20:28:43.639064] [INFO ] [sig       ] ORLY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:43.778671] [INFO ] [LOCAL     ] Saved forecast: ORLY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ORLY.txt
[2026-02-11T20:28:43.778793] [INFO ] [sig       ] [2290/3412] Completed ORLY in 0.3s | 2.80 sym/s | Total: 13.7m | ETA: 6.7m
[2026-02-11T20:28:43.778832] [INFO ] [sig       ] [2291/3412] Forecasting ORMP...
[2026-02-11T20:28:43.778861] [INFO ] [sig       ] Generating forecast for: ORMP
[2026-02-11T20:28:43.778892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2026-02-11T20:28:43.790119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2026-02-11T20:28:43.790420] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2026-02-11T20:28:43.791223] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2026-02-11T20:28:43.791275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:43.791306] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:43.791333] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:43.791388] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:43.851815] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:43.852743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:43.852833] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:43.852866] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:43.980687] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:43.980853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:43.980896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:43.980932] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:43.984569] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=21.50%)
[2026-02-11T20:28:43.984875] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2026-02-11T20:28:43.985009] [INFO ] [sig       ] ORMP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:44.140802] [INFO ] [LOCAL     ] Saved forecast: ORMP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ORMP.txt
[2026-02-11T20:28:44.141004] [INFO ] [sig       ] [2291/3412] Completed ORMP in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.7m
[2026-02-11T20:28:44.141069] [INFO ] [sig       ] [2292/3412] Forecasting ORN...
[2026-02-11T20:28:44.141118] [INFO ] [sig       ] Generating forecast for: ORN
[2026-02-11T20:28:44.141166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2026-02-11T20:28:44.154006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2026-02-11T20:28:44.154430] [INFO ] [FORECASTER] Starting predict_future for ORN
[2026-02-11T20:28:44.155304] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2026-02-11T20:28:44.155359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:44.155393] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:44.155422] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:44.155481] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:44.219947] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:44.220913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:44.221001] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:44.221036] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:44.341545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:44.341739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:44.341781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:44.341811] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:44.345269] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2026-02-11T20:28:44.345560] [INFO ] [FORECASTER] Completed predict_future for ORN
[2026-02-11T20:28:44.345734] [INFO ] [sig       ] ORN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:44.490242] [INFO ] [LOCAL     ] Saved forecast: ORN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ORN.txt
[2026-02-11T20:28:44.490407] [INFO ] [sig       ] [2292/3412] Completed ORN in 0.3s | 2.80 sym/s | Total: 13.7m | ETA: 6.7m
[2026-02-11T20:28:44.490452] [INFO ] [sig       ] [2293/3412] Forecasting ORRF...
[2026-02-11T20:28:44.490484] [INFO ] [sig       ] Generating forecast for: ORRF
[2026-02-11T20:28:44.490515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2026-02-11T20:28:44.502903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2026-02-11T20:28:44.503313] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2026-02-11T20:28:44.504210] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2026-02-11T20:28:44.504265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:44.504299] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:44.504325] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:44.504381] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:44.582648] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:44.583540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:44.583652] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:44.583697] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:44.710889] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:44.711052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:44.711094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:44.711123] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:44.715201] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=22.92%)
[2026-02-11T20:28:44.715491] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2026-02-11T20:28:44.715673] [INFO ] [sig       ] ORRF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:44.861730] [INFO ] [LOCAL     ] Saved forecast: ORRF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ORRF.txt
[2026-02-11T20:28:44.861883] [INFO ] [sig       ] [2293/3412] Completed ORRF in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.7m
[2026-02-11T20:28:44.861925] [INFO ] [sig       ] [2294/3412] Forecasting OS...
[2026-02-11T20:28:44.861954] [INFO ] [sig       ] Generating forecast for: OS
[2026-02-11T20:28:44.861984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2026-02-11T20:28:44.873763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2026-02-11T20:28:44.874081] [INFO ] [FORECASTER] Starting predict_future for OS
[2026-02-11T20:28:44.874952] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2026-02-11T20:28:44.875008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:44.875042] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:44.875070] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:44.875129] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:44.936211] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:44.937107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:44.937194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:44.937228] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:45.063528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:45.063716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:45.063760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:45.063791] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:45.068175] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: UP (p=84.82%)
[2026-02-11T20:28:45.068501] [INFO ] [FORECASTER] Completed predict_future for OS
[2026-02-11T20:28:45.068680] [INFO ] [sig       ] OS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:45.215898] [INFO ] [LOCAL     ] Saved forecast: OS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OS.txt
[2026-02-11T20:28:45.216037] [INFO ] [sig       ] [2294/3412] Completed OS in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.7m
[2026-02-11T20:28:45.216078] [INFO ] [sig       ] [2295/3412] Forecasting OSBC...
[2026-02-11T20:28:45.216108] [INFO ] [sig       ] Generating forecast for: OSBC
[2026-02-11T20:28:45.216138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2026-02-11T20:28:45.229088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2026-02-11T20:28:45.229436] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2026-02-11T20:28:45.230308] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2026-02-11T20:28:45.230372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:45.230408] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:45.230437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:45.230496] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:45.297797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:45.298756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:45.298854] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:45.298890] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:45.423726] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:45.424059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:45.424102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:45.424133] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:45.427811] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=73.32%)
[2026-02-11T20:28:45.428112] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2026-02-11T20:28:45.428251] [INFO ] [sig       ] OSBC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:45.576324] [INFO ] [LOCAL     ] Saved forecast: OSBC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OSBC.txt
[2026-02-11T20:28:45.576479] [INFO ] [sig       ] [2295/3412] Completed OSBC in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.7m
[2026-02-11T20:28:45.576522] [INFO ] [sig       ] [2296/3412] Forecasting OSIS...
[2026-02-11T20:28:45.576551] [INFO ] [sig       ] Generating forecast for: OSIS
[2026-02-11T20:28:45.576599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2026-02-11T20:28:45.589436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2026-02-11T20:28:45.589840] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2026-02-11T20:28:45.591079] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2026-02-11T20:28:45.591134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:45.591168] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:45.591197] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:45.591256] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:45.667754] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:45.668913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:45.669041] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:45.669086] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:45.824229] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:45.824399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:45.824441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:45.824486] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:45.828056] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2026-02-11T20:28:45.828346] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2026-02-11T20:28:45.828481] [INFO ] [sig       ] OSIS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:45.974760] [INFO ] [LOCAL     ] Saved forecast: OSIS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OSIS.txt
[2026-02-11T20:28:45.974922] [INFO ] [sig       ] [2296/3412] Completed OSIS in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.7m
[2026-02-11T20:28:45.974962] [INFO ] [sig       ] [2297/3412] Forecasting OSPN...
[2026-02-11T20:28:45.974992] [INFO ] [sig       ] Generating forecast for: OSPN
[2026-02-11T20:28:45.975023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2026-02-11T20:28:45.988148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2026-02-11T20:28:45.988485] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2026-02-11T20:28:45.989329] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2026-02-11T20:28:45.989382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:45.989413] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:45.989440] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:45.989497] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:46.051250] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:46.052209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:46.052337] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:46.052373] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:46.174418] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:46.174607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:46.174659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:46.174695] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:46.178270] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: DOWN (p=44.16%)
[2026-02-11T20:28:46.178617] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2026-02-11T20:28:46.178787] [INFO ] [sig       ] OSPN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:46.321547] [INFO ] [LOCAL     ] Saved forecast: OSPN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OSPN.txt
[2026-02-11T20:28:46.321706] [INFO ] [sig       ] [2297/3412] Completed OSPN in 0.3s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-11T20:28:46.321746] [INFO ] [sig       ] [2298/3412] Forecasting OSS...
[2026-02-11T20:28:46.321775] [INFO ] [sig       ] Generating forecast for: OSS
[2026-02-11T20:28:46.321807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2026-02-11T20:28:46.333374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2026-02-11T20:28:46.333734] [INFO ] [FORECASTER] Starting predict_future for OSS
[2026-02-11T20:28:46.334558] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2026-02-11T20:28:46.334652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:46.334694] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:46.334730] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:46.334799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:46.393972] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:46.394724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:46.394823] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:46.394856] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:46.517325] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:46.517512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:46.517557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:46.517618] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:46.521305] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: UP (p=69.37%)
[2026-02-11T20:28:46.521661] [INFO ] [FORECASTER] Completed predict_future for OSS
[2026-02-11T20:28:46.521810] [INFO ] [sig       ] OSS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:46.684217] [INFO ] [LOCAL     ] Saved forecast: OSS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OSS.txt
[2026-02-11T20:28:46.684382] [INFO ] [sig       ] [2298/3412] Completed OSS in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-11T20:28:46.684424] [INFO ] [sig       ] [2299/3412] Forecasting OTEX...
[2026-02-11T20:28:46.684456] [INFO ] [sig       ] Generating forecast for: OTEX
[2026-02-11T20:28:46.684487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2026-02-11T20:28:46.697134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2026-02-11T20:28:46.697563] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2026-02-11T20:28:46.698567] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2026-02-11T20:28:46.698659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:46.698706] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:46.698746] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:46.698809] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:46.759516] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:46.760367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:46.760458] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:46.760492] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:46.891155] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:46.891321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:46.891361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:46.891390] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:46.895132] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=86.70%)
[2026-02-11T20:28:46.895416] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2026-02-11T20:28:46.895549] [INFO ] [sig       ] OTEX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:47.039089] [INFO ] [LOCAL     ] Saved forecast: OTEX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OTEX.txt
[2026-02-11T20:28:47.039244] [INFO ] [sig       ] [2299/3412] Completed OTEX in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-11T20:28:47.039285] [INFO ] [sig       ] [2300/3412] Forecasting OTIS...
[2026-02-11T20:28:47.039314] [INFO ] [sig       ] Generating forecast for: OTIS
[2026-02-11T20:28:47.039344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2026-02-11T20:28:47.050631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2026-02-11T20:28:47.050924] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2026-02-11T20:28:47.051740] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2026-02-11T20:28:47.051794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:47.051827] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:47.051863] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:47.051922] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:47.109167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:47.109859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:47.109940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:47.109973] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:47.232001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:47.232157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:47.232203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:47.232232] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:47.235782] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=29.74%)
[2026-02-11T20:28:47.236071] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2026-02-11T20:28:47.236201] [INFO ] [sig       ] OTIS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:47.376837] [INFO ] [LOCAL     ] Saved forecast: OTIS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OTIS.txt
[2026-02-11T20:28:47.377008] [INFO ] [sig       ] [2300/3412] Completed OTIS in 0.3s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-11T20:28:47.377050] [INFO ] [sig       ] [2301/3412] Forecasting OTLY...
[2026-02-11T20:28:47.377079] [INFO ] [sig       ] Generating forecast for: OTLY
[2026-02-11T20:28:47.377109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2026-02-11T20:28:47.388704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2026-02-11T20:28:47.388992] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2026-02-11T20:28:47.389817] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2026-02-11T20:28:47.389871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:47.389903] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:47.389930] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:47.389988] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:47.447265] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:47.448055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:47.448153] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:47.448187] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:47.569316] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:47.569477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:47.569521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:47.569551] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:47.573186] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2026-02-11T20:28:47.573469] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2026-02-11T20:28:47.573623] [INFO ] [sig       ] OTLY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:47.739417] [INFO ] [LOCAL     ] Saved forecast: OTLY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OTLY.txt
[2026-02-11T20:28:47.739596] [INFO ] [sig       ] [2301/3412] Completed OTLY in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-11T20:28:47.739644] [INFO ] [sig       ] [2302/3412] Forecasting OVID...
[2026-02-11T20:28:47.739676] [INFO ] [sig       ] Generating forecast for: OVID
[2026-02-11T20:28:47.739706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2026-02-11T20:28:47.751652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2026-02-11T20:28:47.752088] [INFO ] [FORECASTER] Starting predict_future for OVID
[2026-02-11T20:28:47.753173] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2026-02-11T20:28:47.753227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:47.753260] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:47.753288] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:47.753346] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:47.819870] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:47.821162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:47.821271] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:47.821315] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:47.952408] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:47.952587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:47.952632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:47.952665] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:47.956216] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=87.30%)
[2026-02-11T20:28:47.956517] [INFO ] [FORECASTER] Completed predict_future for OVID
[2026-02-11T20:28:47.956680] [INFO ] [sig       ] OVID: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:48.105925] [INFO ] [LOCAL     ] Saved forecast: OVID	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OVID.txt
[2026-02-11T20:28:48.106103] [INFO ] [sig       ] [2302/3412] Completed OVID in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-11T20:28:48.106153] [INFO ] [sig       ] [2303/3412] Forecasting OVLY...
[2026-02-11T20:28:48.106192] [INFO ] [sig       ] Generating forecast for: OVLY
[2026-02-11T20:28:48.106225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2026-02-11T20:28:48.118961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2026-02-11T20:28:48.119486] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2026-02-11T20:28:48.120346] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2026-02-11T20:28:48.120400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:48.120434] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:48.120460] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:48.120519] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:48.182225] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:48.182976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:48.183060] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:48.183094] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:48.287315] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:48.287457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:48.287517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:48.287549] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:48.291206] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=16.60%)
[2026-02-11T20:28:48.291487] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2026-02-11T20:28:48.291659] [INFO ] [sig       ] OVLY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:48.434563] [INFO ] [LOCAL     ] Saved forecast: OVLY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OVLY.txt
[2026-02-11T20:28:48.434728] [INFO ] [sig       ] [2303/3412] Completed OVLY in 0.3s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-11T20:28:48.434770] [INFO ] [sig       ] [2304/3412] Forecasting OWL...
[2026-02-11T20:28:48.434808] [INFO ] [sig       ] Generating forecast for: OWL
[2026-02-11T20:28:48.434839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2026-02-11T20:28:48.446134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2026-02-11T20:28:48.446477] [INFO ] [FORECASTER] Starting predict_future for OWL
[2026-02-11T20:28:48.447306] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2026-02-11T20:28:48.447359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:48.447429] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:48.447457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:48.447541] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:48.507090] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:48.507865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:48.507952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:48.507985] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:48.634704] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:48.634883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:48.634927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:48.634955] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:48.638871] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2026-02-11T20:28:48.639235] [INFO ] [FORECASTER] Completed predict_future for OWL
[2026-02-11T20:28:48.639401] [INFO ] [sig       ] OWL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:48.796712] [INFO ] [LOCAL     ] Saved forecast: OWL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OWL.txt
[2026-02-11T20:28:48.796882] [INFO ] [sig       ] [2304/3412] Completed OWL in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-11T20:28:48.796926] [INFO ] [sig       ] [2305/3412] Forecasting OXLC...
[2026-02-11T20:28:48.796958] [INFO ] [sig       ] Generating forecast for: OXLC
[2026-02-11T20:28:48.796989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2026-02-11T20:28:48.809378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2026-02-11T20:28:48.809855] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2026-02-11T20:28:48.810916] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2026-02-11T20:28:48.811016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:48.811053] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:48.811090] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:48.811168] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:48.872948] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:48.873903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:48.874174] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:48.874210] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:48.999679] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:48.999841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:48.999884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:48.999912] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:49.003928] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2026-02-11T20:28:49.004231] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2026-02-11T20:28:49.004371] [INFO ] [sig       ] OXLC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:49.152614] [INFO ] [LOCAL     ] Saved forecast: OXLC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OXLC.txt
[2026-02-11T20:28:49.152764] [INFO ] [sig       ] [2305/3412] Completed OXLC in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-11T20:28:49.152804] [INFO ] [sig       ] [2306/3412] Forecasting OXM...
[2026-02-11T20:28:49.152834] [INFO ] [sig       ] Generating forecast for: OXM
[2026-02-11T20:28:49.152864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2026-02-11T20:28:49.164631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2026-02-11T20:28:49.164961] [INFO ] [FORECASTER] Starting predict_future for OXM
[2026-02-11T20:28:49.165829] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2026-02-11T20:28:49.165888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:49.165921] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:49.165947] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:49.166010] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:49.225916] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:49.226560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:49.226661] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:49.226695] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:49.346921] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:49.347069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:49.347110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:49.347138] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:49.350631] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2026-02-11T20:28:49.350911] [INFO ] [FORECASTER] Completed predict_future for OXM
[2026-02-11T20:28:49.351037] [INFO ] [sig       ] OXM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:49.492523] [INFO ] [LOCAL     ] Saved forecast: OXM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OXM.txt
[2026-02-11T20:28:49.492656] [INFO ] [sig       ] [2306/3412] Completed OXM in 0.3s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-11T20:28:49.492698] [INFO ] [sig       ] [2307/3412] Forecasting OXSQ...
[2026-02-11T20:28:49.492731] [INFO ] [sig       ] Generating forecast for: OXSQ
[2026-02-11T20:28:49.492760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2026-02-11T20:28:49.504624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2026-02-11T20:28:49.504940] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2026-02-11T20:28:49.506145] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2026-02-11T20:28:49.506197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:49.506228] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:49.506255] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:49.506311] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:49.565552] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:49.566193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:49.566276] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:49.566310] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:49.688197] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:49.688352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:49.688393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:49.688471] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:49.692041] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: DOWN (p=44.70%)
[2026-02-11T20:28:49.692325] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2026-02-11T20:28:49.692458] [INFO ] [sig       ] OXSQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:49.835676] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OXSQ.txt
[2026-02-11T20:28:49.835809] [INFO ] [sig       ] [2307/3412] Completed OXSQ in 0.3s | 2.80 sym/s | Total: 13.8m | ETA: 6.6m
[2026-02-11T20:28:49.836040] [INFO ] [sig       ] [2308/3412] Forecasting OZEM...
[2026-02-11T20:28:49.836068] [INFO ] [sig       ] Generating forecast for: OZEM
[2026-02-11T20:28:49.836098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2026-02-11T20:28:49.848683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2026-02-11T20:28:49.849186] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2026-02-11T20:28:49.850037] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2026-02-11T20:28:49.850090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:49.850121] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:49.850149] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:49.850206] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:49.907555] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:49.908283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:49.908365] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:49.908397] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:50.021219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:50.021385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:50.021427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:50.021456] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:50.025305] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: DOWN (p=19.75%)
[2026-02-11T20:28:50.025623] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2026-02-11T20:28:50.025759] [INFO ] [sig       ] OZEM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:50.189710] [INFO ] [LOCAL     ] Saved forecast: OZEM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/OZEM.txt
[2026-02-11T20:28:50.189901] [INFO ] [sig       ] [2308/3412] Completed OZEM in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.6m
[2026-02-11T20:28:50.189941] [INFO ] [sig       ] [2309/3412] Forecasting OZK...
[2026-02-11T20:28:50.189972] [INFO ] [sig       ] Generating forecast for: OZK
[2026-02-11T20:28:50.190002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2026-02-11T20:28:50.201921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2026-02-11T20:28:50.202336] [INFO ] [FORECASTER] Starting predict_future for OZK
[2026-02-11T20:28:50.203274] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2026-02-11T20:28:50.203329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:50.203361] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:50.203388] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:50.203447] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:50.264798] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:50.265900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:50.265996] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:50.266031] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:50.386710] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:50.386888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:50.386930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:50.386960] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:50.390629] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2026-02-11T20:28:50.390926] [INFO ] [FORECASTER] Completed predict_future for OZK
[2026-02-11T20:28:50.391060] [INFO ] [sig       ] OZK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:50.533107] [INFO ] [LOCAL     ] Saved forecast: OZK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OZK.txt
[2026-02-11T20:28:50.533281] [INFO ] [sig       ] [2309/3412] Completed OZK in 0.3s | 2.80 sym/s | Total: 13.8m | ETA: 6.6m
[2026-02-11T20:28:50.533322] [INFO ] [sig       ] [2310/3412] Forecasting OZKAP...
[2026-02-11T20:28:50.533353] [INFO ] [sig       ] Generating forecast for: OZKAP
[2026-02-11T20:28:50.533383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2026-02-11T20:28:50.545529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2026-02-11T20:28:50.545949] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2026-02-11T20:28:50.546834] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2026-02-11T20:28:50.546889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:50.546920] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:50.546946] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:50.547002] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:50.604052] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:50.605001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:50.605089] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:50.605122] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:50.722692] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:50.722865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:50.722907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:50.722935] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:50.726393] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=78.73%)
[2026-02-11T20:28:50.726708] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2026-02-11T20:28:50.726852] [INFO ] [sig       ] OZKAP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:50.871231] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/OZKAP.txt
[2026-02-11T20:28:50.871397] [INFO ] [sig       ] [2310/3412] Completed OZKAP in 0.3s | 2.80 sym/s | Total: 13.8m | ETA: 6.6m
[2026-02-11T20:28:50.871438] [INFO ] [sig       ] [2311/3412] Forecasting PAA...
[2026-02-11T20:28:50.871468] [INFO ] [sig       ] Generating forecast for: PAA
[2026-02-11T20:28:50.871498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2026-02-11T20:28:50.883722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2026-02-11T20:28:50.884201] [INFO ] [FORECASTER] Starting predict_future for PAA
[2026-02-11T20:28:50.885093] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2026-02-11T20:28:50.885147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:50.885179] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:50.885207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:50.885278] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:50.942412] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:50.943356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:50.943446] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:50.943479] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:51.072536] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:51.072783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:51.072850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:51.072885] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:51.076973] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2026-02-11T20:28:51.077395] [INFO ] [FORECASTER] Completed predict_future for PAA
[2026-02-11T20:28:51.077598] [INFO ] [sig       ] PAA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:51.233339] [INFO ] [LOCAL     ] Saved forecast: PAA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PAA.txt
[2026-02-11T20:28:51.233512] [INFO ] [sig       ] [2311/3412] Completed PAA in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.6m
[2026-02-11T20:28:51.233554] [INFO ] [sig       ] [2312/3412] Forecasting PAAS...
[2026-02-11T20:28:51.233606] [INFO ] [sig       ] Generating forecast for: PAAS
[2026-02-11T20:28:51.233638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2026-02-11T20:28:51.246258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2026-02-11T20:28:51.246711] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2026-02-11T20:28:51.247647] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2026-02-11T20:28:51.247722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:51.247761] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:51.247787] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:51.247849] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:51.310536] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:51.311510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:51.311639] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:51.311693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:51.442272] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:51.442431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:51.442473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:51.442501] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:51.446237] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=69.69%)
[2026-02-11T20:28:51.446531] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2026-02-11T20:28:51.446691] [INFO ] [sig       ] PAAS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:51.596797] [INFO ] [LOCAL     ] Saved forecast: PAAS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PAAS.txt
[2026-02-11T20:28:51.596989] [INFO ] [sig       ] [2312/3412] Completed PAAS in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.6m
[2026-02-11T20:28:51.597039] [INFO ] [sig       ] [2313/3412] Forecasting PAC...
[2026-02-11T20:28:51.597070] [INFO ] [sig       ] Generating forecast for: PAC
[2026-02-11T20:28:51.597102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2026-02-11T20:28:51.609796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2026-02-11T20:28:51.610340] [INFO ] [FORECASTER] Starting predict_future for PAC
[2026-02-11T20:28:51.611395] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2026-02-11T20:28:51.611463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:51.611496] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:51.611522] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:51.611597] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:51.669671] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:51.670510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:51.670612] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:51.670648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:51.792980] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:51.793183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:51.793231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:51.793261] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:51.797225] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2026-02-11T20:28:51.797542] [INFO ] [FORECASTER] Completed predict_future for PAC
[2026-02-11T20:28:51.797713] [INFO ] [sig       ] PAC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:51.939200] [INFO ] [LOCAL     ] Saved forecast: PAC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PAC.txt
[2026-02-11T20:28:51.939359] [INFO ] [sig       ] [2313/3412] Completed PAC in 0.3s | 2.80 sym/s | Total: 13.8m | ETA: 6.6m
[2026-02-11T20:28:51.939399] [INFO ] [sig       ] [2314/3412] Forecasting PACB...
[2026-02-11T20:28:51.939429] [INFO ] [sig       ] Generating forecast for: PACB
[2026-02-11T20:28:51.939461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2026-02-11T20:28:51.951658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2026-02-11T20:28:51.951961] [INFO ] [FORECASTER] Starting predict_future for PACB
[2026-02-11T20:28:51.952806] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2026-02-11T20:28:51.952858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:51.952889] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:51.952916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:51.952975] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:52.010745] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:52.011551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:52.011684] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:52.011719] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:52.131608] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:52.131775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:52.131817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:52.131847] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:52.135294] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2026-02-11T20:28:52.135607] [INFO ] [FORECASTER] Completed predict_future for PACB
[2026-02-11T20:28:52.135746] [INFO ] [sig       ] PACB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:52.280875] [INFO ] [LOCAL     ] Saved forecast: PACB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PACB.txt
[2026-02-11T20:28:52.281045] [INFO ] [sig       ] [2314/3412] Completed PACB in 0.3s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-11T20:28:52.281089] [INFO ] [sig       ] [2315/3412] Forecasting PACK...
[2026-02-11T20:28:52.281120] [INFO ] [sig       ] Generating forecast for: PACK
[2026-02-11T20:28:52.281152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2026-02-11T20:28:52.292830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2026-02-11T20:28:52.293233] [INFO ] [FORECASTER] Starting predict_future for PACK
[2026-02-11T20:28:52.294098] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2026-02-11T20:28:52.294151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:52.294183] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:52.294209] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:52.294267] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:52.351154] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:52.352112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:52.352202] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:52.352235] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:52.495507] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:52.495693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:52.495737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:52.495768] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:52.499527] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=33.60%)
[2026-02-11T20:28:52.499888] [INFO ] [FORECASTER] Completed predict_future for PACK
[2026-02-11T20:28:52.500033] [INFO ] [sig       ] PACK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:52.654785] [INFO ] [LOCAL     ] Saved forecast: PACK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PACK.txt
[2026-02-11T20:28:52.654983] [INFO ] [sig       ] [2315/3412] Completed PACK in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-11T20:28:52.655041] [INFO ] [sig       ] [2316/3412] Forecasting PAGP...
[2026-02-11T20:28:52.655080] [INFO ] [sig       ] Generating forecast for: PAGP
[2026-02-11T20:28:52.655134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2026-02-11T20:28:52.668880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2026-02-11T20:28:52.669266] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2026-02-11T20:28:52.670251] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2026-02-11T20:28:52.670307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:52.670340] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:52.670368] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:52.670426] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:52.732474] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:52.733409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:52.733498] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:52.733531] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:52.860515] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:52.860697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:52.860743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:52.860778] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:52.864508] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2026-02-11T20:28:52.864817] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2026-02-11T20:28:52.864986] [INFO ] [sig       ] PAGP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:53.013658] [INFO ] [LOCAL     ] Saved forecast: PAGP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PAGP.txt
[2026-02-11T20:28:53.013830] [INFO ] [sig       ] [2316/3412] Completed PAGP in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-11T20:28:53.013880] [INFO ] [sig       ] [2317/3412] Forecasting PAGS...
[2026-02-11T20:28:53.013917] [INFO ] [sig       ] Generating forecast for: PAGS
[2026-02-11T20:28:53.013948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2026-02-11T20:28:53.026258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2026-02-11T20:28:53.026655] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2026-02-11T20:28:53.027655] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2026-02-11T20:28:53.027710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:53.027747] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:53.027792] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:53.027880] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:53.092176] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:53.093071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:53.093162] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:53.093197] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:53.222619] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:53.222781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:53.222826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:53.222855] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:53.226280] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=48.39%)
[2026-02-11T20:28:53.226561] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2026-02-11T20:28:53.226714] [INFO ] [sig       ] PAGS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:53.375322] [INFO ] [LOCAL     ] Saved forecast: PAGS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PAGS.txt
[2026-02-11T20:28:53.375514] [INFO ] [sig       ] [2317/3412] Completed PAGS in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-11T20:28:53.375592] [INFO ] [sig       ] [2318/3412] Forecasting PAHC...
[2026-02-11T20:28:53.375627] [INFO ] [sig       ] Generating forecast for: PAHC
[2026-02-11T20:28:53.375669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2026-02-11T20:28:53.388275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2026-02-11T20:28:53.388629] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2026-02-11T20:28:53.389438] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2026-02-11T20:28:53.389490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:53.389522] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:53.389548] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:53.389631] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:53.446718] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:53.447554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:53.447680] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:53.447723] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:53.576412] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:53.576600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:53.576646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:53.576676] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:53.580400] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2026-02-11T20:28:53.580817] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2026-02-11T20:28:53.580982] [INFO ] [sig       ] PAHC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:53.722362] [INFO ] [LOCAL     ] Saved forecast: PAHC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PAHC.txt
[2026-02-11T20:28:53.722512] [INFO ] [sig       ] [2318/3412] Completed PAHC in 0.3s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-11T20:28:53.722555] [INFO ] [sig       ] [2319/3412] Forecasting PAL...
[2026-02-11T20:28:53.722603] [INFO ] [sig       ] Generating forecast for: PAL
[2026-02-11T20:28:53.722635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2026-02-11T20:28:53.734083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2026-02-11T20:28:53.734399] [INFO ] [FORECASTER] Starting predict_future for PAL
[2026-02-11T20:28:53.735218] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2026-02-11T20:28:53.735271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:53.735302] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:53.735330] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:53.735387] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:53.793983] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:53.794808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:53.794909] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:53.794955] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:53.920714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:53.920889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:53.920938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:53.920974] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:53.924835] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: UP (p=81.68%)
[2026-02-11T20:28:53.925144] [INFO ] [FORECASTER] Completed predict_future for PAL
[2026-02-11T20:28:53.925297] [INFO ] [sig       ] PAL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:54.073633] [INFO ] [LOCAL     ] Saved forecast: PAL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PAL.txt
[2026-02-11T20:28:54.073799] [INFO ] [sig       ] [2319/3412] Completed PAL in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-11T20:28:54.073847] [INFO ] [sig       ] [2320/3412] Forecasting PAM...
[2026-02-11T20:28:54.073883] [INFO ] [sig       ] Generating forecast for: PAM
[2026-02-11T20:28:54.073919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2026-02-11T20:28:54.085907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2026-02-11T20:28:54.086258] [INFO ] [FORECASTER] Starting predict_future for PAM
[2026-02-11T20:28:54.087171] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2026-02-11T20:28:54.087225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:54.087258] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:54.087285] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:54.087360] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:54.152399] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:54.153505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:54.153655] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:54.153694] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:54.280452] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:54.280644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:54.280687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:54.280717] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:54.284244] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=13.21%)
[2026-02-11T20:28:54.284523] [INFO ] [FORECASTER] Completed predict_future for PAM
[2026-02-11T20:28:54.284675] [INFO ] [sig       ] PAM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:54.424736] [INFO ] [LOCAL     ] Saved forecast: PAM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PAM.txt
[2026-02-11T20:28:54.424874] [INFO ] [sig       ] [2320/3412] Completed PAM in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-11T20:28:54.424914] [INFO ] [sig       ] [2321/3412] Forecasting PANL...
[2026-02-11T20:28:54.424943] [INFO ] [sig       ] Generating forecast for: PANL
[2026-02-11T20:28:54.424982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2026-02-11T20:28:54.436980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2026-02-11T20:28:54.437315] [INFO ] [FORECASTER] Starting predict_future for PANL
[2026-02-11T20:28:54.438172] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2026-02-11T20:28:54.438225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:54.438294] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:54.438322] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:54.438402] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:54.495445] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:54.496238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:54.496344] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:54.496377] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:54.616565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:54.616750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:54.616793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:54.616823] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:54.620501] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: DOWN (p=45.30%)
[2026-02-11T20:28:54.620855] [INFO ] [FORECASTER] Completed predict_future for PANL
[2026-02-11T20:28:54.621024] [INFO ] [sig       ] PANL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:54.768618] [INFO ] [LOCAL     ] Saved forecast: PANL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PANL.txt
[2026-02-11T20:28:54.768768] [INFO ] [sig       ] [2321/3412] Completed PANL in 0.3s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-11T20:28:54.768818] [INFO ] [sig       ] [2322/3412] Forecasting PASG...
[2026-02-11T20:28:54.768853] [INFO ] [sig       ] Generating forecast for: PASG
[2026-02-11T20:28:54.768890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2026-02-11T20:28:54.780300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2026-02-11T20:28:54.780629] [INFO ] [FORECASTER] Starting predict_future for PASG
[2026-02-11T20:28:54.781458] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2026-02-11T20:28:54.781511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:54.781544] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:54.781590] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:54.781653] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:54.841898] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:54.842615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:54.842701] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:54.842732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:54.970515] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:54.970839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:54.970897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:54.970929] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:54.974702] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: UP (p=53.37%)
[2026-02-11T20:28:54.975032] [INFO ] [FORECASTER] Completed predict_future for PASG
[2026-02-11T20:28:54.975176] [INFO ] [sig       ] PASG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:55.128829] [INFO ] [LOCAL     ] Saved forecast: PASG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PASG.txt
[2026-02-11T20:28:55.129012] [INFO ] [sig       ] [2322/3412] Completed PASG in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-11T20:28:55.129071] [INFO ] [sig       ] [2323/3412] Forecasting PATH...
[2026-02-11T20:28:55.129114] [INFO ] [sig       ] Generating forecast for: PATH
[2026-02-11T20:28:55.129146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2026-02-11T20:28:55.142115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2026-02-11T20:28:55.142521] [INFO ] [FORECASTER] Starting predict_future for PATH
[2026-02-11T20:28:55.143420] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2026-02-11T20:28:55.143475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:55.143508] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:55.143535] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:55.143612] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:55.202492] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:55.203441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:55.203544] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:55.203599] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:55.327947] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:55.328133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:55.328176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:55.328205] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:55.331849] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2026-02-11T20:28:55.332339] [INFO ] [FORECASTER] Completed predict_future for PATH
[2026-02-11T20:28:55.332484] [INFO ] [sig       ] PATH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:55.480028] [INFO ] [LOCAL     ] Saved forecast: PATH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PATH.txt
[2026-02-11T20:28:55.480185] [INFO ] [sig       ] [2323/3412] Completed PATH in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-11T20:28:55.480227] [INFO ] [sig       ] [2324/3412] Forecasting PATK...
[2026-02-11T20:28:55.480257] [INFO ] [sig       ] Generating forecast for: PATK
[2026-02-11T20:28:55.480291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2026-02-11T20:28:55.492139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2026-02-11T20:28:55.492495] [INFO ] [FORECASTER] Starting predict_future for PATK
[2026-02-11T20:28:55.493346] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2026-02-11T20:28:55.493409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:55.493443] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:55.493472] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:55.493530] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:55.553237] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:55.554177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:55.554267] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:55.554301] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:55.677812] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:55.678027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:55.678071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:55.678150] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:55.682193] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: UP (p=67.76%)
[2026-02-11T20:28:55.682610] [INFO ] [FORECASTER] Completed predict_future for PATK
[2026-02-11T20:28:55.682793] [INFO ] [sig       ] PATK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:55.828430] [INFO ] [LOCAL     ] Saved forecast: PATK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PATK.txt
[2026-02-11T20:28:55.828626] [INFO ] [sig       ] [2324/3412] Completed PATK in 0.3s | 2.80 sym/s | Total: 13.9m | ETA: 6.5m
[2026-02-11T20:28:55.828674] [INFO ] [sig       ] [2325/3412] Forecasting PAX...
[2026-02-11T20:28:55.828716] [INFO ] [sig       ] Generating forecast for: PAX
[2026-02-11T20:28:55.828761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2026-02-11T20:28:55.841217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2026-02-11T20:28:55.841649] [INFO ] [FORECASTER] Starting predict_future for PAX
[2026-02-11T20:28:55.842503] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2026-02-11T20:28:55.842557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:55.842611] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:55.842640] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:55.842697] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:55.901840] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:55.902873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:55.902969] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:55.903002] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:56.027268] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:56.027431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:56.027473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:56.027532] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:56.031055] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: DOWN (p=43.89%)
[2026-02-11T20:28:56.031340] [INFO ] [FORECASTER] Completed predict_future for PAX
[2026-02-11T20:28:56.031474] [INFO ] [sig       ] PAX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:56.174372] [INFO ] [LOCAL     ] Saved forecast: PAX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PAX.txt
[2026-02-11T20:28:56.174540] [INFO ] [sig       ] [2325/3412] Completed PAX in 0.3s | 2.80 sym/s | Total: 13.9m | ETA: 6.5m
[2026-02-11T20:28:56.174609] [INFO ] [sig       ] [2326/3412] Forecasting PAXS...
[2026-02-11T20:28:56.174641] [INFO ] [sig       ] Generating forecast for: PAXS
[2026-02-11T20:28:56.174671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2026-02-11T20:28:56.186722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2026-02-11T20:28:56.187117] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2026-02-11T20:28:56.188022] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2026-02-11T20:28:56.188076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:56.188109] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:56.188137] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:56.188196] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:56.246890] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:56.247841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:56.247935] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:56.247970] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:56.374129] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:56.374294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:56.374336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:56.374366] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:56.378077] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: DOWN (p=29.68%)
[2026-02-11T20:28:56.378381] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2026-02-11T20:28:56.378529] [INFO ] [sig       ] PAXS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:56.528400] [INFO ] [LOCAL     ] Saved forecast: PAXS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PAXS.txt
[2026-02-11T20:28:56.528588] [INFO ] [sig       ] [2326/3412] Completed PAXS in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.5m
[2026-02-11T20:28:56.528633] [INFO ] [sig       ] [2327/3412] Forecasting PAY...
[2026-02-11T20:28:56.528662] [INFO ] [sig       ] Generating forecast for: PAY
[2026-02-11T20:28:56.528693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2026-02-11T20:28:56.540640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2026-02-11T20:28:56.541066] [INFO ] [FORECASTER] Starting predict_future for PAY
[2026-02-11T20:28:56.541924] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2026-02-11T20:28:56.541977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:56.542008] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:56.542035] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:56.542092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:56.601075] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:56.602117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:56.602215] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:56.602250] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:56.723507] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:56.723692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:56.723735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:56.723764] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:56.727369] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=9.06%)
[2026-02-11T20:28:56.727720] [INFO ] [FORECASTER] Completed predict_future for PAY
[2026-02-11T20:28:56.727888] [INFO ] [sig       ] PAY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:56.873445] [INFO ] [LOCAL     ] Saved forecast: PAY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PAY.txt
[2026-02-11T20:28:56.873636] [INFO ] [sig       ] [2327/3412] Completed PAY in 0.3s | 2.80 sym/s | Total: 13.9m | ETA: 6.5m
[2026-02-11T20:28:56.873687] [INFO ] [sig       ] [2328/3412] Forecasting PAYC...
[2026-02-11T20:28:56.873719] [INFO ] [sig       ] Generating forecast for: PAYC
[2026-02-11T20:28:56.873749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2026-02-11T20:28:56.885651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2026-02-11T20:28:56.885981] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2026-02-11T20:28:56.886826] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2026-02-11T20:28:56.886880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:56.886913] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:56.886941] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:56.886999] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:56.945712] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:56.946691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:56.946808] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:56.946852] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:57.072412] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:57.072612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:57.072656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:57.072686] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:57.076330] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=89.60%)
[2026-02-11T20:28:57.076643] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2026-02-11T20:28:57.076786] [INFO ] [sig       ] PAYC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:57.225027] [INFO ] [LOCAL     ] Saved forecast: PAYC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PAYC.txt
[2026-02-11T20:28:57.225216] [INFO ] [sig       ] [2328/3412] Completed PAYC in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.5m
[2026-02-11T20:28:57.225263] [INFO ] [sig       ] [2329/3412] Forecasting PAYO...
[2026-02-11T20:28:57.225293] [INFO ] [sig       ] Generating forecast for: PAYO
[2026-02-11T20:28:57.225323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2026-02-11T20:28:57.237929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2026-02-11T20:28:57.238330] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2026-02-11T20:28:57.239195] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2026-02-11T20:28:57.239249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:57.239282] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:57.239310] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:57.239368] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:57.298113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:57.299043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:57.299149] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:57.299198] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:57.424752] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:57.424915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:57.424955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:57.424985] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:57.428499] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2026-02-11T20:28:57.428814] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2026-02-11T20:28:57.428976] [INFO ] [sig       ] PAYO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:57.570856] [INFO ] [LOCAL     ] Saved forecast: PAYO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PAYO.txt
[2026-02-11T20:28:57.571024] [INFO ] [sig       ] [2329/3412] Completed PAYO in 0.3s | 2.80 sym/s | Total: 13.9m | ETA: 6.5m
[2026-02-11T20:28:57.571065] [INFO ] [sig       ] [2330/3412] Forecasting PAYS...
[2026-02-11T20:28:57.571094] [INFO ] [sig       ] Generating forecast for: PAYS
[2026-02-11T20:28:57.571124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2026-02-11T20:28:57.583081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2026-02-11T20:28:57.583481] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2026-02-11T20:28:57.584366] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2026-02-11T20:28:57.584419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:57.584451] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:57.584478] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:57.584534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:57.643899] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:57.644873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:57.644964] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:57.644998] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:57.766091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:57.766253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:57.766295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:57.766325] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:57.769899] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2026-02-11T20:28:57.770182] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2026-02-11T20:28:57.770317] [INFO ] [sig       ] PAYS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:57.914702] [INFO ] [LOCAL     ] Saved forecast: PAYS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PAYS.txt
[2026-02-11T20:28:57.914865] [INFO ] [sig       ] [2330/3412] Completed PAYS in 0.3s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-11T20:28:57.914904] [INFO ] [sig       ] [2331/3412] Forecasting PAYX...
[2026-02-11T20:28:57.914933] [INFO ] [sig       ] Generating forecast for: PAYX
[2026-02-11T20:28:57.914965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2026-02-11T20:28:57.926885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2026-02-11T20:28:57.927283] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2026-02-11T20:28:57.928177] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2026-02-11T20:28:57.928231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:57.928262] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:57.928290] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:57.928347] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:57.990173] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:57.991291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:57.991414] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:57.991452] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:58.112321] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:58.112486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:58.112547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:58.112601] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:58.116324] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: DOWN (p=46.32%)
[2026-02-11T20:28:58.116685] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2026-02-11T20:28:58.116843] [INFO ] [sig       ] PAYX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:58.263313] [INFO ] [LOCAL     ] Saved forecast: PAYX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PAYX.txt
[2026-02-11T20:28:58.263473] [INFO ] [sig       ] [2331/3412] Completed PAYX in 0.3s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-11T20:28:58.263533] [INFO ] [sig       ] [2332/3412] Forecasting PB...
[2026-02-11T20:28:58.263565] [INFO ] [sig       ] Generating forecast for: PB
[2026-02-11T20:28:58.263617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2026-02-11T20:28:58.275010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2026-02-11T20:28:58.275372] [INFO ] [FORECASTER] Starting predict_future for PB
[2026-02-11T20:28:58.276255] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2026-02-11T20:28:58.276326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:58.276366] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:58.276393] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:58.276452] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:58.335505] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:58.336466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:58.336558] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:58.336614] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:58.458743] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:58.458914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:58.458964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:58.459001] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:58.462782] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2026-02-11T20:28:58.463155] [INFO ] [FORECASTER] Completed predict_future for PB
[2026-02-11T20:28:58.463310] [INFO ] [sig       ] PB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:58.608510] [INFO ] [LOCAL     ] Saved forecast: PB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PB.txt
[2026-02-11T20:28:58.608683] [INFO ] [sig       ] [2332/3412] Completed PB in 0.3s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-11T20:28:58.608724] [INFO ] [sig       ] [2333/3412] Forecasting PBA...
[2026-02-11T20:28:58.608755] [INFO ] [sig       ] Generating forecast for: PBA
[2026-02-11T20:28:58.608785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2026-02-11T20:28:58.621168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2026-02-11T20:28:58.621520] [INFO ] [FORECASTER] Starting predict_future for PBA
[2026-02-11T20:28:58.622370] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2026-02-11T20:28:58.622424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:58.622456] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:58.622482] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:58.622540] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:58.683666] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:58.684599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:58.684709] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:58.684756] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:58.810914] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:58.811101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:58.811152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:58.811185] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:58.814956] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: UP (p=51.14%)
[2026-02-11T20:28:58.815271] [INFO ] [FORECASTER] Completed predict_future for PBA
[2026-02-11T20:28:58.815408] [INFO ] [sig       ] PBA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:28:58.955851] [INFO ] [LOCAL     ] Saved forecast: PBA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PBA.txt
[2026-02-11T20:28:58.956018] [INFO ] [sig       ] [2333/3412] Completed PBA in 0.3s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-11T20:28:58.956071] [INFO ] [sig       ] [2334/3412] Forecasting PBF...
[2026-02-11T20:28:58.956104] [INFO ] [sig       ] Generating forecast for: PBF
[2026-02-11T20:28:58.956136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2026-02-11T20:28:58.968621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2026-02-11T20:28:58.968993] [INFO ] [FORECASTER] Starting predict_future for PBF
[2026-02-11T20:28:58.969841] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2026-02-11T20:28:58.969915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:58.969964] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:58.969998] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:58.970076] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:59.030769] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:59.031823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:59.031930] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:59.031982] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:59.159275] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:59.159438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:59.159480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:59.159510] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:59.163157] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=26.60%)
[2026-02-11T20:28:59.163465] [INFO ] [FORECASTER] Completed predict_future for PBF
[2026-02-11T20:28:59.163627] [INFO ] [sig       ] PBF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:59.311514] [INFO ] [LOCAL     ] Saved forecast: PBF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PBF.txt
[2026-02-11T20:28:59.311759] [INFO ] [sig       ] [2334/3412] Completed PBF in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-11T20:28:59.311801] [INFO ] [sig       ] [2335/3412] Forecasting PBFS...
[2026-02-11T20:28:59.311832] [INFO ] [sig       ] Generating forecast for: PBFS
[2026-02-11T20:28:59.311875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2026-02-11T20:28:59.323783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2026-02-11T20:28:59.324208] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2026-02-11T20:28:59.325171] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2026-02-11T20:28:59.325239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:59.325290] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:59.325320] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:59.325378] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:59.387556] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:59.388513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:59.388627] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:59.388675] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:59.494725] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:59.494877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:59.494926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:59.494960] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:59.498474] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2026-02-11T20:28:59.498776] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2026-02-11T20:28:59.498918] [INFO ] [sig       ] PBFS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:59.643035] [INFO ] [LOCAL     ] Saved forecast: PBFS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PBFS.txt
[2026-02-11T20:28:59.643166] [INFO ] [sig       ] [2335/3412] Completed PBFS in 0.3s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-11T20:28:59.643206] [INFO ] [sig       ] [2336/3412] Forecasting PBH...
[2026-02-11T20:28:59.643235] [INFO ] [sig       ] Generating forecast for: PBH
[2026-02-11T20:28:59.643265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2026-02-11T20:28:59.655321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2026-02-11T20:28:59.655672] [INFO ] [FORECASTER] Starting predict_future for PBH
[2026-02-11T20:28:59.656505] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2026-02-11T20:28:59.656557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:59.656610] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:59.656638] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:59.656696] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:28:59.716651] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:28:59.717653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:28:59.717744] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:28:59.717776] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:28:59.838047] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:28:59.838214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:28:59.838255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:28:59.838283] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:28:59.841822] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=17.84%)
[2026-02-11T20:28:59.842134] [INFO ] [FORECASTER] Completed predict_future for PBH
[2026-02-11T20:28:59.842272] [INFO ] [sig       ] PBH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:28:59.984717] [INFO ] [LOCAL     ] Saved forecast: PBH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PBH.txt
[2026-02-11T20:28:59.984874] [INFO ] [sig       ] [2336/3412] Completed PBH in 0.3s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-11T20:28:59.984921] [INFO ] [sig       ] [2337/3412] Forecasting PBI...
[2026-02-11T20:28:59.984957] [INFO ] [sig       ] Generating forecast for: PBI
[2026-02-11T20:28:59.984994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2026-02-11T20:28:59.996828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2026-02-11T20:28:59.997213] [INFO ] [FORECASTER] Starting predict_future for PBI
[2026-02-11T20:28:59.998110] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2026-02-11T20:28:59.998164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:28:59.998196] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:28:59.998222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:28:59.998280] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:00.056372] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:00.057277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:00.057372] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:00.057406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:00.180971] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:00.181142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:00.181183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:00.181213] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:00.184696] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=86.89%)
[2026-02-11T20:29:00.184986] [INFO ] [FORECASTER] Completed predict_future for PBI
[2026-02-11T20:29:00.185125] [INFO ] [sig       ] PBI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:00.329557] [INFO ] [LOCAL     ] Saved forecast: PBI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PBI.txt
[2026-02-11T20:29:00.329761] [INFO ] [sig       ] [2337/3412] Completed PBI in 0.3s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-11T20:29:00.329810] [INFO ] [sig       ] [2338/3412] Forecasting PBYI...
[2026-02-11T20:29:00.329843] [INFO ] [sig       ] Generating forecast for: PBYI
[2026-02-11T20:29:00.329873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2026-02-11T20:29:00.341764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2026-02-11T20:29:00.342135] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2026-02-11T20:29:00.342981] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2026-02-11T20:29:00.343033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:00.343093] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:00.343121] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:00.343179] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:00.402316] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:00.403260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:00.403349] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:00.403385] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:00.527637] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:00.527830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:00.527871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:00.527904] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:00.531716] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2026-02-11T20:29:00.532070] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2026-02-11T20:29:00.532219] [INFO ] [sig       ] PBYI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:00.673396] [INFO ] [LOCAL     ] Saved forecast: PBYI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PBYI.txt
[2026-02-11T20:29:00.673568] [INFO ] [sig       ] [2338/3412] Completed PBYI in 0.3s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-11T20:29:00.673658] [INFO ] [sig       ] [2339/3412] Forecasting PCB...
[2026-02-11T20:29:00.673688] [INFO ] [sig       ] Generating forecast for: PCB
[2026-02-11T20:29:00.673726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2026-02-11T20:29:00.685804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2026-02-11T20:29:00.686200] [INFO ] [FORECASTER] Starting predict_future for PCB
[2026-02-11T20:29:00.687067] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2026-02-11T20:29:00.687120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:00.687153] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:00.687180] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:00.687238] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:00.745706] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:00.746679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:00.746787] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:00.746820] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:00.866438] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:00.866656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:00.866790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:00.866825] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:00.870749] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=21.01%)
[2026-02-11T20:29:00.871062] [INFO ] [FORECASTER] Completed predict_future for PCB
[2026-02-11T20:29:00.871203] [INFO ] [sig       ] PCB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:01.018649] [INFO ] [LOCAL     ] Saved forecast: PCB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PCB.txt
[2026-02-11T20:29:01.018866] [INFO ] [sig       ] [2339/3412] Completed PCB in 0.3s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-11T20:29:01.018918] [INFO ] [sig       ] [2340/3412] Forecasting PCF...
[2026-02-11T20:29:01.018958] [INFO ] [sig       ] Generating forecast for: PCF
[2026-02-11T20:29:01.019003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2026-02-11T20:29:01.035351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2026-02-11T20:29:01.036130] [INFO ] [FORECASTER] Starting predict_future for PCF
[2026-02-11T20:29:01.037556] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2026-02-11T20:29:01.037708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:01.037753] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:01.037787] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:01.037873] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:01.126253] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:01.127891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:01.127995] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:01.128035] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:01.247922] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:01.248065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:01.248114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:01.248148] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:01.251911] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2026-02-11T20:29:01.252220] [INFO ] [FORECASTER] Completed predict_future for PCF
[2026-02-11T20:29:01.252363] [INFO ] [sig       ] PCF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:01.395801] [INFO ] [LOCAL     ] Saved forecast: PCF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PCF.txt
[2026-02-11T20:29:01.395986] [INFO ] [sig       ] [2340/3412] Completed PCF in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-11T20:29:01.396034] [INFO ] [sig       ] [2341/3412] Forecasting PCG...
[2026-02-11T20:29:01.396067] [INFO ] [sig       ] Generating forecast for: PCG
[2026-02-11T20:29:01.396099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2026-02-11T20:29:01.410307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2026-02-11T20:29:01.410744] [INFO ] [FORECASTER] Starting predict_future for PCG
[2026-02-11T20:29:01.411682] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2026-02-11T20:29:01.411742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:01.411803] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:01.411837] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:01.411909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:01.473079] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:01.474000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:01.474113] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:01.474153] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:01.606829] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:01.607011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:01.607059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:01.607120] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:01.610997] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=53.94%)
[2026-02-11T20:29:01.611364] [INFO ] [FORECASTER] Completed predict_future for PCG
[2026-02-11T20:29:01.611523] [INFO ] [sig       ] PCG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:01.761965] [INFO ] [LOCAL     ] Saved forecast: PCG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PCG.txt
[2026-02-11T20:29:01.762161] [INFO ] [sig       ] [2341/3412] Completed PCG in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.4m
[2026-02-11T20:29:01.762214] [INFO ] [sig       ] [2342/3412] Forecasting PCM...
[2026-02-11T20:29:01.762246] [INFO ] [sig       ] Generating forecast for: PCM
[2026-02-11T20:29:01.762276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2026-02-11T20:29:01.774636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2026-02-11T20:29:01.775045] [INFO ] [FORECASTER] Starting predict_future for PCM
[2026-02-11T20:29:01.775933] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2026-02-11T20:29:01.775989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:01.776028] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:01.776066] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:01.776144] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:01.837195] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:01.838198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:01.838288] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:01.838323] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:01.987302] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:01.987522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:01.987591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:01.987625] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:01.991372] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=33.84%)
[2026-02-11T20:29:01.991715] [INFO ] [FORECASTER] Completed predict_future for PCM
[2026-02-11T20:29:01.991881] [INFO ] [sig       ] PCM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:02.140738] [INFO ] [LOCAL     ] Saved forecast: PCM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PCM.txt
[2026-02-11T20:29:02.140880] [INFO ] [sig       ] [2342/3412] Completed PCM in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.4m
[2026-02-11T20:29:02.140920] [INFO ] [sig       ] [2343/3412] Forecasting PCN...
[2026-02-11T20:29:02.140949] [INFO ] [sig       ] Generating forecast for: PCN
[2026-02-11T20:29:02.140979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2026-02-11T20:29:02.154143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2026-02-11T20:29:02.154563] [INFO ] [FORECASTER] Starting predict_future for PCN
[2026-02-11T20:29:02.155476] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2026-02-11T20:29:02.155531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:02.155564] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:02.155616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:02.155690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:02.218034] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:02.218951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:02.219057] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:02.219099] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:02.345853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:02.346020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:02.346064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:02.346093] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:02.350023] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=91.54%)
[2026-02-11T20:29:02.350336] [INFO ] [FORECASTER] Completed predict_future for PCN
[2026-02-11T20:29:02.350476] [INFO ] [sig       ] PCN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:02.497670] [INFO ] [LOCAL     ] Saved forecast: PCN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PCN.txt
[2026-02-11T20:29:02.497845] [INFO ] [sig       ] [2343/3412] Completed PCN in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.4m
[2026-02-11T20:29:02.497888] [INFO ] [sig       ] [2344/3412] Forecasting PCQ...
[2026-02-11T20:29:02.497918] [INFO ] [sig       ] Generating forecast for: PCQ
[2026-02-11T20:29:02.497949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2026-02-11T20:29:02.510269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2026-02-11T20:29:02.510642] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2026-02-11T20:29:02.511466] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2026-02-11T20:29:02.511520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:02.511553] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:02.511601] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:02.511663] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:02.572306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:02.573177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:02.573267] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:02.573302] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:02.689691] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:02.689862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:02.689904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:02.689933] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:02.693732] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=63.62%)
[2026-02-11T20:29:02.694063] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2026-02-11T20:29:02.694236] [INFO ] [sig       ] PCQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:02.840658] [INFO ] [LOCAL     ] Saved forecast: PCQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PCQ.txt
[2026-02-11T20:29:02.840805] [INFO ] [sig       ] [2344/3412] Completed PCQ in 0.3s | 2.80 sym/s | Total: 14.0m | ETA: 6.4m
[2026-02-11T20:29:02.840846] [INFO ] [sig       ] [2345/3412] Forecasting PCRX...
[2026-02-11T20:29:02.840874] [INFO ] [sig       ] Generating forecast for: PCRX
[2026-02-11T20:29:02.840903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2026-02-11T20:29:02.852493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2026-02-11T20:29:02.852821] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2026-02-11T20:29:02.853640] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2026-02-11T20:29:02.853694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:02.853726] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:02.853754] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:02.853812] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:02.910929] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:02.911686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:02.911769] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:02.911802] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:03.033440] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:03.033630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:03.033674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:03.033704] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:03.037423] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=36.51%)
[2026-02-11T20:29:03.037845] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2026-02-11T20:29:03.038006] [INFO ] [sig       ] PCRX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:03.190508] [INFO ] [LOCAL     ] Saved forecast: PCRX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PCRX.txt
[2026-02-11T20:29:03.190690] [INFO ] [sig       ] [2345/3412] Completed PCRX in 0.3s | 2.80 sym/s | Total: 14.0m | ETA: 6.4m
[2026-02-11T20:29:03.190734] [INFO ] [sig       ] [2346/3412] Forecasting PCTY...
[2026-02-11T20:29:03.190766] [INFO ] [sig       ] Generating forecast for: PCTY
[2026-02-11T20:29:03.190797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2026-02-11T20:29:03.203273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2026-02-11T20:29:03.203665] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2026-02-11T20:29:03.204519] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2026-02-11T20:29:03.204602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:03.204640] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:03.204669] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:03.204727] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:03.265346] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:03.266137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:03.266225] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:03.266259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:03.389866] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:03.390040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:03.390091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:03.390128] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:03.393797] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2026-02-11T20:29:03.394098] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2026-02-11T20:29:03.394254] [INFO ] [sig       ] PCTY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:03.536360] [INFO ] [LOCAL     ] Saved forecast: PCTY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PCTY.txt
[2026-02-11T20:29:03.536504] [INFO ] [sig       ] [2346/3412] Completed PCTY in 0.3s | 2.80 sym/s | Total: 14.0m | ETA: 6.4m
[2026-02-11T20:29:03.536544] [INFO ] [sig       ] [2347/3412] Forecasting PCVX...
[2026-02-11T20:29:03.536590] [INFO ] [sig       ] Generating forecast for: PCVX
[2026-02-11T20:29:03.536624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2026-02-11T20:29:03.549147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2026-02-11T20:29:03.549461] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2026-02-11T20:29:03.550327] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2026-02-11T20:29:03.550380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:03.550412] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:03.550438] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:03.550495] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:03.608374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:03.609261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:03.609348] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:03.609382] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:03.733964] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:03.734125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:03.734169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:03.734199] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:03.737765] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2026-02-11T20:29:03.738056] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2026-02-11T20:29:03.738192] [INFO ] [sig       ] PCVX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:03.878350] [INFO ] [LOCAL     ] Saved forecast: PCVX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PCVX.txt
[2026-02-11T20:29:03.878489] [INFO ] [sig       ] [2347/3412] Completed PCVX in 0.3s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-11T20:29:03.878528] [INFO ] [sig       ] [2348/3412] Forecasting PCYO...
[2026-02-11T20:29:03.878557] [INFO ] [sig       ] Generating forecast for: PCYO
[2026-02-11T20:29:03.878609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2026-02-11T20:29:03.890297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2026-02-11T20:29:03.890650] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2026-02-11T20:29:03.891508] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2026-02-11T20:29:03.891595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:03.891633] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:03.891663] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:03.891722] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:03.951975] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:03.952939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:03.953070] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:03.953115] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:04.084452] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:04.084635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:04.084679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:04.084709] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:04.088554] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2026-02-11T20:29:04.088876] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2026-02-11T20:29:04.089017] [INFO ] [sig       ] PCYO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:04.238606] [INFO ] [LOCAL     ] Saved forecast: PCYO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PCYO.txt
[2026-02-11T20:29:04.238810] [INFO ] [sig       ] [2348/3412] Completed PCYO in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-11T20:29:04.238865] [INFO ] [sig       ] [2349/3412] Forecasting PD...
[2026-02-11T20:29:04.238906] [INFO ] [sig       ] Generating forecast for: PD
[2026-02-11T20:29:04.238948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2026-02-11T20:29:04.251818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2026-02-11T20:29:04.252184] [INFO ] [FORECASTER] Starting predict_future for PD
[2026-02-11T20:29:04.253032] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2026-02-11T20:29:04.253086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:04.253120] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:04.253148] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:04.253207] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:04.316605] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:04.317472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:04.317606] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:04.317644] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:04.444129] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:04.444301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:04.444349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:04.444390] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:04.448271] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: DOWN (p=24.93%)
[2026-02-11T20:29:04.448594] [INFO ] [FORECASTER] Completed predict_future for PD
[2026-02-11T20:29:04.448737] [INFO ] [sig       ] PD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:04.596699] [INFO ] [LOCAL     ] Saved forecast: PD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PD.txt
[2026-02-11T20:29:04.596852] [INFO ] [sig       ] [2349/3412] Completed PD in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-11T20:29:04.596892] [INFO ] [sig       ] [2350/3412] Forecasting PDBC...
[2026-02-11T20:29:04.596922] [INFO ] [sig       ] Generating forecast for: PDBC
[2026-02-11T20:29:04.596952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2026-02-11T20:29:04.610932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2026-02-11T20:29:04.611370] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2026-02-11T20:29:04.612360] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2026-02-11T20:29:04.612419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:04.612450] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:04.612477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:04.612534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:04.673617] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:04.674515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:04.674628] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:04.674668] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:04.806883] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:04.807047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:04.807088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:04.807117] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:04.810872] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2026-02-11T20:29:04.811197] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2026-02-11T20:29:04.811341] [INFO ] [sig       ] PDBC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:04.955168] [INFO ] [LOCAL     ] Saved forecast: PDBC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PDBC.txt
[2026-02-11T20:29:04.955332] [INFO ] [sig       ] [2350/3412] Completed PDBC in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-11T20:29:04.955374] [INFO ] [sig       ] [2351/3412] Forecasting PDD...
[2026-02-11T20:29:04.955405] [INFO ] [sig       ] Generating forecast for: PDD
[2026-02-11T20:29:04.955436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2026-02-11T20:29:04.968058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2026-02-11T20:29:04.968439] [INFO ] [FORECASTER] Starting predict_future for PDD
[2026-02-11T20:29:04.969300] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2026-02-11T20:29:04.969354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:04.969385] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:04.969412] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:04.969470] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:05.026396] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:05.027327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:05.027413] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:05.027446] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:05.152359] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:05.152529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:05.152597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:05.152631] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:05.156171] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: DOWN (p=44.69%)
[2026-02-11T20:29:05.156469] [INFO ] [FORECASTER] Completed predict_future for PDD
[2026-02-11T20:29:05.156627] [INFO ] [sig       ] PDD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:05.309637] [INFO ] [LOCAL     ] Saved forecast: PDD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PDD.txt
[2026-02-11T20:29:05.309848] [INFO ] [sig       ] [2351/3412] Completed PDD in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-11T20:29:05.309899] [INFO ] [sig       ] [2352/3412] Forecasting PDEX...
[2026-02-11T20:29:05.309931] [INFO ] [sig       ] Generating forecast for: PDEX
[2026-02-11T20:29:05.309964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2026-02-11T20:29:05.322411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2026-02-11T20:29:05.322879] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2026-02-11T20:29:05.323883] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2026-02-11T20:29:05.323952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:05.323995] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:05.324037] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:05.324133] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:05.386312] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:05.387240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:05.387358] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:05.387394] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:05.515385] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:05.515563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:05.515628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:05.515658] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:05.519421] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2026-02-11T20:29:05.519871] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2026-02-11T20:29:05.520054] [INFO ] [sig       ] PDEX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:05.675042] [INFO ] [LOCAL     ] Saved forecast: PDEX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PDEX.txt
[2026-02-11T20:29:05.675229] [INFO ] [sig       ] [2352/3412] Completed PDEX in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-11T20:29:05.675271] [INFO ] [sig       ] [2353/3412] Forecasting PDFS...
[2026-02-11T20:29:05.675300] [INFO ] [sig       ] Generating forecast for: PDFS
[2026-02-11T20:29:05.675332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2026-02-11T20:29:05.688504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2026-02-11T20:29:05.688934] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2026-02-11T20:29:05.689821] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2026-02-11T20:29:05.689874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:05.689906] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:05.689932] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:05.689989] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:05.747215] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:05.748227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:05.748317] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:05.748349] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:05.871978] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:05.872140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:05.872181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:05.872210] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:05.875723] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: DOWN (p=5.19%)
[2026-02-11T20:29:05.876048] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2026-02-11T20:29:05.876184] [INFO ] [sig       ] PDFS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:06.018622] [INFO ] [LOCAL     ] Saved forecast: PDFS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PDFS.txt
[2026-02-11T20:29:06.018813] [INFO ] [sig       ] [2353/3412] Completed PDFS in 0.3s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-11T20:29:06.018855] [INFO ] [sig       ] [2354/3412] Forecasting PDI...
[2026-02-11T20:29:06.018887] [INFO ] [sig       ] Generating forecast for: PDI
[2026-02-11T20:29:06.018917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2026-02-11T20:29:06.031477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2026-02-11T20:29:06.031953] [INFO ] [FORECASTER] Starting predict_future for PDI
[2026-02-11T20:29:06.032882] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2026-02-11T20:29:06.032936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:06.032971] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:06.032998] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:06.033060] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:06.093312] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:06.094274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:06.094367] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:06.094402] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:06.212813] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:06.212975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:06.213020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:06.213055] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:06.216769] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=70.21%)
[2026-02-11T20:29:06.217062] [INFO ] [FORECASTER] Completed predict_future for PDI
[2026-02-11T20:29:06.217225] [INFO ] [sig       ] PDI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:06.374687] [INFO ] [LOCAL     ] Saved forecast: PDI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PDI.txt
[2026-02-11T20:29:06.374869] [INFO ] [sig       ] [2354/3412] Completed PDI in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-11T20:29:06.374920] [INFO ] [sig       ] [2355/3412] Forecasting PDLB...
[2026-02-11T20:29:06.374956] [INFO ] [sig       ] Generating forecast for: PDLB
[2026-02-11T20:29:06.374994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2026-02-11T20:29:06.389084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2026-02-11T20:29:06.389401] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2026-02-11T20:29:06.390377] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2026-02-11T20:29:06.390430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:06.390492] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:06.390522] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:06.390601] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:06.450454] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:06.451368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:06.451484] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:06.451521] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:06.578562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:06.578776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:06.578844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:06.578876] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:06.582542] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2026-02-11T20:29:06.582858] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2026-02-11T20:29:06.582996] [INFO ] [sig       ] PDLB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:06.729638] [INFO ] [LOCAL     ] Saved forecast: PDLB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PDLB.txt
[2026-02-11T20:29:06.729808] [INFO ] [sig       ] [2355/3412] Completed PDLB in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-11T20:29:06.729852] [INFO ] [sig       ] [2356/3412] Forecasting PDM...
[2026-02-11T20:29:06.729885] [INFO ] [sig       ] Generating forecast for: PDM
[2026-02-11T20:29:06.729916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2026-02-11T20:29:06.741954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2026-02-11T20:29:06.742334] [INFO ] [FORECASTER] Starting predict_future for PDM
[2026-02-11T20:29:06.743172] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2026-02-11T20:29:06.743227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:06.743260] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:06.743287] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:06.743343] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:06.803794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:06.804734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:06.804829] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:06.804864] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:06.927937] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:06.928140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:06.928193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:06.928230] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:06.932360] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2026-02-11T20:29:06.932734] [INFO ] [FORECASTER] Completed predict_future for PDM
[2026-02-11T20:29:06.932884] [INFO ] [sig       ] PDM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:07.089070] [INFO ] [LOCAL     ] Saved forecast: PDM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PDM.txt
[2026-02-11T20:29:07.089226] [INFO ] [sig       ] [2356/3412] Completed PDM in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-11T20:29:07.089269] [INFO ] [sig       ] [2357/3412] Forecasting PDO...
[2026-02-11T20:29:07.089301] [INFO ] [sig       ] Generating forecast for: PDO
[2026-02-11T20:29:07.089344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2026-02-11T20:29:07.103062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2026-02-11T20:29:07.103422] [INFO ] [FORECASTER] Starting predict_future for PDO
[2026-02-11T20:29:07.104362] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2026-02-11T20:29:07.104417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:07.104450] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:07.104478] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:07.104536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:07.169717] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:07.170764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:07.170973] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:07.171015] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:07.290526] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:07.290697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:07.290738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:07.290766] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:07.294546] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=99.77%)
[2026-02-11T20:29:07.294848] [INFO ] [FORECASTER] Completed predict_future for PDO
[2026-02-11T20:29:07.294979] [INFO ] [sig       ] PDO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:07.523270] [INFO ] [LOCAL     ] Saved forecast: PDO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PDO.txt
[2026-02-11T20:29:07.523429] [INFO ] [sig       ] [2357/3412] Completed PDO in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-11T20:29:07.523472] [INFO ] [sig       ] [2358/3412] Forecasting PDP...
[2026-02-11T20:29:07.523504] [INFO ] [sig       ] Generating forecast for: PDP
[2026-02-11T20:29:07.523536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2026-02-11T20:29:07.536893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2026-02-11T20:29:07.537262] [INFO ] [FORECASTER] Starting predict_future for PDP
[2026-02-11T20:29:07.538326] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2026-02-11T20:29:07.538380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:07.538412] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:07.538441] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:07.538499] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:07.605167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:07.605998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:07.606100] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:07.606135] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:07.722326] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:07.722485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:07.722526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:07.722624] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:07.726110] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2026-02-11T20:29:07.726386] [INFO ] [FORECASTER] Completed predict_future for PDP
[2026-02-11T20:29:07.726517] [INFO ] [sig       ] PDP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:07.872375] [INFO ] [LOCAL     ] Saved forecast: PDP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PDP.txt
[2026-02-11T20:29:07.872516] [INFO ] [sig       ] [2358/3412] Completed PDP in 0.3s | 2.80 sym/s | Total: 14.1m | ETA: 6.3m
[2026-02-11T20:29:07.872555] [INFO ] [sig       ] [2359/3412] Forecasting PDS...
[2026-02-11T20:29:07.872800] [INFO ] [sig       ] Generating forecast for: PDS
[2026-02-11T20:29:07.872833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2026-02-11T20:29:07.884879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2026-02-11T20:29:07.885172] [INFO ] [FORECASTER] Starting predict_future for PDS
[2026-02-11T20:29:07.885988] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2026-02-11T20:29:07.886040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:07.886084] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:07.886112] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:07.886178] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:07.944175] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:07.945015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:07.945105] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:07.945145] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:08.068703] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:08.068868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:08.068908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:08.068939] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:08.072444] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=32.21%)
[2026-02-11T20:29:08.072745] [INFO ] [FORECASTER] Completed predict_future for PDS
[2026-02-11T20:29:08.072875] [INFO ] [sig       ] PDS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:08.236028] [INFO ] [LOCAL     ] Saved forecast: PDS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PDS.txt
[2026-02-11T20:29:08.236185] [INFO ] [sig       ] [2359/3412] Completed PDS in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.3m
[2026-02-11T20:29:08.236225] [INFO ] [sig       ] [2360/3412] Forecasting PDX...
[2026-02-11T20:29:08.236254] [INFO ] [sig       ] Generating forecast for: PDX
[2026-02-11T20:29:08.236284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2026-02-11T20:29:08.248961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2026-02-11T20:29:08.249303] [INFO ] [FORECASTER] Starting predict_future for PDX
[2026-02-11T20:29:08.250138] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2026-02-11T20:29:08.250202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:08.250240] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:08.250271] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:08.250327] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:08.313037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:08.313879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:08.313979] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:08.314015] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:08.454179] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:08.454349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:08.454389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:08.454418] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:08.458145] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=72.99%)
[2026-02-11T20:29:08.458470] [INFO ] [FORECASTER] Completed predict_future for PDX
[2026-02-11T20:29:08.458631] [INFO ] [sig       ] PDX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:08.604801] [INFO ] [LOCAL     ] Saved forecast: PDX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PDX.txt
[2026-02-11T20:29:08.604959] [INFO ] [sig       ] [2360/3412] Completed PDX in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.3m
[2026-02-11T20:29:08.605000] [INFO ] [sig       ] [2361/3412] Forecasting PDYN...
[2026-02-11T20:29:08.605029] [INFO ] [sig       ] Generating forecast for: PDYN
[2026-02-11T20:29:08.605060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2026-02-11T20:29:08.620193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2026-02-11T20:29:08.620696] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2026-02-11T20:29:08.621922] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2026-02-11T20:29:08.621994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:08.622051] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:08.622088] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:08.622151] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:08.692460] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:08.693408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:08.693501] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:08.693537] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:08.835968] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:08.836139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:08.836188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:08.836223] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:08.839850] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: DOWN (p=22.18%)
[2026-02-11T20:29:08.840198] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2026-02-11T20:29:08.840343] [INFO ] [sig       ] PDYN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:08.997513] [INFO ] [LOCAL     ] Saved forecast: PDYN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PDYN.txt
[2026-02-11T20:29:08.997698] [INFO ] [sig       ] [2361/3412] Completed PDYN in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.3m
[2026-02-11T20:29:08.997741] [INFO ] [sig       ] [2362/3412] Forecasting PEB...
[2026-02-11T20:29:08.997772] [INFO ] [sig       ] Generating forecast for: PEB
[2026-02-11T20:29:08.997803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2026-02-11T20:29:09.010083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2026-02-11T20:29:09.010508] [INFO ] [FORECASTER] Starting predict_future for PEB
[2026-02-11T20:29:09.011347] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2026-02-11T20:29:09.011399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:09.011431] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:09.011457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:09.011515] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:09.075336] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:09.076700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:09.076797] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:09.076830] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:09.201355] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:09.201525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:09.201567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:09.201622] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:09.205164] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=19.86%)
[2026-02-11T20:29:09.205466] [INFO ] [FORECASTER] Completed predict_future for PEB
[2026-02-11T20:29:09.205626] [INFO ] [sig       ] PEB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:09.368240] [INFO ] [LOCAL     ] Saved forecast: PEB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PEB.txt
[2026-02-11T20:29:09.368411] [INFO ] [sig       ] [2362/3412] Completed PEB in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.3m
[2026-02-11T20:29:09.368453] [INFO ] [sig       ] [2363/3412] Forecasting PEBK...
[2026-02-11T20:29:09.368493] [INFO ] [sig       ] Generating forecast for: PEBK
[2026-02-11T20:29:09.368526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2026-02-11T20:29:09.379050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2026-02-11T20:29:09.379390] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2026-02-11T20:29:09.380287] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2026-02-11T20:29:09.380351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:09.380384] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:09.380410] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:09.380468] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:09.442254] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:09.443209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:09.443315] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:09.443349] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:09.542399] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:09.542592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:09.542638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:09.542666] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:09.546259] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=39.72%)
[2026-02-11T20:29:09.546592] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2026-02-11T20:29:09.546735] [INFO ] [sig       ] PEBK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:09.693248] [INFO ] [LOCAL     ] Saved forecast: PEBK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PEBK.txt
[2026-02-11T20:29:09.693413] [INFO ] [sig       ] [2363/3412] Completed PEBK in 0.3s | 2.80 sym/s | Total: 14.1m | ETA: 6.3m
[2026-02-11T20:29:09.693454] [INFO ] [sig       ] [2364/3412] Forecasting PEBO...
[2026-02-11T20:29:09.693484] [INFO ] [sig       ] Generating forecast for: PEBO
[2026-02-11T20:29:09.693515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2026-02-11T20:29:09.705104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2026-02-11T20:29:09.705463] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2026-02-11T20:29:09.706282] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2026-02-11T20:29:09.706335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:09.706367] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:09.706393] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:09.706449] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:09.766385] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:09.767304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:09.767394] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:09.767428] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:09.889996] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:09.890157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:09.890197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:09.890225] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:09.893714] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=67.81%)
[2026-02-11T20:29:09.893993] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2026-02-11T20:29:09.894127] [INFO ] [sig       ] PEBO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:10.039667] [INFO ] [LOCAL     ] Saved forecast: PEBO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PEBO.txt
[2026-02-11T20:29:10.039832] [INFO ] [sig       ] [2364/3412] Completed PEBO in 0.3s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-11T20:29:10.039873] [INFO ] [sig       ] [2365/3412] Forecasting PECO...
[2026-02-11T20:29:10.039905] [INFO ] [sig       ] Generating forecast for: PECO
[2026-02-11T20:29:10.039934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2026-02-11T20:29:10.052086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2026-02-11T20:29:10.052504] [INFO ] [FORECASTER] Starting predict_future for PECO
[2026-02-11T20:29:10.053343] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2026-02-11T20:29:10.053395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:10.053426] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:10.053454] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:10.053510] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:10.111155] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:10.112119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:10.112256] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:10.112290] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:10.240549] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:10.240734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:10.240777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:10.240807] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:10.244775] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=13.60%)
[2026-02-11T20:29:10.245066] [INFO ] [FORECASTER] Completed predict_future for PECO
[2026-02-11T20:29:10.245204] [INFO ] [sig       ] PECO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:10.395793] [INFO ] [LOCAL     ] Saved forecast: PECO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PECO.txt
[2026-02-11T20:29:10.395980] [INFO ] [sig       ] [2365/3412] Completed PECO in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-11T20:29:10.396023] [INFO ] [sig       ] [2366/3412] Forecasting PEG...
[2026-02-11T20:29:10.396054] [INFO ] [sig       ] Generating forecast for: PEG
[2026-02-11T20:29:10.396085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2026-02-11T20:29:10.408872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2026-02-11T20:29:10.409247] [INFO ] [FORECASTER] Starting predict_future for PEG
[2026-02-11T20:29:10.410191] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2026-02-11T20:29:10.410258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:10.410297] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:10.410329] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:10.410393] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:10.476923] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:10.477946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:10.478069] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:10.478108] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:10.603626] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:10.603791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:10.603835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:10.603882] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:10.607449] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=75.20%)
[2026-02-11T20:29:10.607777] [INFO ] [FORECASTER] Completed predict_future for PEG
[2026-02-11T20:29:10.607915] [INFO ] [sig       ] PEG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:10.774891] [INFO ] [LOCAL     ] Saved forecast: PEG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PEG.txt
[2026-02-11T20:29:10.775054] [INFO ] [sig       ] [2366/3412] Completed PEG in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-11T20:29:10.775096] [INFO ] [sig       ] [2367/3412] Forecasting PEGA...
[2026-02-11T20:29:10.775127] [INFO ] [sig       ] Generating forecast for: PEGA
[2026-02-11T20:29:10.775157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2026-02-11T20:29:10.787623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2026-02-11T20:29:10.788016] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2026-02-11T20:29:10.788875] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2026-02-11T20:29:10.788929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:10.788962] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:10.788988] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:10.789046] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:10.860208] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:10.861375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:10.861489] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:10.861534] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:10.999430] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:10.999645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:10.999711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:10.999748] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:11.003821] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: UP (p=70.38%)
[2026-02-11T20:29:11.004144] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2026-02-11T20:29:11.004305] [INFO ] [sig       ] PEGA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:11.151981] [INFO ] [LOCAL     ] Saved forecast: PEGA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PEGA.txt
[2026-02-11T20:29:11.152129] [INFO ] [sig       ] [2367/3412] Completed PEGA in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-11T20:29:11.152170] [INFO ] [sig       ] [2368/3412] Forecasting PEN...
[2026-02-11T20:29:11.152201] [INFO ] [sig       ] Generating forecast for: PEN
[2026-02-11T20:29:11.152231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2026-02-11T20:29:11.163926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2026-02-11T20:29:11.164255] [INFO ] [FORECASTER] Starting predict_future for PEN
[2026-02-11T20:29:11.165337] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2026-02-11T20:29:11.165391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:11.165423] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:11.165450] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:11.165508] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:11.229956] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:11.230864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:11.230953] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:11.231003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:11.354173] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:11.354338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:11.354382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:11.354411] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:11.358022] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2026-02-11T20:29:11.358326] [INFO ] [FORECASTER] Completed predict_future for PEN
[2026-02-11T20:29:11.358461] [INFO ] [sig       ] PEN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:11.500725] [INFO ] [LOCAL     ] Saved forecast: PEN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PEN.txt
[2026-02-11T20:29:11.500901] [INFO ] [sig       ] [2368/3412] Completed PEN in 0.3s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-11T20:29:11.500942] [INFO ] [sig       ] [2369/3412] Forecasting PENN...
[2026-02-11T20:29:11.500973] [INFO ] [sig       ] Generating forecast for: PENN
[2026-02-11T20:29:11.501003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2026-02-11T20:29:11.512825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2026-02-11T20:29:11.513147] [INFO ] [FORECASTER] Starting predict_future for PENN
[2026-02-11T20:29:11.514003] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2026-02-11T20:29:11.514056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:11.514088] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:11.514115] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:11.514173] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:11.572035] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:11.572744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:11.572825] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:11.572857] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:11.695334] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:11.695498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:11.695540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:11.695588] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:11.699248] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=67.77%)
[2026-02-11T20:29:11.699544] [INFO ] [FORECASTER] Completed predict_future for PENN
[2026-02-11T20:29:11.699706] [INFO ] [sig       ] PENN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:11.844532] [INFO ] [LOCAL     ] Saved forecast: PENN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PENN.txt
[2026-02-11T20:29:11.844719] [INFO ] [sig       ] [2369/3412] Completed PENN in 0.3s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-11T20:29:11.844760] [INFO ] [sig       ] [2370/3412] Forecasting PEO...
[2026-02-11T20:29:11.844790] [INFO ] [sig       ] Generating forecast for: PEO
[2026-02-11T20:29:11.844820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2026-02-11T20:29:11.856806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2026-02-11T20:29:11.857222] [INFO ] [FORECASTER] Starting predict_future for PEO
[2026-02-11T20:29:11.858148] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2026-02-11T20:29:11.858207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:11.858247] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:11.858280] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:11.858363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:11.918079] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:11.918994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:11.919082] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:11.919116] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:12.042225] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:12.042385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:12.042425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:12.042453] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:12.045903] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=75.17%)
[2026-02-11T20:29:12.046179] [INFO ] [FORECASTER] Completed predict_future for PEO
[2026-02-11T20:29:12.046308] [INFO ] [sig       ] PEO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:12.201184] [INFO ] [LOCAL     ] Saved forecast: PEO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PEO.txt
[2026-02-11T20:29:12.201385] [INFO ] [sig       ] [2370/3412] Completed PEO in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-11T20:29:12.201433] [INFO ] [sig       ] [2371/3412] Forecasting PEP...
[2026-02-11T20:29:12.201465] [INFO ] [sig       ] Generating forecast for: PEP
[2026-02-11T20:29:12.201496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2026-02-11T20:29:12.216314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2026-02-11T20:29:12.216978] [INFO ] [FORECASTER] Starting predict_future for PEP
[2026-02-11T20:29:12.217900] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2026-02-11T20:29:12.217955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:12.217988] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:12.218015] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:12.218073] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:12.283224] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:12.284377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:12.284472] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:12.284727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:12.409597] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:12.409759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:12.409800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:12.409828] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:12.413342] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=32.73%)
[2026-02-11T20:29:12.413658] [INFO ] [FORECASTER] Completed predict_future for PEP
[2026-02-11T20:29:12.413796] [INFO ] [sig       ] PEP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:12.561710] [INFO ] [LOCAL     ] Saved forecast: PEP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PEP.txt
[2026-02-11T20:29:12.561867] [INFO ] [sig       ] [2371/3412] Completed PEP in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-11T20:29:12.561911] [INFO ] [sig       ] [2372/3412] Forecasting PEPG...
[2026-02-11T20:29:12.561940] [INFO ] [sig       ] Generating forecast for: PEPG
[2026-02-11T20:29:12.561971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2026-02-11T20:29:12.573771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2026-02-11T20:29:12.574118] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2026-02-11T20:29:12.574969] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2026-02-11T20:29:12.575032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:12.575101] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:12.575133] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:12.575212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:12.635848] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:12.636751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:12.636837] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:12.636871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:12.754711] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:12.754873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:12.754916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:12.754946] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:12.758769] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: UP (p=65.03%)
[2026-02-11T20:29:12.759083] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2026-02-11T20:29:12.759227] [INFO ] [sig       ] PEPG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:12.906468] [INFO ] [LOCAL     ] Saved forecast: PEPG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PEPG.txt
[2026-02-11T20:29:12.906638] [INFO ] [sig       ] [2372/3412] Completed PEPG in 0.3s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-11T20:29:12.906681] [INFO ] [sig       ] [2373/3412] Forecasting PERF...
[2026-02-11T20:29:12.906712] [INFO ] [sig       ] Generating forecast for: PERF
[2026-02-11T20:29:12.906742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2026-02-11T20:29:12.918619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2026-02-11T20:29:12.918980] [INFO ] [FORECASTER] Starting predict_future for PERF
[2026-02-11T20:29:12.919871] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2026-02-11T20:29:12.919924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:12.919957] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:12.919985] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:12.920044] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:12.983730] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:12.984684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:12.984780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:12.984815] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:13.108503] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:13.108715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:13.108766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:13.108797] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:13.113207] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: DOWN (p=22.95%)
[2026-02-11T20:29:13.113496] [INFO ] [FORECASTER] Completed predict_future for PERF
[2026-02-11T20:29:13.113652] [INFO ] [sig       ] PERF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:13.273099] [INFO ] [LOCAL     ] Saved forecast: PERF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PERF.txt
[2026-02-11T20:29:13.273259] [INFO ] [sig       ] [2373/3412] Completed PERF in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-11T20:29:13.273304] [INFO ] [sig       ] [2374/3412] Forecasting PERI...
[2026-02-11T20:29:13.273343] [INFO ] [sig       ] Generating forecast for: PERI
[2026-02-11T20:29:13.273381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2026-02-11T20:29:13.285146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2026-02-11T20:29:13.285513] [INFO ] [FORECASTER] Starting predict_future for PERI
[2026-02-11T20:29:13.286337] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2026-02-11T20:29:13.286391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:13.286423] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:13.286451] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:13.286507] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:13.349135] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:13.350120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:13.350220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:13.350267] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:13.470912] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:13.471069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:13.471110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:13.471138] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:13.474601] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=8.46%)
[2026-02-11T20:29:13.474883] [INFO ] [FORECASTER] Completed predict_future for PERI
[2026-02-11T20:29:13.475013] [INFO ] [sig       ] PERI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:13.618930] [INFO ] [LOCAL     ] Saved forecast: PERI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PERI.txt
[2026-02-11T20:29:13.619103] [INFO ] [sig       ] [2374/3412] Completed PERI in 0.3s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-11T20:29:13.619152] [INFO ] [sig       ] [2375/3412] Forecasting PESI...
[2026-02-11T20:29:13.619183] [INFO ] [sig       ] Generating forecast for: PESI
[2026-02-11T20:29:13.619214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2026-02-11T20:29:13.630856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2026-02-11T20:29:13.631240] [INFO ] [FORECASTER] Starting predict_future for PESI
[2026-02-11T20:29:13.632091] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2026-02-11T20:29:13.632145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:13.632177] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:13.632203] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:13.632262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:13.691447] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:13.692336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:13.692424] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:13.692459] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:13.818199] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:13.818378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:13.818430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:13.818499] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:13.822237] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=52.96%)
[2026-02-11T20:29:13.822595] [INFO ] [FORECASTER] Completed predict_future for PESI
[2026-02-11T20:29:13.822741] [INFO ] [sig       ] PESI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:13.980476] [INFO ] [LOCAL     ] Saved forecast: PESI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PESI.txt
[2026-02-11T20:29:13.980660] [INFO ] [sig       ] [2375/3412] Completed PESI in 0.4s | 2.80 sym/s | Total: 14.2m | ETA: 6.2m
[2026-02-11T20:29:13.980706] [INFO ] [sig       ] [2376/3412] Forecasting PETS...
[2026-02-11T20:29:13.980737] [INFO ] [sig       ] Generating forecast for: PETS
[2026-02-11T20:29:13.980768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2026-02-11T20:29:13.993142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2026-02-11T20:29:13.993670] [INFO ] [FORECASTER] Starting predict_future for PETS
[2026-02-11T20:29:13.994475] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2026-02-11T20:29:13.994529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:13.994562] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:13.994618] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:13.994677] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:14.056085] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:14.057107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:14.057195] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:14.057231] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:14.181472] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:14.181644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:14.181687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:14.181716] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:14.185302] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=49.64%)
[2026-02-11T20:29:14.185791] [INFO ] [FORECASTER] Completed predict_future for PETS
[2026-02-11T20:29:14.185924] [INFO ] [sig       ] PETS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:14.332667] [INFO ] [LOCAL     ] Saved forecast: PETS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PETS.txt
[2026-02-11T20:29:14.332814] [INFO ] [sig       ] [2376/3412] Completed PETS in 0.4s | 2.80 sym/s | Total: 14.2m | ETA: 6.2m
[2026-02-11T20:29:14.332854] [INFO ] [sig       ] [2377/3412] Forecasting PEY...
[2026-02-11T20:29:14.332884] [INFO ] [sig       ] Generating forecast for: PEY
[2026-02-11T20:29:14.332915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2026-02-11T20:29:14.344210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2026-02-11T20:29:14.344538] [INFO ] [FORECASTER] Starting predict_future for PEY
[2026-02-11T20:29:14.345394] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2026-02-11T20:29:14.345457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:14.345490] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:14.345517] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:14.345594] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:14.406430] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:14.407652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:14.407753] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:14.407786] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:14.533799] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:14.533980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:14.534028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:14.534059] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:14.537924] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=81.70%)
[2026-02-11T20:29:14.538278] [INFO ] [FORECASTER] Completed predict_future for PEY
[2026-02-11T20:29:14.538451] [INFO ] [sig       ] PEY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:14.695036] [INFO ] [LOCAL     ] Saved forecast: PEY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PEY.txt
[2026-02-11T20:29:14.695228] [INFO ] [sig       ] [2377/3412] Completed PEY in 0.4s | 2.80 sym/s | Total: 14.2m | ETA: 6.2m
[2026-02-11T20:29:14.695277] [INFO ] [sig       ] [2378/3412] Forecasting PFBC...
[2026-02-11T20:29:14.695309] [INFO ] [sig       ] Generating forecast for: PFBC
[2026-02-11T20:29:14.695340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2026-02-11T20:29:14.707698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2026-02-11T20:29:14.708117] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2026-02-11T20:29:14.709042] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2026-02-11T20:29:14.709096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:14.709130] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:14.709157] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:14.709217] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:14.769670] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:14.770605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:14.770697] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:14.770732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:14.891757] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:14.891920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:14.891963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:14.892011] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:14.895563] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=47.82%)
[2026-02-11T20:29:14.895862] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2026-02-11T20:29:14.895992] [INFO ] [sig       ] PFBC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:15.053998] [INFO ] [LOCAL     ] Saved forecast: PFBC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PFBC.txt
[2026-02-11T20:29:15.054135] [INFO ] [sig       ] [2378/3412] Completed PFBC in 0.4s | 2.80 sym/s | Total: 14.2m | ETA: 6.2m
[2026-02-11T20:29:15.054176] [INFO ] [sig       ] [2379/3412] Forecasting PFD...
[2026-02-11T20:29:15.054206] [INFO ] [sig       ] Generating forecast for: PFD
[2026-02-11T20:29:15.054235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2026-02-11T20:29:15.066780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2026-02-11T20:29:15.067089] [INFO ] [FORECASTER] Starting predict_future for PFD
[2026-02-11T20:29:15.067941] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2026-02-11T20:29:15.067995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:15.068029] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:15.068056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:15.068114] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:15.129854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:15.130669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:15.130759] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:15.130806] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:15.247418] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:15.247696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:15.247743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:15.247772] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:15.251400] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=65.42%)
[2026-02-11T20:29:15.251720] [INFO ] [FORECASTER] Completed predict_future for PFD
[2026-02-11T20:29:15.251856] [INFO ] [sig       ] PFD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:15.398760] [INFO ] [LOCAL     ] Saved forecast: PFD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PFD.txt
[2026-02-11T20:29:15.398923] [INFO ] [sig       ] [2379/3412] Completed PFD in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.2m
[2026-02-11T20:29:15.398963] [INFO ] [sig       ] [2380/3412] Forecasting PFF...
[2026-02-11T20:29:15.398994] [INFO ] [sig       ] Generating forecast for: PFF
[2026-02-11T20:29:15.399025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2026-02-11T20:29:15.411052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2026-02-11T20:29:15.411455] [INFO ] [FORECASTER] Starting predict_future for PFF
[2026-02-11T20:29:15.412317] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2026-02-11T20:29:15.412372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:15.412406] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:15.412446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:15.412543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:15.471854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:15.472776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:15.472865] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:15.472899] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:15.607561] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:15.607813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:15.607878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:15.607918] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:15.612139] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2026-02-11T20:29:15.612517] [INFO ] [FORECASTER] Completed predict_future for PFF
[2026-02-11T20:29:15.612692] [INFO ] [sig       ] PFF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:15.811538] [INFO ] [LOCAL     ] Saved forecast: PFF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PFF.txt
[2026-02-11T20:29:15.811752] [INFO ] [sig       ] [2380/3412] Completed PFF in 0.4s | 2.80 sym/s | Total: 14.2m | ETA: 6.2m
[2026-02-11T20:29:15.811803] [INFO ] [sig       ] [2381/3412] Forecasting PFG...
[2026-02-11T20:29:15.811841] [INFO ] [sig       ] Generating forecast for: PFG
[2026-02-11T20:29:15.811892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2026-02-11T20:29:15.827008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2026-02-11T20:29:15.827535] [INFO ] [FORECASTER] Starting predict_future for PFG
[2026-02-11T20:29:15.828630] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2026-02-11T20:29:15.828693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:15.828731] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:15.828762] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:15.828835] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:15.925438] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:15.926795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:15.926940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:15.926995] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:16.100047] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:16.100309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:16.100382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:16.100437] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:16.106210] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2026-02-11T20:29:16.106833] [INFO ] [FORECASTER] Completed predict_future for PFG
[2026-02-11T20:29:16.107068] [INFO ] [sig       ] PFG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:16.349658] [INFO ] [LOCAL     ] Saved forecast: PFG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PFG.txt
[2026-02-11T20:29:16.349903] [INFO ] [sig       ] [2381/3412] Completed PFG in 0.5s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-11T20:29:16.349975] [INFO ] [sig       ] [2382/3412] Forecasting PFGC...
[2026-02-11T20:29:16.350030] [INFO ] [sig       ] Generating forecast for: PFGC
[2026-02-11T20:29:16.350084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2026-02-11T20:29:16.370372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2026-02-11T20:29:16.370962] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2026-02-11T20:29:16.372087] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2026-02-11T20:29:16.372151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:16.372188] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:16.372221] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:16.372296] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:16.468184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:16.469479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:16.469761] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:16.469822] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:16.649059] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:16.649232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:16.649276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:16.649306] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:16.653294] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: DOWN (p=47.88%)
[2026-02-11T20:29:16.653690] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2026-02-11T20:29:16.653852] [INFO ] [sig       ] PFGC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:16.870897] [INFO ] [LOCAL     ] Saved forecast: PFGC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PFGC.txt
[2026-02-11T20:29:16.871070] [INFO ] [sig       ] [2382/3412] Completed PFGC in 0.5s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-11T20:29:16.871122] [INFO ] [sig       ] [2383/3412] Forecasting PFH...
[2026-02-11T20:29:16.871156] [INFO ] [sig       ] Generating forecast for: PFH
[2026-02-11T20:29:16.871187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2026-02-11T20:29:16.884264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2026-02-11T20:29:16.884709] [INFO ] [FORECASTER] Starting predict_future for PFH
[2026-02-11T20:29:16.885662] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2026-02-11T20:29:16.885718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:16.885763] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:16.885791] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:16.885849] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:16.945563] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:16.946463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:16.946553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:16.946606] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:17.065157] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:17.065316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:17.065358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:17.065388] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:17.068942] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: UP (p=91.56%)
[2026-02-11T20:29:17.069230] [INFO ] [FORECASTER] Completed predict_future for PFH
[2026-02-11T20:29:17.069364] [INFO ] [sig       ] PFH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:17.216676] [INFO ] [LOCAL     ] Saved forecast: PFH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PFH.txt
[2026-02-11T20:29:17.216843] [INFO ] [sig       ] [2383/3412] Completed PFH in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-11T20:29:17.216890] [INFO ] [sig       ] [2384/3412] Forecasting PFIS...
[2026-02-11T20:29:17.216933] [INFO ] [sig       ] Generating forecast for: PFIS
[2026-02-11T20:29:17.216975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2026-02-11T20:29:17.228889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2026-02-11T20:29:17.229286] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2026-02-11T20:29:17.230225] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2026-02-11T20:29:17.230280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:17.230314] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:17.230346] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:17.230406] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:17.291444] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:17.292389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:17.292486] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:17.292519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:17.417741] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:17.417912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:17.417954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:17.417981] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:17.422355] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: UP (p=50.18%)
[2026-02-11T20:29:17.422833] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2026-02-11T20:29:17.422974] [INFO ] [sig       ] PFIS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:17.567878] [INFO ] [LOCAL     ] Saved forecast: PFIS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PFIS.txt
[2026-02-11T20:29:17.568024] [INFO ] [sig       ] [2384/3412] Completed PFIS in 0.4s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-11T20:29:17.568066] [INFO ] [sig       ] [2385/3412] Forecasting PFL...
[2026-02-11T20:29:17.568095] [INFO ] [sig       ] Generating forecast for: PFL
[2026-02-11T20:29:17.568126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2026-02-11T20:29:17.580021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2026-02-11T20:29:17.580342] [INFO ] [FORECASTER] Starting predict_future for PFL
[2026-02-11T20:29:17.581184] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2026-02-11T20:29:17.581239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:17.581285] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:17.581327] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:17.581401] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:17.643375] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:17.644225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:17.644313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:17.644350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:17.765386] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:17.765558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:17.765622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:17.765653] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:17.769133] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=20.73%)
[2026-02-11T20:29:17.769421] [INFO ] [FORECASTER] Completed predict_future for PFL
[2026-02-11T20:29:17.769554] [INFO ] [sig       ] PFL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:17.920978] [INFO ] [LOCAL     ] Saved forecast: PFL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PFL.txt
[2026-02-11T20:29:17.921141] [INFO ] [sig       ] [2385/3412] Completed PFL in 0.4s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-11T20:29:17.921181] [INFO ] [sig       ] [2386/3412] Forecasting PFM...
[2026-02-11T20:29:17.921211] [INFO ] [sig       ] Generating forecast for: PFM
[2026-02-11T20:29:17.921243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2026-02-11T20:29:17.933036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2026-02-11T20:29:17.933401] [INFO ] [FORECASTER] Starting predict_future for PFM
[2026-02-11T20:29:17.934262] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2026-02-11T20:29:17.934315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:17.934349] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:17.934377] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:17.934435] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:17.992124] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:17.992838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:17.992923] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:17.992956] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:18.116978] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:18.117138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:18.117179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:18.117209] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:18.120932] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=46.87%)
[2026-02-11T20:29:18.121213] [INFO ] [FORECASTER] Completed predict_future for PFM
[2026-02-11T20:29:18.121346] [INFO ] [sig       ] PFM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:18.265946] [INFO ] [LOCAL     ] Saved forecast: PFM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PFM.txt
[2026-02-11T20:29:18.266108] [INFO ] [sig       ] [2386/3412] Completed PFM in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-11T20:29:18.266157] [INFO ] [sig       ] [2387/3412] Forecasting PFN...
[2026-02-11T20:29:18.266187] [INFO ] [sig       ] Generating forecast for: PFN
[2026-02-11T20:29:18.266218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2026-02-11T20:29:18.279388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2026-02-11T20:29:18.280012] [INFO ] [FORECASTER] Starting predict_future for PFN
[2026-02-11T20:29:18.280979] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2026-02-11T20:29:18.281035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:18.281067] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:18.281094] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:18.281151] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:18.342714] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:18.343666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:18.343754] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:18.343787] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:18.465511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:18.465714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:18.465757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:18.465787] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:18.469499] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=0.20%)
[2026-02-11T20:29:18.469864] [INFO ] [FORECASTER] Completed predict_future for PFN
[2026-02-11T20:29:18.470013] [INFO ] [sig       ] PFN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:18.617693] [INFO ] [LOCAL     ] Saved forecast: PFN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PFN.txt
[2026-02-11T20:29:18.617867] [INFO ] [sig       ] [2387/3412] Completed PFN in 0.4s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-11T20:29:18.617909] [INFO ] [sig       ] [2388/3412] Forecasting PFO...
[2026-02-11T20:29:18.617938] [INFO ] [sig       ] Generating forecast for: PFO
[2026-02-11T20:29:18.617967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2026-02-11T20:29:18.630381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2026-02-11T20:29:18.630772] [INFO ] [FORECASTER] Starting predict_future for PFO
[2026-02-11T20:29:18.631829] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2026-02-11T20:29:18.631883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:18.631916] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:18.631942] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:18.631998] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:18.693812] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:18.695127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:18.695219] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:18.695252] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:18.815864] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:18.816028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:18.816071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:18.816101] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:18.819751] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=33.97%)
[2026-02-11T20:29:18.820066] [INFO ] [FORECASTER] Completed predict_future for PFO
[2026-02-11T20:29:18.820225] [INFO ] [sig       ] PFO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:18.965926] [INFO ] [LOCAL     ] Saved forecast: PFO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PFO.txt
[2026-02-11T20:29:18.966083] [INFO ] [sig       ] [2388/3412] Completed PFO in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-11T20:29:18.966122] [INFO ] [sig       ] [2389/3412] Forecasting PFS...
[2026-02-11T20:29:18.966152] [INFO ] [sig       ] Generating forecast for: PFS
[2026-02-11T20:29:18.966183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2026-02-11T20:29:18.977992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2026-02-11T20:29:18.978315] [INFO ] [FORECASTER] Starting predict_future for PFS
[2026-02-11T20:29:18.979140] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2026-02-11T20:29:18.979193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:18.979250] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:18.979278] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:18.979336] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:19.037859] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:19.038690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:19.038778] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:19.038812] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:19.163607] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:19.163765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:19.163806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:19.163834] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:19.167536] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=9.67%)
[2026-02-11T20:29:19.167833] [INFO ] [FORECASTER] Completed predict_future for PFS
[2026-02-11T20:29:19.167967] [INFO ] [sig       ] PFS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:19.310763] [INFO ] [LOCAL     ] Saved forecast: PFS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PFS.txt
[2026-02-11T20:29:19.310921] [INFO ] [sig       ] [2389/3412] Completed PFS in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-11T20:29:19.310964] [INFO ] [sig       ] [2390/3412] Forecasting PFSI...
[2026-02-11T20:29:19.310992] [INFO ] [sig       ] Generating forecast for: PFSI
[2026-02-11T20:29:19.311023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2026-02-11T20:29:19.324695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2026-02-11T20:29:19.325108] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2026-02-11T20:29:19.326151] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2026-02-11T20:29:19.326205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:19.326238] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:19.326265] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:19.326323] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:19.389650] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:19.390916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:19.391005] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:19.391038] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:19.513750] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:19.513913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:19.513956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:19.514001] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:19.517562] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: UP (p=90.07%)
[2026-02-11T20:29:19.517859] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2026-02-11T20:29:19.517988] [INFO ] [sig       ] PFSI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:19.660604] [INFO ] [LOCAL     ] Saved forecast: PFSI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PFSI.txt
[2026-02-11T20:29:19.660767] [INFO ] [sig       ] [2390/3412] Completed PFSI in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-11T20:29:19.660808] [INFO ] [sig       ] [2391/3412] Forecasting PGC...
[2026-02-11T20:29:19.660838] [INFO ] [sig       ] Generating forecast for: PGC
[2026-02-11T20:29:19.660868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2026-02-11T20:29:19.671671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2026-02-11T20:29:19.672009] [INFO ] [FORECASTER] Starting predict_future for PGC
[2026-02-11T20:29:19.672840] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2026-02-11T20:29:19.672893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:19.672925] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:19.672952] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:19.673009] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:19.733485] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:19.734393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:19.734483] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:19.734518] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:19.862259] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:19.862432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:19.862485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:19.862520] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:19.865980] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=50.08%)
[2026-02-11T20:29:19.866258] [INFO ] [FORECASTER] Completed predict_future for PGC
[2026-02-11T20:29:19.866400] [INFO ] [sig       ] PGC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:20.011310] [INFO ] [LOCAL     ] Saved forecast: PGC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PGC.txt
[2026-02-11T20:29:20.011497] [INFO ] [sig       ] [2391/3412] Completed PGC in 0.4s | 2.80 sym/s | Total: 14.3m | ETA: 6.1m
[2026-02-11T20:29:20.011543] [INFO ] [sig       ] [2392/3412] Forecasting PGEN...
[2026-02-11T20:29:20.011591] [INFO ] [sig       ] Generating forecast for: PGEN
[2026-02-11T20:29:20.011627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2026-02-11T20:29:20.023617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2026-02-11T20:29:20.023932] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2026-02-11T20:29:20.024803] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2026-02-11T20:29:20.024855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:20.024888] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:20.024914] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:20.024972] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:20.087543] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:20.088428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:20.088536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:20.088588] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:20.218388] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:20.218550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:20.218616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:20.218680] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:20.222255] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=23.97%)
[2026-02-11T20:29:20.222592] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2026-02-11T20:29:20.222730] [INFO ] [sig       ] PGEN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:20.364905] [INFO ] [LOCAL     ] Saved forecast: PGEN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PGEN.txt
[2026-02-11T20:29:20.365052] [INFO ] [sig       ] [2392/3412] Completed PGEN in 0.4s | 2.80 sym/s | Total: 14.3m | ETA: 6.1m
[2026-02-11T20:29:20.365092] [INFO ] [sig       ] [2393/3412] Forecasting PGJ...
[2026-02-11T20:29:20.365122] [INFO ] [sig       ] Generating forecast for: PGJ
[2026-02-11T20:29:20.365153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2026-02-11T20:29:20.376219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2026-02-11T20:29:20.376522] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2026-02-11T20:29:20.377329] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2026-02-11T20:29:20.377381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:20.377413] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:20.377440] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:20.377521] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:20.443440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:20.444390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:20.444486] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:20.444519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:20.581473] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:20.581851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:20.581921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:20.581961] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:20.585964] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2026-02-11T20:29:20.586273] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2026-02-11T20:29:20.586447] [INFO ] [sig       ] PGJ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:20.732093] [INFO ] [LOCAL     ] Saved forecast: PGJ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PGJ.txt
[2026-02-11T20:29:20.732277] [INFO ] [sig       ] [2393/3412] Completed PGJ in 0.4s | 2.80 sym/s | Total: 14.3m | ETA: 6.1m
[2026-02-11T20:29:20.732342] [INFO ] [sig       ] [2394/3412] Forecasting PGNY...
[2026-02-11T20:29:20.732389] [INFO ] [sig       ] Generating forecast for: PGNY
[2026-02-11T20:29:20.732426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2026-02-11T20:29:20.745164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2026-02-11T20:29:20.745600] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2026-02-11T20:29:20.746454] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2026-02-11T20:29:20.746508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:20.746540] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:20.746609] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:20.746674] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:20.805644] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:20.806430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:20.806521] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:20.806555] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:20.929397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:20.929555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:20.929613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:20.929824] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:20.933296] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: UP (p=98.87%)
[2026-02-11T20:29:20.933601] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2026-02-11T20:29:20.933743] [INFO ] [sig       ] PGNY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:21.073783] [INFO ] [LOCAL     ] Saved forecast: PGNY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PGNY.txt
[2026-02-11T20:29:21.073920] [INFO ] [sig       ] [2394/3412] Completed PGNY in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.1m
[2026-02-11T20:29:21.073960] [INFO ] [sig       ] [2395/3412] Forecasting PGP...
[2026-02-11T20:29:21.073989] [INFO ] [sig       ] Generating forecast for: PGP
[2026-02-11T20:29:21.074020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2026-02-11T20:29:21.085400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2026-02-11T20:29:21.085750] [INFO ] [FORECASTER] Starting predict_future for PGP
[2026-02-11T20:29:21.086552] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2026-02-11T20:29:21.086623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:21.086655] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:21.086683] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:21.086739] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:21.147783] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:21.148732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:21.148830] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:21.148863] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:21.265456] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:21.265640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:21.265683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:21.265711] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:21.269255] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=90.22%)
[2026-02-11T20:29:21.269546] [INFO ] [FORECASTER] Completed predict_future for PGP
[2026-02-11T20:29:21.269702] [INFO ] [sig       ] PGP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:21.416084] [INFO ] [LOCAL     ] Saved forecast: PGP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PGP.txt
[2026-02-11T20:29:21.416244] [INFO ] [sig       ] [2395/3412] Completed PGP in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.1m
[2026-02-11T20:29:21.416287] [INFO ] [sig       ] [2396/3412] Forecasting PGY...
[2026-02-11T20:29:21.416317] [INFO ] [sig       ] Generating forecast for: PGY
[2026-02-11T20:29:21.416347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2026-02-11T20:29:21.427377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2026-02-11T20:29:21.427765] [INFO ] [FORECASTER] Starting predict_future for PGY
[2026-02-11T20:29:21.428591] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2026-02-11T20:29:21.428645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:21.428677] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:21.428704] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:21.428761] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:21.488202] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:21.488939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:21.489023] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:21.489057] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:21.609028] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:21.609190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:21.609232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:21.609261] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:21.612841] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: DOWN (p=21.63%)
[2026-02-11T20:29:21.613129] [INFO ] [FORECASTER] Completed predict_future for PGY
[2026-02-11T20:29:21.613267] [INFO ] [sig       ] PGY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:21.760472] [INFO ] [LOCAL     ] Saved forecast: PGY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PGY.txt
[2026-02-11T20:29:21.760664] [INFO ] [sig       ] [2396/3412] Completed PGY in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.1m
[2026-02-11T20:29:21.760710] [INFO ] [sig       ] [2397/3412] Forecasting PGZ...
[2026-02-11T20:29:21.760740] [INFO ] [sig       ] Generating forecast for: PGZ
[2026-02-11T20:29:21.760771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2026-02-11T20:29:21.772248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2026-02-11T20:29:21.772660] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2026-02-11T20:29:21.773519] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2026-02-11T20:29:21.773592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:21.773629] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:21.773657] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:21.773716] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:21.835419] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:21.836394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:21.836484] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:21.836518] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:21.958049] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:21.958219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:21.958265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:21.958297] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:21.961946] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2026-02-11T20:29:21.962232] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2026-02-11T20:29:21.962367] [INFO ] [sig       ] PGZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:22.130921] [INFO ] [LOCAL     ] Saved forecast: PGZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PGZ.txt
[2026-02-11T20:29:22.131088] [INFO ] [sig       ] [2397/3412] Completed PGZ in 0.4s | 2.80 sym/s | Total: 14.3m | ETA: 6.1m
[2026-02-11T20:29:22.131131] [INFO ] [sig       ] [2398/3412] Forecasting PH...
[2026-02-11T20:29:22.131160] [INFO ] [sig       ] Generating forecast for: PH
[2026-02-11T20:29:22.131198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2026-02-11T20:29:22.142687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2026-02-11T20:29:22.143028] [INFO ] [FORECASTER] Starting predict_future for PH
[2026-02-11T20:29:22.143892] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2026-02-11T20:29:22.143945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:22.143976] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:22.144003] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:22.144061] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:22.203328] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:22.204159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:22.204246] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:22.204280] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:22.323406] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:22.323584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:22.323629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:22.323658] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:22.327108] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=45.09%)
[2026-02-11T20:29:22.327383] [INFO ] [FORECASTER] Completed predict_future for PH
[2026-02-11T20:29:22.327560] [INFO ] [sig       ] PH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:22.470852] [INFO ] [LOCAL     ] Saved forecast: PH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PH.txt
[2026-02-11T20:29:22.470984] [INFO ] [sig       ] [2398/3412] Completed PH in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-11T20:29:22.471024] [INFO ] [sig       ] [2399/3412] Forecasting PHG...
[2026-02-11T20:29:22.471053] [INFO ] [sig       ] Generating forecast for: PHG
[2026-02-11T20:29:22.471083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2026-02-11T20:29:22.482569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2026-02-11T20:29:22.482910] [INFO ] [FORECASTER] Starting predict_future for PHG
[2026-02-11T20:29:22.483728] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2026-02-11T20:29:22.483781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:22.483813] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:22.483841] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:22.483898] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:22.542659] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:22.543398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:22.543496] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:22.543592] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:22.665415] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:22.665594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:22.665639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:22.665669] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:22.669204] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=31.49%)
[2026-02-11T20:29:22.669490] [INFO ] [FORECASTER] Completed predict_future for PHG
[2026-02-11T20:29:22.669644] [INFO ] [sig       ] PHG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:22.814785] [INFO ] [LOCAL     ] Saved forecast: PHG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PHG.txt
[2026-02-11T20:29:22.814929] [INFO ] [sig       ] [2399/3412] Completed PHG in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-11T20:29:22.814970] [INFO ] [sig       ] [2400/3412] Forecasting PHI...
[2026-02-11T20:29:22.814998] [INFO ] [sig       ] Generating forecast for: PHI
[2026-02-11T20:29:22.815029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2026-02-11T20:29:22.826250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2026-02-11T20:29:22.826548] [INFO ] [FORECASTER] Starting predict_future for PHI
[2026-02-11T20:29:22.827355] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2026-02-11T20:29:22.827407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:22.827439] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:22.827465] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:22.827568] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:22.885114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:22.886017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:22.886107] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:22.886140] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:23.005138] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:23.005300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:23.005342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:23.005371] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:23.008884] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=71.44%)
[2026-02-11T20:29:23.009167] [INFO ] [FORECASTER] Completed predict_future for PHI
[2026-02-11T20:29:23.009300] [INFO ] [sig       ] PHI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:23.156332] [INFO ] [LOCAL     ] Saved forecast: PHI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PHI.txt
[2026-02-11T20:29:23.156498] [INFO ] [sig       ] [2400/3412] Completed PHI in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-11T20:29:23.156540] [INFO ] [sig       ] [2401/3412] Forecasting PHIN...
[2026-02-11T20:29:23.156587] [INFO ] [sig       ] Generating forecast for: PHIN
[2026-02-11T20:29:23.156623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2026-02-11T20:29:23.167973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2026-02-11T20:29:23.168340] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2026-02-11T20:29:23.169210] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2026-02-11T20:29:23.169263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:23.169294] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:23.169321] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:23.169377] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:23.228391] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:23.229647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:23.229764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:23.229813] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:23.360736] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:23.360902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:23.360946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:23.360975] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:23.364559] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2026-02-11T20:29:23.364939] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2026-02-11T20:29:23.365091] [INFO ] [sig       ] PHIN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:23.523066] [INFO ] [LOCAL     ] Saved forecast: PHIN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PHIN.txt
[2026-02-11T20:29:23.523238] [INFO ] [sig       ] [2401/3412] Completed PHIN in 0.4s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-11T20:29:23.523285] [INFO ] [sig       ] [2402/3412] Forecasting PHK...
[2026-02-11T20:29:23.523315] [INFO ] [sig       ] Generating forecast for: PHK
[2026-02-11T20:29:23.523346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2026-02-11T20:29:23.535500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2026-02-11T20:29:23.535940] [INFO ] [FORECASTER] Starting predict_future for PHK
[2026-02-11T20:29:23.536787] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2026-02-11T20:29:23.536840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:23.536871] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:23.536898] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:23.536955] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:23.597162] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:23.598067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:23.598156] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:23.598188] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:23.727989] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:23.728177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:23.728223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:23.728258] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:23.731990] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=86.61%)
[2026-02-11T20:29:23.732305] [INFO ] [FORECASTER] Completed predict_future for PHK
[2026-02-11T20:29:23.732453] [INFO ] [sig       ] PHK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:23.878100] [INFO ] [LOCAL     ] Saved forecast: PHK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PHK.txt
[2026-02-11T20:29:23.878368] [INFO ] [sig       ] [2402/3412] Completed PHK in 0.4s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-11T20:29:23.878432] [INFO ] [sig       ] [2403/3412] Forecasting PHM...
[2026-02-11T20:29:23.878469] [INFO ] [sig       ] Generating forecast for: PHM
[2026-02-11T20:29:23.878519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2026-02-11T20:29:23.891101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2026-02-11T20:29:23.891488] [INFO ] [FORECASTER] Starting predict_future for PHM
[2026-02-11T20:29:23.892376] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2026-02-11T20:29:23.892431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:23.892465] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:23.892492] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:23.892551] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:23.952855] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:23.953724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:23.953813] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:23.953847] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:24.074892] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:24.075079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:24.075122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:24.075153] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:24.078784] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=26.56%)
[2026-02-11T20:29:24.079125] [INFO ] [FORECASTER] Completed predict_future for PHM
[2026-02-11T20:29:24.079311] [INFO ] [sig       ] PHM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:24.233039] [INFO ] [LOCAL     ] Saved forecast: PHM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PHM.txt
[2026-02-11T20:29:24.233212] [INFO ] [sig       ] [2403/3412] Completed PHM in 0.4s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-11T20:29:24.233260] [INFO ] [sig       ] [2404/3412] Forecasting PHO...
[2026-02-11T20:29:24.233291] [INFO ] [sig       ] Generating forecast for: PHO
[2026-02-11T20:29:24.233322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2026-02-11T20:29:24.245013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2026-02-11T20:29:24.245328] [INFO ] [FORECASTER] Starting predict_future for PHO
[2026-02-11T20:29:24.246205] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2026-02-11T20:29:24.246260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:24.246293] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:24.246321] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:24.246379] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:24.308770] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:24.310075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:24.310164] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:24.310197] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:24.439724] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:24.439889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:24.439931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:24.439961] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:24.443457] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2026-02-11T20:29:24.443794] [INFO ] [FORECASTER] Completed predict_future for PHO
[2026-02-11T20:29:24.443933] [INFO ] [sig       ] PHO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:24.590542] [INFO ] [LOCAL     ] Saved forecast: PHO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PHO.txt
[2026-02-11T20:29:24.590757] [INFO ] [sig       ] [2404/3412] Completed PHO in 0.4s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-11T20:29:24.590816] [INFO ] [sig       ] [2405/3412] Forecasting PHUN...
[2026-02-11T20:29:24.590848] [INFO ] [sig       ] Generating forecast for: PHUN
[2026-02-11T20:29:24.590877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2026-02-11T20:29:24.602827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2026-02-11T20:29:24.603208] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2026-02-11T20:29:24.604134] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2026-02-11T20:29:24.604190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:24.604236] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:24.604281] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:24.604357] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:24.666016] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:24.667043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:24.667135] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:24.667170] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:24.794143] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:24.794309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:24.794350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:24.794379] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:24.798395] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=55.56%)
[2026-02-11T20:29:24.798791] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2026-02-11T20:29:24.798985] [INFO ] [sig       ] PHUN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:24.945597] [INFO ] [LOCAL     ] Saved forecast: PHUN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PHUN.txt
[2026-02-11T20:29:24.945769] [INFO ] [sig       ] [2405/3412] Completed PHUN in 0.4s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-11T20:29:24.945812] [INFO ] [sig       ] [2406/3412] Forecasting PHVS...
[2026-02-11T20:29:24.945842] [INFO ] [sig       ] Generating forecast for: PHVS
[2026-02-11T20:29:24.945873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2026-02-11T20:29:24.958004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2026-02-11T20:29:24.958436] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2026-02-11T20:29:24.959339] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2026-02-11T20:29:24.959392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:24.959472] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:24.959507] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:24.959600] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:25.018239] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:25.019164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:25.019253] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:25.019288] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:25.141953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:25.142115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:25.142157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:25.142187] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:25.145781] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=12.63%)
[2026-02-11T20:29:25.146081] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2026-02-11T20:29:25.146219] [INFO ] [sig       ] PHVS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:25.291486] [INFO ] [LOCAL     ] Saved forecast: PHVS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PHVS.txt
[2026-02-11T20:29:25.291655] [INFO ] [sig       ] [2406/3412] Completed PHVS in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-11T20:29:25.291715] [INFO ] [sig       ] [2407/3412] Forecasting PI...
[2026-02-11T20:29:25.291747] [INFO ] [sig       ] Generating forecast for: PI
[2026-02-11T20:29:25.291778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2026-02-11T20:29:25.303992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2026-02-11T20:29:25.304451] [INFO ] [FORECASTER] Starting predict_future for PI
[2026-02-11T20:29:25.305788] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2026-02-11T20:29:25.305870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:25.305930] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:25.305964] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:25.306052] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:25.368435] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:25.369373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:25.369479] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:25.369538] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:25.502928] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:25.503089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:25.503132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:25.503161] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:25.507269] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=54.21%)
[2026-02-11T20:29:25.507600] [INFO ] [FORECASTER] Completed predict_future for PI
[2026-02-11T20:29:25.507932] [INFO ] [sig       ] PI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:25.660917] [INFO ] [LOCAL     ] Saved forecast: PI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PI.txt
[2026-02-11T20:29:25.661082] [INFO ] [sig       ] [2407/3412] Completed PI in 0.4s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-11T20:29:25.661125] [INFO ] [sig       ] [2408/3412] Forecasting PID...
[2026-02-11T20:29:25.661156] [INFO ] [sig       ] Generating forecast for: PID
[2026-02-11T20:29:25.661187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2026-02-11T20:29:25.673876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2026-02-11T20:29:25.674204] [INFO ] [FORECASTER] Starting predict_future for PID
[2026-02-11T20:29:25.675074] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2026-02-11T20:29:25.675129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:25.675163] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:25.675190] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:25.675247] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:25.736514] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:25.737417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:25.737529] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:25.737565] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:25.861086] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:25.861257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:25.861306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:25.861338] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:25.865097] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=83.47%)
[2026-02-11T20:29:25.865406] [INFO ] [FORECASTER] Completed predict_future for PID
[2026-02-11T20:29:25.865563] [INFO ] [sig       ] PID: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:26.019788] [INFO ] [LOCAL     ] Saved forecast: PID	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PID.txt
[2026-02-11T20:29:26.019971] [INFO ] [sig       ] [2408/3412] Completed PID in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 6.0m
[2026-02-11T20:29:26.020020] [INFO ] [sig       ] [2409/3412] Forecasting PIE...
[2026-02-11T20:29:26.020057] [INFO ] [sig       ] Generating forecast for: PIE
[2026-02-11T20:29:26.020102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2026-02-11T20:29:26.032818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2026-02-11T20:29:26.033189] [INFO ] [FORECASTER] Starting predict_future for PIE
[2026-02-11T20:29:26.034088] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2026-02-11T20:29:26.034144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:26.034179] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:26.034208] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:26.034268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:26.096411] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:26.097315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:26.097409] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:26.097443] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:26.214059] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:26.214222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:26.214264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:26.214293] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:26.217830] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: DOWN (p=39.70%)
[2026-02-11T20:29:26.218114] [INFO ] [FORECASTER] Completed predict_future for PIE
[2026-02-11T20:29:26.218247] [INFO ] [sig       ] PIE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:26.365715] [INFO ] [LOCAL     ] Saved forecast: PIE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PIE.txt
[2026-02-11T20:29:26.365867] [INFO ] [sig       ] [2409/3412] Completed PIE in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 6.0m
[2026-02-11T20:29:26.365909] [INFO ] [sig       ] [2410/3412] Forecasting PII...
[2026-02-11T20:29:26.365938] [INFO ] [sig       ] Generating forecast for: PII
[2026-02-11T20:29:26.365968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2026-02-11T20:29:26.377304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2026-02-11T20:29:26.377698] [INFO ] [FORECASTER] Starting predict_future for PII
[2026-02-11T20:29:26.378501] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2026-02-11T20:29:26.378563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:26.378635] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:26.378669] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:26.378735] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:26.438014] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:26.438907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:26.438996] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:26.439031] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:26.556478] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:26.556669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:26.556722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:26.556756] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:26.560276] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=94.47%)
[2026-02-11T20:29:26.560556] [INFO ] [FORECASTER] Completed predict_future for PII
[2026-02-11T20:29:26.560712] [INFO ] [sig       ] PII: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:26.719941] [INFO ] [LOCAL     ] Saved forecast: PII	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PII.txt
[2026-02-11T20:29:26.720115] [INFO ] [sig       ] [2410/3412] Completed PII in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 6.0m
[2026-02-11T20:29:26.720161] [INFO ] [sig       ] [2411/3412] Forecasting PIM...
[2026-02-11T20:29:26.720192] [INFO ] [sig       ] Generating forecast for: PIM
[2026-02-11T20:29:26.720222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2026-02-11T20:29:26.732024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2026-02-11T20:29:26.732463] [INFO ] [FORECASTER] Starting predict_future for PIM
[2026-02-11T20:29:26.733338] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2026-02-11T20:29:26.733393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:26.733425] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:26.733452] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:26.733514] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:26.793070] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:26.794003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:26.794094] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:26.794131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:26.912022] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:26.912196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:26.912241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:26.912273] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:26.916009] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2026-02-11T20:29:26.916362] [INFO ] [FORECASTER] Completed predict_future for PIM
[2026-02-11T20:29:26.916518] [INFO ] [sig       ] PIM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:27.070279] [INFO ] [LOCAL     ] Saved forecast: PIM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PIM.txt
[2026-02-11T20:29:27.070477] [INFO ] [sig       ] [2411/3412] Completed PIM in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 6.0m
[2026-02-11T20:29:27.070536] [INFO ] [sig       ] [2412/3412] Forecasting PINE...
[2026-02-11T20:29:27.070601] [INFO ] [sig       ] Generating forecast for: PINE
[2026-02-11T20:29:27.070639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2026-02-11T20:29:27.082619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2026-02-11T20:29:27.082999] [INFO ] [FORECASTER] Starting predict_future for PINE
[2026-02-11T20:29:27.083964] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2026-02-11T20:29:27.084020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:27.084055] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:27.084082] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:27.084141] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:27.148049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:27.149099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:27.149209] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:27.149247] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:27.274512] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:27.274708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:27.274753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:27.274784] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:27.278677] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=27.76%)
[2026-02-11T20:29:27.279068] [INFO ] [FORECASTER] Completed predict_future for PINE
[2026-02-11T20:29:27.279243] [INFO ] [sig       ] PINE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:27.438768] [INFO ] [LOCAL     ] Saved forecast: PINE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PINE.txt
[2026-02-11T20:29:27.439123] [INFO ] [sig       ] [2412/3412] Completed PINE in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 6.0m
[2026-02-11T20:29:27.439166] [INFO ] [sig       ] [2413/3412] Forecasting PINS...
[2026-02-11T20:29:27.439194] [INFO ] [sig       ] Generating forecast for: PINS
[2026-02-11T20:29:27.439223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2026-02-11T20:29:27.452216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2026-02-11T20:29:27.452652] [INFO ] [FORECASTER] Starting predict_future for PINS
[2026-02-11T20:29:27.453482] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2026-02-11T20:29:27.453534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:27.453567] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:27.453617] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:27.453675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:27.517837] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:27.518742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:27.518832] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:27.518867] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:27.652205] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:27.652413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:27.652474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:27.652510] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:27.656334] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: DOWN (p=24.85%)
[2026-02-11T20:29:27.656736] [INFO ] [FORECASTER] Completed predict_future for PINS
[2026-02-11T20:29:27.656896] [INFO ] [sig       ] PINS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:27.808353] [INFO ] [LOCAL     ] Saved forecast: PINS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PINS.txt
[2026-02-11T20:29:27.808499] [INFO ] [sig       ] [2413/3412] Completed PINS in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 6.0m
[2026-02-11T20:29:27.808544] [INFO ] [sig       ] [2414/3412] Forecasting PK...
[2026-02-11T20:29:27.808594] [INFO ] [sig       ] Generating forecast for: PK
[2026-02-11T20:29:27.808632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2026-02-11T20:29:27.820411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2026-02-11T20:29:27.820775] [INFO ] [FORECASTER] Starting predict_future for PK
[2026-02-11T20:29:27.821631] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2026-02-11T20:29:27.821690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:27.821729] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:27.821760] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:27.821821] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:27.883038] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:27.883735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:27.883821] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:27.883856] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:28.011957] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:28.012120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:28.012164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:28.012220] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:28.015885] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2026-02-11T20:29:28.016164] [INFO ] [FORECASTER] Completed predict_future for PK
[2026-02-11T20:29:28.016294] [INFO ] [sig       ] PK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:28.168608] [INFO ] [LOCAL     ] Saved forecast: PK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PK.txt
[2026-02-11T20:29:28.168762] [INFO ] [sig       ] [2414/3412] Completed PK in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-11T20:29:28.168803] [INFO ] [sig       ] [2415/3412] Forecasting PKBK...
[2026-02-11T20:29:28.168832] [INFO ] [sig       ] Generating forecast for: PKBK
[2026-02-11T20:29:28.168862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2026-02-11T20:29:28.179820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2026-02-11T20:29:28.180104] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2026-02-11T20:29:28.180915] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2026-02-11T20:29:28.180967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:28.180999] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:28.181026] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:28.181082] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:28.240736] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:28.241412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:28.241497] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:28.241533] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:28.366468] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:28.366647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:28.366690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:28.366718] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:28.370747] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=82.99%)
[2026-02-11T20:29:28.371034] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2026-02-11T20:29:28.371168] [INFO ] [sig       ] PKBK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:28.516667] [INFO ] [LOCAL     ] Saved forecast: PKBK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PKBK.txt
[2026-02-11T20:29:28.516959] [INFO ] [sig       ] [2415/3412] Completed PKBK in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-11T20:29:28.516999] [INFO ] [sig       ] [2416/3412] Forecasting PKE...
[2026-02-11T20:29:28.517027] [INFO ] [sig       ] Generating forecast for: PKE
[2026-02-11T20:29:28.517056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2026-02-11T20:29:28.529442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2026-02-11T20:29:28.529791] [INFO ] [FORECASTER] Starting predict_future for PKE
[2026-02-11T20:29:28.530592] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2026-02-11T20:29:28.530646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:28.530677] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:28.530704] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:28.530761] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:28.590309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:28.591017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:28.591126] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:28.591175] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:28.711023] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:28.711166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:28.711205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:28.711235] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:28.714668] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2026-02-11T20:29:28.714944] [INFO ] [FORECASTER] Completed predict_future for PKE
[2026-02-11T20:29:28.715072] [INFO ] [sig       ] PKE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:28.862981] [INFO ] [LOCAL     ] Saved forecast: PKE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PKE.txt
[2026-02-11T20:29:28.863107] [INFO ] [sig       ] [2416/3412] Completed PKE in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-11T20:29:28.863145] [INFO ] [sig       ] [2417/3412] Forecasting PKG...
[2026-02-11T20:29:28.863173] [INFO ] [sig       ] Generating forecast for: PKG
[2026-02-11T20:29:28.863202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2026-02-11T20:29:28.875719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2026-02-11T20:29:28.876002] [INFO ] [FORECASTER] Starting predict_future for PKG
[2026-02-11T20:29:28.876806] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2026-02-11T20:29:28.876859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:28.876890] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:28.876917] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:28.876973] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:28.935756] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:28.936395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:28.936478] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:28.936511] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:29.063758] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:29.063912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:29.063953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:29.063982] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:29.067710] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=47.12%)
[2026-02-11T20:29:29.068180] [INFO ] [FORECASTER] Completed predict_future for PKG
[2026-02-11T20:29:29.068313] [INFO ] [sig       ] PKG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:29.213373] [INFO ] [LOCAL     ] Saved forecast: PKG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PKG.txt
[2026-02-11T20:29:29.213529] [INFO ] [sig       ] [2417/3412] Completed PKG in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-11T20:29:29.213588] [INFO ] [sig       ] [2418/3412] Forecasting PKOH...
[2026-02-11T20:29:29.213621] [INFO ] [sig       ] Generating forecast for: PKOH
[2026-02-11T20:29:29.213653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2026-02-11T20:29:29.225959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2026-02-11T20:29:29.226319] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2026-02-11T20:29:29.227152] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2026-02-11T20:29:29.227205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:29.227237] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:29.227276] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:29.227336] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:29.288142] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:29.289035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:29.289122] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:29.289155] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:29.407356] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:29.407551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:29.407624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:29.407662] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:29.411430] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=37.51%)
[2026-02-11T20:29:29.411773] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2026-02-11T20:29:29.412100] [INFO ] [sig       ] PKOH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:29.559693] [INFO ] [LOCAL     ] Saved forecast: PKOH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PKOH.txt
[2026-02-11T20:29:29.559850] [INFO ] [sig       ] [2418/3412] Completed PKOH in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-11T20:29:29.559891] [INFO ] [sig       ] [2419/3412] Forecasting PKX...
[2026-02-11T20:29:29.559921] [INFO ] [sig       ] Generating forecast for: PKX
[2026-02-11T20:29:29.559952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2026-02-11T20:29:29.572710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2026-02-11T20:29:29.573249] [INFO ] [FORECASTER] Starting predict_future for PKX
[2026-02-11T20:29:29.574159] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2026-02-11T20:29:29.574213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:29.574247] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:29.574275] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:29.574333] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:29.637063] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:29.638019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:29.638105] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:29.638138] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:29.766661] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:29.766827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:29.767055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:29.767084] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:29.771168] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: UP (p=80.76%)
[2026-02-11T20:29:29.771446] [INFO ] [FORECASTER] Completed predict_future for PKX
[2026-02-11T20:29:29.771594] [INFO ] [sig       ] PKX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:29.920902] [INFO ] [LOCAL     ] Saved forecast: PKX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PKX.txt
[2026-02-11T20:29:29.921087] [INFO ] [sig       ] [2419/3412] Completed PKX in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-11T20:29:29.921129] [INFO ] [sig       ] [2420/3412] Forecasting PLAB...
[2026-02-11T20:29:29.921160] [INFO ] [sig       ] Generating forecast for: PLAB
[2026-02-11T20:29:29.921191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2026-02-11T20:29:29.933788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2026-02-11T20:29:29.934153] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2026-02-11T20:29:29.934981] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2026-02-11T20:29:29.935033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:29.935066] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:29.935092] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:29.935149] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:29.996130] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:29.997260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:29.997349] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:29.997381] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:30.128216] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:30.128378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:30.128418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:30.128447] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:30.132738] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2026-02-11T20:29:30.133025] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2026-02-11T20:29:30.133155] [INFO ] [sig       ] PLAB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:30.281243] [INFO ] [LOCAL     ] Saved forecast: PLAB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PLAB.txt
[2026-02-11T20:29:30.281395] [INFO ] [sig       ] [2420/3412] Completed PLAB in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-11T20:29:30.281435] [INFO ] [sig       ] [2421/3412] Forecasting PLAY...
[2026-02-11T20:29:30.281467] [INFO ] [sig       ] Generating forecast for: PLAY
[2026-02-11T20:29:30.281498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2026-02-11T20:29:30.293193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2026-02-11T20:29:30.293516] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2026-02-11T20:29:30.294365] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2026-02-11T20:29:30.294418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:30.294450] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:30.294478] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:30.294534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:30.356116] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:30.357032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:30.357119] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:30.357154] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:30.483479] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:30.483664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:30.483708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:30.483737] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:30.487763] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: UP (p=78.68%)
[2026-02-11T20:29:30.488296] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2026-02-11T20:29:30.488437] [INFO ] [sig       ] PLAY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:30.636478] [INFO ] [LOCAL     ] Saved forecast: PLAY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PLAY.txt
[2026-02-11T20:29:30.636659] [INFO ] [sig       ] [2421/3412] Completed PLAY in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-11T20:29:30.636706] [INFO ] [sig       ] [2422/3412] Forecasting PLBC...
[2026-02-11T20:29:30.636736] [INFO ] [sig       ] Generating forecast for: PLBC
[2026-02-11T20:29:30.636773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2026-02-11T20:29:30.648089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2026-02-11T20:29:30.648460] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2026-02-11T20:29:30.649340] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2026-02-11T20:29:30.649394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:30.649429] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:30.649456] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:30.649514] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:30.715483] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:30.716398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:30.716486] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:30.716520] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:30.824264] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:30.824431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:30.824473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:30.824502] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:30.828125] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: UP (p=72.54%)
[2026-02-11T20:29:30.828406] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2026-02-11T20:29:30.828538] [INFO ] [sig       ] PLBC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:30.980290] [INFO ] [LOCAL     ] Saved forecast: PLBC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PLBC.txt
[2026-02-11T20:29:30.980448] [INFO ] [sig       ] [2422/3412] Completed PLBC in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-11T20:29:30.980489] [INFO ] [sig       ] [2423/3412] Forecasting PLBY...
[2026-02-11T20:29:30.980518] [INFO ] [sig       ] Generating forecast for: PLBY
[2026-02-11T20:29:30.980548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2026-02-11T20:29:30.992623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2026-02-11T20:29:30.993091] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2026-02-11T20:29:30.993975] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2026-02-11T20:29:30.994029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:30.994100] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:30.994135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:30.994213] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:31.059340] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:31.060266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:31.060353] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:31.060387] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:31.180497] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:31.180672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:31.180714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:31.180743] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:31.184179] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=27.97%)
[2026-02-11T20:29:31.184468] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2026-02-11T20:29:31.184625] [INFO ] [sig       ] PLBY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:31.328895] [INFO ] [LOCAL     ] Saved forecast: PLBY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PLBY.txt
[2026-02-11T20:29:31.329227] [INFO ] [sig       ] [2423/3412] Completed PLBY in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-11T20:29:31.329268] [INFO ] [sig       ] [2424/3412] Forecasting PLCE...
[2026-02-11T20:29:31.329297] [INFO ] [sig       ] Generating forecast for: PLCE
[2026-02-11T20:29:31.329326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2026-02-11T20:29:31.341909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2026-02-11T20:29:31.342229] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2026-02-11T20:29:31.343110] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2026-02-11T20:29:31.343165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:31.343198] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:31.343225] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:31.343282] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:31.403866] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:31.404808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:31.404899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:31.404931] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:31.529997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:31.530143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:31.530184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:31.530213] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:31.533838] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: DOWN (p=34.08%)
[2026-02-11T20:29:31.534297] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2026-02-11T20:29:31.534428] [INFO ] [sig       ] PLCE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:31.679351] [INFO ] [LOCAL     ] Saved forecast: PLCE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PLCE.txt
[2026-02-11T20:29:31.679508] [INFO ] [sig       ] [2424/3412] Completed PLCE in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-11T20:29:31.679549] [INFO ] [sig       ] [2425/3412] Forecasting PLD...
[2026-02-11T20:29:31.679600] [INFO ] [sig       ] Generating forecast for: PLD
[2026-02-11T20:29:31.679633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2026-02-11T20:29:31.692279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2026-02-11T20:29:31.692713] [INFO ] [FORECASTER] Starting predict_future for PLD
[2026-02-11T20:29:31.693628] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2026-02-11T20:29:31.693682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:31.693715] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:31.693742] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:31.693801] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:31.753025] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:31.753973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:31.754062] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:31.754095] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:31.882273] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:31.882428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:31.882468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:31.882497] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:31.886433] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=99.20%)
[2026-02-11T20:29:31.886750] [INFO ] [FORECASTER] Completed predict_future for PLD
[2026-02-11T20:29:31.886896] [INFO ] [sig       ] PLD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:32.036811] [INFO ] [LOCAL     ] Saved forecast: PLD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PLD.txt
[2026-02-11T20:29:32.036966] [INFO ] [sig       ] [2425/3412] Completed PLD in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.9m
[2026-02-11T20:29:32.037006] [INFO ] [sig       ] [2426/3412] Forecasting PLPC...
[2026-02-11T20:29:32.037037] [INFO ] [sig       ] Generating forecast for: PLPC
[2026-02-11T20:29:32.037068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2026-02-11T20:29:32.048699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2026-02-11T20:29:32.049237] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2026-02-11T20:29:32.050116] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2026-02-11T20:29:32.050170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:32.050201] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:32.050228] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:32.050285] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:32.111607] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:32.112325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:32.112409] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:32.112443] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:32.239895] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:32.240071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:32.240113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:32.240177] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:32.244985] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2026-02-11T20:29:32.245274] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2026-02-11T20:29:32.245410] [INFO ] [sig       ] PLPC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:32.390489] [INFO ] [LOCAL     ] Saved forecast: PLPC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PLPC.txt
[2026-02-11T20:29:32.390669] [INFO ] [sig       ] [2426/3412] Completed PLPC in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.9m
[2026-02-11T20:29:32.390713] [INFO ] [sig       ] [2427/3412] Forecasting PLRX...
[2026-02-11T20:29:32.390742] [INFO ] [sig       ] Generating forecast for: PLRX
[2026-02-11T20:29:32.390772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2026-02-11T20:29:32.403323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2026-02-11T20:29:32.403752] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2026-02-11T20:29:32.404960] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2026-02-11T20:29:32.405015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:32.405049] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:32.405075] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:32.405133] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:32.464902] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:32.465796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:32.465882] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:32.465915] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:32.586789] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:32.586947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:32.586988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:32.587017] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:32.590617] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: DOWN (p=9.54%)
[2026-02-11T20:29:32.590894] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2026-02-11T20:29:32.591027] [INFO ] [sig       ] PLRX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:32.738789] [INFO ] [LOCAL     ] Saved forecast: PLRX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PLRX.txt
[2026-02-11T20:29:32.738960] [INFO ] [sig       ] [2427/3412] Completed PLRX in 0.3s | 2.80 sym/s | Total: 14.5m | ETA: 5.9m
[2026-02-11T20:29:32.739000] [INFO ] [sig       ] [2428/3412] Forecasting PLSE...
[2026-02-11T20:29:32.739031] [INFO ] [sig       ] Generating forecast for: PLSE
[2026-02-11T20:29:32.739061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2026-02-11T20:29:32.751356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2026-02-11T20:29:32.751828] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2026-02-11T20:29:32.752810] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2026-02-11T20:29:32.752879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:32.752912] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:32.752939] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:32.752997] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:32.811400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:32.812324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:32.812415] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:32.812449] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:32.933082] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:32.933249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:32.933291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:32.933320] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:32.937284] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=91.47%)
[2026-02-11T20:29:32.937686] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2026-02-11T20:29:32.938035] [INFO ] [sig       ] PLSE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:33.091336] [INFO ] [LOCAL     ] Saved forecast: PLSE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PLSE.txt
[2026-02-11T20:29:33.091504] [INFO ] [sig       ] [2428/3412] Completed PLSE in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.9m
[2026-02-11T20:29:33.091545] [INFO ] [sig       ] [2429/3412] Forecasting PLTK...
[2026-02-11T20:29:33.091594] [INFO ] [sig       ] Generating forecast for: PLTK
[2026-02-11T20:29:33.091630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2026-02-11T20:29:33.103752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2026-02-11T20:29:33.104158] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2026-02-11T20:29:33.105046] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2026-02-11T20:29:33.105099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:33.105130] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:33.105156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:33.105249] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:33.164795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:33.165711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:33.165804] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:33.165838] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:33.296498] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:33.296738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:33.296809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:33.296864] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:33.302660] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=86.02%)
[2026-02-11T20:29:33.303124] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2026-02-11T20:29:33.303334] [INFO ] [sig       ] PLTK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:33.464226] [INFO ] [LOCAL     ] Saved forecast: PLTK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PLTK.txt
[2026-02-11T20:29:33.464389] [INFO ] [sig       ] [2429/3412] Completed PLTK in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.9m
[2026-02-11T20:29:33.464431] [INFO ] [sig       ] [2430/3412] Forecasting PLUG...
[2026-02-11T20:29:33.464464] [INFO ] [sig       ] Generating forecast for: PLUG
[2026-02-11T20:29:33.464509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2026-02-11T20:29:33.476017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2026-02-11T20:29:33.476404] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2026-02-11T20:29:33.477261] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2026-02-11T20:29:33.477319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:33.477354] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:33.477381] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:33.477439] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:33.537755] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:33.538700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:33.538794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:33.538827] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:33.668425] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:33.668618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:33.668664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:33.668699] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:33.672807] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: DOWN (p=46.85%)
[2026-02-11T20:29:33.673091] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2026-02-11T20:29:33.673235] [INFO ] [sig       ] PLUG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:33.825466] [INFO ] [LOCAL     ] Saved forecast: PLUG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PLUG.txt
[2026-02-11T20:29:33.825617] [INFO ] [sig       ] [2430/3412] Completed PLUG in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.9m
[2026-02-11T20:29:33.825661] [INFO ] [sig       ] [2431/3412] Forecasting PLUS...
[2026-02-11T20:29:33.825691] [INFO ] [sig       ] Generating forecast for: PLUS
[2026-02-11T20:29:33.825721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2026-02-11T20:29:33.836467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2026-02-11T20:29:33.836756] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2026-02-11T20:29:33.837595] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2026-02-11T20:29:33.837671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:33.837707] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:33.837734] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:33.837795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:33.896676] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:33.897558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:33.897669] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:33.897702] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:34.023314] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:34.023472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:34.023512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:34.023540] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:34.027111] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: UP (p=87.13%)
[2026-02-11T20:29:34.027392] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2026-02-11T20:29:34.027550] [INFO ] [sig       ] PLUS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:34.169715] [INFO ] [LOCAL     ] Saved forecast: PLUS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PLUS.txt
[2026-02-11T20:29:34.169871] [INFO ] [sig       ] [2431/3412] Completed PLUS in 0.3s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-11T20:29:34.169919] [INFO ] [sig       ] [2432/3412] Forecasting PLXS...
[2026-02-11T20:29:34.169948] [INFO ] [sig       ] Generating forecast for: PLXS
[2026-02-11T20:29:34.169977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2026-02-11T20:29:34.182027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2026-02-11T20:29:34.182334] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2026-02-11T20:29:34.183229] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2026-02-11T20:29:34.183283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:34.183316] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:34.183344] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:34.183402] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:34.242648] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:34.243338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:34.243421] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:34.243456] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:34.374257] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:34.374416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:34.374459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:34.374489] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:34.378174] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: UP (p=63.90%)
[2026-02-11T20:29:34.378459] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2026-02-11T20:29:34.378615] [INFO ] [sig       ] PLXS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:34.523896] [INFO ] [LOCAL     ] Saved forecast: PLXS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PLXS.txt
[2026-02-11T20:29:34.524036] [INFO ] [sig       ] [2432/3412] Completed PLXS in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-11T20:29:34.524075] [INFO ] [sig       ] [2433/3412] Forecasting PM...
[2026-02-11T20:29:34.524104] [INFO ] [sig       ] Generating forecast for: PM
[2026-02-11T20:29:34.524135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2026-02-11T20:29:34.535366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2026-02-11T20:29:34.535701] [INFO ] [FORECASTER] Starting predict_future for PM
[2026-02-11T20:29:34.536511] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2026-02-11T20:29:34.536564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:34.536617] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:34.536645] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:34.536708] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:34.595044] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:34.595851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:34.595977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:34.596011] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:34.720472] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:34.720645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:34.720688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:34.720717] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:34.724123] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=26.24%)
[2026-02-11T20:29:34.724398] [INFO ] [FORECASTER] Completed predict_future for PM
[2026-02-11T20:29:34.724532] [INFO ] [sig       ] PM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:34.869789] [INFO ] [LOCAL     ] Saved forecast: PM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PM.txt
[2026-02-11T20:29:34.869951] [INFO ] [sig       ] [2433/3412] Completed PM in 0.3s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-11T20:29:34.869990] [INFO ] [sig       ] [2434/3412] Forecasting PMAX...
[2026-02-11T20:29:34.870021] [INFO ] [sig       ] Generating forecast for: PMAX
[2026-02-11T20:29:34.870050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2026-02-11T20:29:34.881760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2026-02-11T20:29:34.882132] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2026-02-11T20:29:34.883026] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2026-02-11T20:29:34.883083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:34.883121] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:34.883156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:34.883234] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:34.945220] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:34.946179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:34.946282] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:34.946318] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:35.068192] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:35.068341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:35.068384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:35.068415] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:35.071987] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=11.96%)
[2026-02-11T20:29:35.072264] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2026-02-11T20:29:35.072393] [INFO ] [sig       ] PMAX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:35.222031] [INFO ] [LOCAL     ] Saved forecast: PMAX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PMAX.txt
[2026-02-11T20:29:35.222193] [INFO ] [sig       ] [2434/3412] Completed PMAX in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-11T20:29:35.222248] [INFO ] [sig       ] [2435/3412] Forecasting PML...
[2026-02-11T20:29:35.222278] [INFO ] [sig       ] Generating forecast for: PML
[2026-02-11T20:29:35.222309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2026-02-11T20:29:35.233736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2026-02-11T20:29:35.234086] [INFO ] [FORECASTER] Starting predict_future for PML
[2026-02-11T20:29:35.234976] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2026-02-11T20:29:35.235034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:35.235070] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:35.235099] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:35.235158] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:35.296046] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:35.297007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:35.297103] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:35.297139] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:35.418970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:35.419120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:35.419161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:35.419188] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:35.423172] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=44.97%)
[2026-02-11T20:29:35.423497] [INFO ] [FORECASTER] Completed predict_future for PML
[2026-02-11T20:29:35.423671] [INFO ] [sig       ] PML: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:35.572663] [INFO ] [LOCAL     ] Saved forecast: PML	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PML.txt
[2026-02-11T20:29:35.572819] [INFO ] [sig       ] [2435/3412] Completed PML in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-11T20:29:35.572867] [INFO ] [sig       ] [2436/3412] Forecasting PMM...
[2026-02-11T20:29:35.572904] [INFO ] [sig       ] Generating forecast for: PMM
[2026-02-11T20:29:35.572938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2026-02-11T20:29:35.584976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2026-02-11T20:29:35.585310] [INFO ] [FORECASTER] Starting predict_future for PMM
[2026-02-11T20:29:35.586180] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2026-02-11T20:29:35.586234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:35.586269] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:35.586297] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:35.586355] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:35.647187] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:35.647990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:35.648076] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:35.648109] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:35.771504] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:35.771682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:35.771724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:35.771755] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:35.775962] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2026-02-11T20:29:35.776256] [INFO ] [FORECASTER] Completed predict_future for PMM
[2026-02-11T20:29:35.776389] [INFO ] [sig       ] PMM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:35.919603] [INFO ] [LOCAL     ] Saved forecast: PMM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PMM.txt
[2026-02-11T20:29:35.919787] [INFO ] [sig       ] [2436/3412] Completed PMM in 0.3s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-11T20:29:35.919829] [INFO ] [sig       ] [2437/3412] Forecasting PMO...
[2026-02-11T20:29:35.919875] [INFO ] [sig       ] Generating forecast for: PMO
[2026-02-11T20:29:35.919914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2026-02-11T20:29:35.932372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2026-02-11T20:29:35.932741] [INFO ] [FORECASTER] Starting predict_future for PMO
[2026-02-11T20:29:35.933788] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2026-02-11T20:29:35.933842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:35.933876] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:35.933904] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:35.933962] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:35.997323] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:35.998391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:35.998481] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:35.998515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:36.124965] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:36.125123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:36.125165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:36.125193] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:36.129008] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=6.09%)
[2026-02-11T20:29:36.129479] [INFO ] [FORECASTER] Completed predict_future for PMO
[2026-02-11T20:29:36.129636] [INFO ] [sig       ] PMO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:36.275488] [INFO ] [LOCAL     ] Saved forecast: PMO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PMO.txt
[2026-02-11T20:29:36.275652] [INFO ] [sig       ] [2437/3412] Completed PMO in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-11T20:29:36.275694] [INFO ] [sig       ] [2438/3412] Forecasting PMTS...
[2026-02-11T20:29:36.275726] [INFO ] [sig       ] Generating forecast for: PMTS
[2026-02-11T20:29:36.275758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2026-02-11T20:29:36.287382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2026-02-11T20:29:36.287904] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2026-02-11T20:29:36.289086] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2026-02-11T20:29:36.289142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:36.289175] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:36.289203] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:36.289262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:36.351679] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:36.352471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:36.352558] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:36.352612] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:36.493389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:36.493560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:36.493647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:36.493681] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:36.498010] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: UP (p=79.39%)
[2026-02-11T20:29:36.498361] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2026-02-11T20:29:36.498508] [INFO ] [sig       ] PMTS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:36.646180] [INFO ] [LOCAL     ] Saved forecast: PMTS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PMTS.txt
[2026-02-11T20:29:36.646335] [INFO ] [sig       ] [2438/3412] Completed PMTS in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-11T20:29:36.646377] [INFO ] [sig       ] [2439/3412] Forecasting PMVP...
[2026-02-11T20:29:36.646408] [INFO ] [sig       ] Generating forecast for: PMVP
[2026-02-11T20:29:36.646438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2026-02-11T20:29:36.659445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2026-02-11T20:29:36.659798] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2026-02-11T20:29:36.660851] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2026-02-11T20:29:36.660903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:36.660936] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:36.660962] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:36.661019] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:36.720527] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:36.721632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:36.721734] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:36.721771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:36.847781] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:36.847937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:36.847979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:36.848007] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:36.851457] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=96.03%)
[2026-02-11T20:29:36.851759] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2026-02-11T20:29:36.851894] [INFO ] [sig       ] PMVP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:36.996869] [INFO ] [LOCAL     ] Saved forecast: PMVP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PMVP.txt
[2026-02-11T20:29:36.997024] [INFO ] [sig       ] [2439/3412] Completed PMVP in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-11T20:29:36.997067] [INFO ] [sig       ] [2440/3412] Forecasting PNC...
[2026-02-11T20:29:36.997098] [INFO ] [sig       ] Generating forecast for: PNC
[2026-02-11T20:29:36.997129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2026-02-11T20:29:37.009152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2026-02-11T20:29:37.009511] [INFO ] [FORECASTER] Starting predict_future for PNC
[2026-02-11T20:29:37.010353] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2026-02-11T20:29:37.010407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:37.010490] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:37.010537] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:37.010639] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:37.071468] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:37.072342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:37.072431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:37.072466] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:37.210769] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:37.210963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:37.211019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:37.211051] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:37.214926] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: UP (p=74.53%)
[2026-02-11T20:29:37.215234] [INFO ] [FORECASTER] Completed predict_future for PNC
[2026-02-11T20:29:37.215379] [INFO ] [sig       ] PNC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:37.359112] [INFO ] [LOCAL     ] Saved forecast: PNC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PNC.txt
[2026-02-11T20:29:37.359284] [INFO ] [sig       ] [2440/3412] Completed PNC in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-11T20:29:37.359326] [INFO ] [sig       ] [2441/3412] Forecasting PNI...
[2026-02-11T20:29:37.359357] [INFO ] [sig       ] Generating forecast for: PNI
[2026-02-11T20:29:37.359387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2026-02-11T20:29:37.371233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2026-02-11T20:29:37.371740] [INFO ] [FORECASTER] Starting predict_future for PNI
[2026-02-11T20:29:37.372704] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2026-02-11T20:29:37.372759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:37.372792] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:37.372819] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:37.372875] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:37.431849] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:37.433243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:37.433336] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:37.433370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:37.550764] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:37.550935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:37.550987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:37.551017] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:37.555171] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=49.26%)
[2026-02-11T20:29:37.555471] [INFO ] [FORECASTER] Completed predict_future for PNI
[2026-02-11T20:29:37.555669] [INFO ] [sig       ] PNI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:37.710872] [INFO ] [LOCAL     ] Saved forecast: PNI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PNI.txt
[2026-02-11T20:29:37.711024] [INFO ] [sig       ] [2441/3412] Completed PNI in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-11T20:29:37.711065] [INFO ] [sig       ] [2442/3412] Forecasting PNQI...
[2026-02-11T20:29:37.711094] [INFO ] [sig       ] Generating forecast for: PNQI
[2026-02-11T20:29:37.711124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2026-02-11T20:29:37.723778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2026-02-11T20:29:37.724128] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2026-02-11T20:29:37.725030] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2026-02-11T20:29:37.725085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:37.725130] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:37.725160] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:37.725218] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:37.787742] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:37.788514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:37.788619] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:37.788655] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:37.922797] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:37.922964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:37.923008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:37.923038] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:37.927439] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: DOWN (p=9.15%)
[2026-02-11T20:29:37.927774] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2026-02-11T20:29:37.927952] [INFO ] [sig       ] PNQI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:38.080126] [INFO ] [LOCAL     ] Saved forecast: PNQI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PNQI.txt
[2026-02-11T20:29:38.080270] [INFO ] [sig       ] [2442/3412] Completed PNQI in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.8m
[2026-02-11T20:29:38.080309] [INFO ] [sig       ] [2443/3412] Forecasting PNRG...
[2026-02-11T20:29:38.080339] [INFO ] [sig       ] Generating forecast for: PNRG
[2026-02-11T20:29:38.080369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2026-02-11T20:29:38.092158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2026-02-11T20:29:38.092452] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2026-02-11T20:29:38.093413] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2026-02-11T20:29:38.093465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:38.093498] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:38.093524] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:38.093605] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:38.151554] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:38.152256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:38.152357] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:38.152392] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:38.266941] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:38.267105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:38.267145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:38.267208] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:38.270764] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=38.45%)
[2026-02-11T20:29:38.271055] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2026-02-11T20:29:38.271187] [INFO ] [sig       ] PNRG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:38.414497] [INFO ] [LOCAL     ] Saved forecast: PNRG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PNRG.txt
[2026-02-11T20:29:38.414675] [INFO ] [sig       ] [2443/3412] Completed PNRG in 0.3s | 2.80 sym/s | Total: 14.6m | ETA: 5.8m
[2026-02-11T20:29:38.414720] [INFO ] [sig       ] [2444/3412] Forecasting PNTG...
[2026-02-11T20:29:38.414750] [INFO ] [sig       ] Generating forecast for: PNTG
[2026-02-11T20:29:38.414781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2026-02-11T20:29:38.426476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2026-02-11T20:29:38.426874] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2026-02-11T20:29:38.427723] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2026-02-11T20:29:38.427776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:38.427807] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:38.427833] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:38.427890] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:38.491347] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:38.492278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:38.492366] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:38.492402] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:38.614558] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:38.614760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:38.614827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:38.614866] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:38.619157] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2026-02-11T20:29:38.619462] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2026-02-11T20:29:38.619618] [INFO ] [sig       ] PNTG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:38.765246] [INFO ] [LOCAL     ] Saved forecast: PNTG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PNTG.txt
[2026-02-11T20:29:38.765394] [INFO ] [sig       ] [2444/3412] Completed PNTG in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.8m
[2026-02-11T20:29:38.765435] [INFO ] [sig       ] [2445/3412] Forecasting PODD...
[2026-02-11T20:29:38.765464] [INFO ] [sig       ] Generating forecast for: PODD
[2026-02-11T20:29:38.765493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2026-02-11T20:29:38.778613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2026-02-11T20:29:38.778916] [INFO ] [FORECASTER] Starting predict_future for PODD
[2026-02-11T20:29:38.779959] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2026-02-11T20:29:38.780014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:38.780049] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:38.780077] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:38.780137] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:38.841774] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:38.842631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:38.842718] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:38.842752] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:38.961513] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:38.961693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:38.961737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:38.961768] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:38.965406] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: UP (p=79.46%)
[2026-02-11T20:29:38.965749] [INFO ] [FORECASTER] Completed predict_future for PODD
[2026-02-11T20:29:38.965929] [INFO ] [sig       ] PODD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:39.120920] [INFO ] [LOCAL     ] Saved forecast: PODD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PODD.txt
[2026-02-11T20:29:39.121091] [INFO ] [sig       ] [2445/3412] Completed PODD in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.8m
[2026-02-11T20:29:39.121132] [INFO ] [sig       ] [2446/3412] Forecasting POOL...
[2026-02-11T20:29:39.121168] [INFO ] [sig       ] Generating forecast for: POOL
[2026-02-11T20:29:39.121201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2026-02-11T20:29:39.132946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2026-02-11T20:29:39.133328] [INFO ] [FORECASTER] Starting predict_future for POOL
[2026-02-11T20:29:39.134201] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2026-02-11T20:29:39.134253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:39.134284] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:39.134310] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:39.134366] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:39.197666] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:39.198637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:39.198729] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:39.198763] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:39.345852] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:39.346042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:39.346093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:39.346125] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:39.350056] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2026-02-11T20:29:39.350398] [INFO ] [FORECASTER] Completed predict_future for POOL
[2026-02-11T20:29:39.350550] [INFO ] [sig       ] POOL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:39.493084] [INFO ] [LOCAL     ] Saved forecast: POOL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/POOL.txt
[2026-02-11T20:29:39.493228] [INFO ] [sig       ] [2446/3412] Completed POOL in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.8m
[2026-02-11T20:29:39.493267] [INFO ] [sig       ] [2447/3412] Forecasting POWI...
[2026-02-11T20:29:39.493297] [INFO ] [sig       ] Generating forecast for: POWI
[2026-02-11T20:29:39.493327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2026-02-11T20:29:39.505853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2026-02-11T20:29:39.506171] [INFO ] [FORECASTER] Starting predict_future for POWI
[2026-02-11T20:29:39.507025] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2026-02-11T20:29:39.507080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:39.507112] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:39.507140] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:39.507197] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:39.569759] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:39.570842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:39.570941] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:39.570976] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:39.697933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:39.698097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:39.698139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:39.698171] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:39.701865] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: DOWN (p=44.20%)
[2026-02-11T20:29:39.702185] [INFO ] [FORECASTER] Completed predict_future for POWI
[2026-02-11T20:29:39.702352] [INFO ] [sig       ] POWI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:39.846288] [INFO ] [LOCAL     ] Saved forecast: POWI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/POWI.txt
[2026-02-11T20:29:39.846456] [INFO ] [sig       ] [2447/3412] Completed POWI in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.8m
[2026-02-11T20:29:39.846500] [INFO ] [sig       ] [2448/3412] Forecasting POWL...
[2026-02-11T20:29:39.846532] [INFO ] [sig       ] Generating forecast for: POWL
[2026-02-11T20:29:39.846562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2026-02-11T20:29:39.858664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2026-02-11T20:29:39.859014] [INFO ] [FORECASTER] Starting predict_future for POWL
[2026-02-11T20:29:39.859875] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2026-02-11T20:29:39.859941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:39.859982] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:39.860014] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:39.860073] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:39.918034] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:39.919008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:39.919097] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:39.919130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:40.041303] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:40.041467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:40.041509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:40.041538] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:40.045016] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=75.97%)
[2026-02-11T20:29:40.045299] [INFO ] [FORECASTER] Completed predict_future for POWL
[2026-02-11T20:29:40.045436] [INFO ] [sig       ] POWL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:40.190907] [INFO ] [LOCAL     ] Saved forecast: POWL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/POWL.txt
[2026-02-11T20:29:40.191044] [INFO ] [sig       ] [2448/3412] Completed POWL in 0.3s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-11T20:29:40.191085] [INFO ] [sig       ] [2449/3412] Forecasting PPC...
[2026-02-11T20:29:40.191116] [INFO ] [sig       ] Generating forecast for: PPC
[2026-02-11T20:29:40.191146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2026-02-11T20:29:40.202753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2026-02-11T20:29:40.203038] [INFO ] [FORECASTER] Starting predict_future for PPC
[2026-02-11T20:29:40.203849] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2026-02-11T20:29:40.203901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:40.203933] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:40.203959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:40.204016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:40.261290] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:40.261914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:40.262000] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:40.262032] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:40.383883] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:40.384051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:40.384091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:40.384138] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:40.387617] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=19.55%)
[2026-02-11T20:29:40.387910] [INFO ] [FORECASTER] Completed predict_future for PPC
[2026-02-11T20:29:40.388065] [INFO ] [sig       ] PPC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:40.531544] [INFO ] [LOCAL     ] Saved forecast: PPC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PPC.txt
[2026-02-11T20:29:40.531716] [INFO ] [sig       ] [2449/3412] Completed PPC in 0.3s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-11T20:29:40.531759] [INFO ] [sig       ] [2450/3412] Forecasting PPG...
[2026-02-11T20:29:40.531788] [INFO ] [sig       ] Generating forecast for: PPG
[2026-02-11T20:29:40.531819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2026-02-11T20:29:40.548263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2026-02-11T20:29:40.548627] [INFO ] [FORECASTER] Starting predict_future for PPG
[2026-02-11T20:29:40.549448] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2026-02-11T20:29:40.549500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:40.549531] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:40.549558] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:40.549641] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:40.606674] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:40.607409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:40.607541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:40.607593] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:40.734089] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:40.734252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:40.734293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:40.734323] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:40.737835] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2026-02-11T20:29:40.738123] [INFO ] [FORECASTER] Completed predict_future for PPG
[2026-02-11T20:29:40.738259] [INFO ] [sig       ] PPG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:40.878696] [INFO ] [LOCAL     ] Saved forecast: PPG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PPG.txt
[2026-02-11T20:29:40.878838] [INFO ] [sig       ] [2450/3412] Completed PPG in 0.3s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-11T20:29:40.878886] [INFO ] [sig       ] [2451/3412] Forecasting PPH...
[2026-02-11T20:29:40.878923] [INFO ] [sig       ] Generating forecast for: PPH
[2026-02-11T20:29:40.878959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2026-02-11T20:29:40.890396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2026-02-11T20:29:40.890727] [INFO ] [FORECASTER] Starting predict_future for PPH
[2026-02-11T20:29:40.891583] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2026-02-11T20:29:40.891637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:40.891670] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:40.891697] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:40.891755] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:40.949956] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:40.950689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:40.950772] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:40.950821] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:41.073060] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:41.073252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:41.073300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:41.073332] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:41.077089] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2026-02-11T20:29:41.077376] [INFO ] [FORECASTER] Completed predict_future for PPH
[2026-02-11T20:29:41.077532] [INFO ] [sig       ] PPH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:41.223358] [INFO ] [LOCAL     ] Saved forecast: PPH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PPH.txt
[2026-02-11T20:29:41.223539] [INFO ] [sig       ] [2451/3412] Completed PPH in 0.3s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-11T20:29:41.223605] [INFO ] [sig       ] [2452/3412] Forecasting PPIH...
[2026-02-11T20:29:41.223639] [INFO ] [sig       ] Generating forecast for: PPIH
[2026-02-11T20:29:41.223671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2026-02-11T20:29:41.236364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2026-02-11T20:29:41.236731] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2026-02-11T20:29:41.237639] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2026-02-11T20:29:41.237697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:41.237729] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:41.237757] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:41.237815] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:41.300021] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:41.301081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:41.301185] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:41.301220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:41.430062] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:41.430421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:41.430462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:41.430490] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:41.434308] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2026-02-11T20:29:41.434654] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2026-02-11T20:29:41.434801] [INFO ] [sig       ] PPIH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:41.581013] [INFO ] [LOCAL     ] Saved forecast: PPIH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PPIH.txt
[2026-02-11T20:29:41.581180] [INFO ] [sig       ] [2452/3412] Completed PPIH in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-11T20:29:41.581222] [INFO ] [sig       ] [2453/3412] Forecasting PPL...
[2026-02-11T20:29:41.581250] [INFO ] [sig       ] Generating forecast for: PPL
[2026-02-11T20:29:41.581282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2026-02-11T20:29:41.593710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2026-02-11T20:29:41.594134] [INFO ] [FORECASTER] Starting predict_future for PPL
[2026-02-11T20:29:41.594981] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2026-02-11T20:29:41.595034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:41.595066] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:41.595103] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:41.595162] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:41.657164] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:41.658164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:41.658255] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:41.658288] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:41.788282] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:41.788444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:41.788486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:41.788515] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:41.792147] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=84.11%)
[2026-02-11T20:29:41.792534] [INFO ] [FORECASTER] Completed predict_future for PPL
[2026-02-11T20:29:41.792712] [INFO ] [sig       ] PPL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:41.937362] [INFO ] [LOCAL     ] Saved forecast: PPL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PPL.txt
[2026-02-11T20:29:41.937607] [INFO ] [sig       ] [2453/3412] Completed PPL in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-11T20:29:41.937661] [INFO ] [sig       ] [2454/3412] Forecasting PPSI...
[2026-02-11T20:29:41.937702] [INFO ] [sig       ] Generating forecast for: PPSI
[2026-02-11T20:29:41.937739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2026-02-11T20:29:41.949429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2026-02-11T20:29:41.949761] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2026-02-11T20:29:41.950627] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2026-02-11T20:29:41.950684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:41.950717] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:41.950744] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:41.950801] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:42.010254] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:42.011155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:42.011245] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:42.011280] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:42.129169] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:42.129325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:42.129366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:42.129395] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:42.132838] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2026-02-11T20:29:42.133115] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2026-02-11T20:29:42.133247] [INFO ] [sig       ] PPSI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:42.273962] [INFO ] [LOCAL     ] Saved forecast: PPSI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PPSI.txt
[2026-02-11T20:29:42.274116] [INFO ] [sig       ] [2454/3412] Completed PPSI in 0.3s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-11T20:29:42.274156] [INFO ] [sig       ] [2455/3412] Forecasting PPTA...
[2026-02-11T20:29:42.274187] [INFO ] [sig       ] Generating forecast for: PPTA
[2026-02-11T20:29:42.274218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2026-02-11T20:29:42.285750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2026-02-11T20:29:42.286039] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2026-02-11T20:29:42.286859] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2026-02-11T20:29:42.286912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:42.286944] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:42.286970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:42.287027] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:42.344530] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:42.345196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:42.345280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:42.345313] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:42.465848] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:42.466014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:42.466063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:42.466098] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:42.469651] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2026-02-11T20:29:42.469936] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2026-02-11T20:29:42.470068] [INFO ] [sig       ] PPTA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:42.611026] [INFO ] [LOCAL     ] Saved forecast: PPTA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PPTA.txt
[2026-02-11T20:29:42.611191] [INFO ] [sig       ] [2455/3412] Completed PPTA in 0.3s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-11T20:29:42.611235] [INFO ] [sig       ] [2456/3412] Forecasting PRA...
[2026-02-11T20:29:42.611265] [INFO ] [sig       ] Generating forecast for: PRA
[2026-02-11T20:29:42.611296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2026-02-11T20:29:42.624480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2026-02-11T20:29:42.625022] [INFO ] [FORECASTER] Starting predict_future for PRA
[2026-02-11T20:29:42.625956] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2026-02-11T20:29:42.626022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:42.626064] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:42.626098] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:42.626160] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:42.693866] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:42.695125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:42.695242] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:42.695285] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:42.818774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:42.818938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:42.818986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:42.819023] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:42.822599] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=29.94%)
[2026-02-11T20:29:42.822899] [INFO ] [FORECASTER] Completed predict_future for PRA
[2026-02-11T20:29:42.823048] [INFO ] [sig       ] PRA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:42.964261] [INFO ] [LOCAL     ] Saved forecast: PRA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PRA.txt
[2026-02-11T20:29:42.964424] [INFO ] [sig       ] [2456/3412] Completed PRA in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-11T20:29:42.964465] [INFO ] [sig       ] [2457/3412] Forecasting PRAA...
[2026-02-11T20:29:42.964495] [INFO ] [sig       ] Generating forecast for: PRAA
[2026-02-11T20:29:42.964556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2026-02-11T20:29:42.976321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2026-02-11T20:29:42.976667] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2026-02-11T20:29:42.977472] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2026-02-11T20:29:42.977552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:42.977639] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:42.977669] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:42.977726] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:43.036942] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:43.037808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:43.037897] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:43.037937] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:43.160247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:43.160408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:43.160448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:43.160477] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:43.164102] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: DOWN (p=49.06%)
[2026-02-11T20:29:43.164430] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2026-02-11T20:29:43.164590] [INFO ] [sig       ] PRAA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:43.308946] [INFO ] [LOCAL     ] Saved forecast: PRAA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PRAA.txt
[2026-02-11T20:29:43.309139] [INFO ] [sig       ] [2457/3412] Completed PRAA in 0.3s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-11T20:29:43.309183] [INFO ] [sig       ] [2458/3412] Forecasting PRAX...
[2026-02-11T20:29:43.309213] [INFO ] [sig       ] Generating forecast for: PRAX
[2026-02-11T20:29:43.309242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2026-02-11T20:29:43.325098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2026-02-11T20:29:43.325624] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2026-02-11T20:29:43.326695] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2026-02-11T20:29:43.326766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:43.326817] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:43.326859] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:43.326947] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:43.400690] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:43.401634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:43.401733] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:43.401768] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:43.537376] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:43.537565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:43.537629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:43.537659] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:43.541347] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2026-02-11T20:29:43.541700] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2026-02-11T20:29:43.541850] [INFO ] [sig       ] PRAX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:43.701849] [INFO ] [LOCAL     ] Saved forecast: PRAX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PRAX.txt
[2026-02-11T20:29:43.702067] [INFO ] [sig       ] [2458/3412] Completed PRAX in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-11T20:29:43.702312] [INFO ] [sig       ] [2459/3412] Forecasting PRCH...
[2026-02-11T20:29:43.702355] [INFO ] [sig       ] Generating forecast for: PRCH
[2026-02-11T20:29:43.702396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2026-02-11T20:29:43.718814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2026-02-11T20:29:43.719233] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2026-02-11T20:29:43.720130] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2026-02-11T20:29:43.720184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:43.720219] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:43.720248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:43.720307] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:43.784717] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:43.785868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:43.785982] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:43.786036] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:43.932472] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:43.932649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:43.932692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:43.932720] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:43.936290] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=25.08%)
[2026-02-11T20:29:43.936570] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2026-02-11T20:29:43.936725] [INFO ] [sig       ] PRCH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:44.082328] [INFO ] [LOCAL     ] Saved forecast: PRCH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PRCH.txt
[2026-02-11T20:29:44.082464] [INFO ] [sig       ] [2459/3412] Completed PRCH in 0.4s | 2.80 sym/s | Total: 14.7m | ETA: 5.7m
[2026-02-11T20:29:44.082503] [INFO ] [sig       ] [2460/3412] Forecasting PRDO...
[2026-02-11T20:29:44.082533] [INFO ] [sig       ] Generating forecast for: PRDO
[2026-02-11T20:29:44.082564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2026-02-11T20:29:44.093977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2026-02-11T20:29:44.094314] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2026-02-11T20:29:44.095157] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2026-02-11T20:29:44.095211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:44.095245] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:44.095272] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:44.095332] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:44.160557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:44.161837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:44.161954] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:44.162000] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:44.286244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:44.286429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:44.286473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:44.286538] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:44.290529] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2026-02-11T20:29:44.290946] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2026-02-11T20:29:44.291142] [INFO ] [sig       ] PRDO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:44.435200] [INFO ] [LOCAL     ] Saved forecast: PRDO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PRDO.txt
[2026-02-11T20:29:44.435346] [INFO ] [sig       ] [2460/3412] Completed PRDO in 0.4s | 2.80 sym/s | Total: 14.7m | ETA: 5.7m
[2026-02-11T20:29:44.435387] [INFO ] [sig       ] [2461/3412] Forecasting PRFZ...
[2026-02-11T20:29:44.435417] [INFO ] [sig       ] Generating forecast for: PRFZ
[2026-02-11T20:29:44.435461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2026-02-11T20:29:44.447671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2026-02-11T20:29:44.447966] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2026-02-11T20:29:44.448823] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2026-02-11T20:29:44.448875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:44.448906] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:44.448932] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:44.448989] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:44.508128] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:44.508998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:44.509086] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:44.509119] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:44.634420] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:44.634600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:44.634642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:44.634671] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:44.638399] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2026-02-11T20:29:44.638711] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2026-02-11T20:29:44.638848] [INFO ] [sig       ] PRFZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:44.778482] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PRFZ.txt
[2026-02-11T20:29:44.778639] [INFO ] [sig       ] [2461/3412] Completed PRFZ in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.7m
[2026-02-11T20:29:44.778681] [INFO ] [sig       ] [2462/3412] Forecasting PRG...
[2026-02-11T20:29:44.778711] [INFO ] [sig       ] Generating forecast for: PRG
[2026-02-11T20:29:44.778741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2026-02-11T20:29:44.789954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2026-02-11T20:29:44.790277] [INFO ] [FORECASTER] Starting predict_future for PRG
[2026-02-11T20:29:44.791091] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2026-02-11T20:29:44.791143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:44.791174] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:44.791200] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:44.791256] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:44.849835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:44.850550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:44.850651] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:44.850684] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:44.970836] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:44.970997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:44.971037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:44.971067] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:44.974516] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2026-02-11T20:29:44.974837] [INFO ] [FORECASTER] Completed predict_future for PRG
[2026-02-11T20:29:44.974973] [INFO ] [sig       ] PRG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:45.114755] [INFO ] [LOCAL     ] Saved forecast: PRG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PRG.txt
[2026-02-11T20:29:45.114919] [INFO ] [sig       ] [2462/3412] Completed PRG in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.7m
[2026-02-11T20:29:45.114959] [INFO ] [sig       ] [2463/3412] Forecasting PRGO...
[2026-02-11T20:29:45.114990] [INFO ] [sig       ] Generating forecast for: PRGO
[2026-02-11T20:29:45.115024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2026-02-11T20:29:45.126442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2026-02-11T20:29:45.126778] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2026-02-11T20:29:45.127647] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2026-02-11T20:29:45.127701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:45.127733] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:45.127760] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:45.127817] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:45.186994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:45.187912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:45.188003] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:45.188035] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:45.306480] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:45.306654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:45.306695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:45.306723] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:45.310106] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: UP (p=60.05%)
[2026-02-11T20:29:45.310382] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2026-02-11T20:29:45.310511] [INFO ] [sig       ] PRGO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:45.451458] [INFO ] [LOCAL     ] Saved forecast: PRGO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PRGO.txt
[2026-02-11T20:29:45.451618] [INFO ] [sig       ] [2463/3412] Completed PRGO in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.7m
[2026-02-11T20:29:45.451664] [INFO ] [sig       ] [2464/3412] Forecasting PRH...
[2026-02-11T20:29:45.451694] [INFO ] [sig       ] Generating forecast for: PRH
[2026-02-11T20:29:45.451726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2026-02-11T20:29:45.462949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2026-02-11T20:29:45.463235] [INFO ] [FORECASTER] Starting predict_future for PRH
[2026-02-11T20:29:45.464138] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2026-02-11T20:29:45.464193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:45.464228] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:45.464256] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:45.464326] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:45.522881] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:45.523670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:45.523754] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:45.523787] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:45.642213] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:45.642365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:45.642406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:45.642435] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:45.645922] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2026-02-11T20:29:45.646229] [INFO ] [FORECASTER] Completed predict_future for PRH
[2026-02-11T20:29:45.646358] [INFO ] [sig       ] PRH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:45.786328] [INFO ] [LOCAL     ] Saved forecast: PRH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PRH.txt
[2026-02-11T20:29:45.786466] [INFO ] [sig       ] [2464/3412] Completed PRH in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-11T20:29:45.786504] [INFO ] [sig       ] [2465/3412] Forecasting PRI...
[2026-02-11T20:29:45.786534] [INFO ] [sig       ] Generating forecast for: PRI
[2026-02-11T20:29:45.786563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2026-02-11T20:29:45.797867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2026-02-11T20:29:45.798153] [INFO ] [FORECASTER] Starting predict_future for PRI
[2026-02-11T20:29:45.798956] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2026-02-11T20:29:45.799008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:45.799039] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:45.799066] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:45.799122] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:45.855901] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:45.856652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:45.856733] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:45.856765] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:45.972779] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:45.972936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:45.972976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:45.973025] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:45.976480] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=39.29%)
[2026-02-11T20:29:45.976778] [INFO ] [FORECASTER] Completed predict_future for PRI
[2026-02-11T20:29:45.976910] [INFO ] [sig       ] PRI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:46.116568] [INFO ] [LOCAL     ] Saved forecast: PRI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PRI.txt
[2026-02-11T20:29:46.116719] [INFO ] [sig       ] [2465/3412] Completed PRI in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-11T20:29:46.116759] [INFO ] [sig       ] [2466/3412] Forecasting PRIM...
[2026-02-11T20:29:46.116789] [INFO ] [sig       ] Generating forecast for: PRIM
[2026-02-11T20:29:46.116819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2026-02-11T20:29:46.128388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2026-02-11T20:29:46.128706] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2026-02-11T20:29:46.129496] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2026-02-11T20:29:46.129558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:46.129614] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:46.129642] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:46.129699] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:46.206560] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:46.207520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:46.207626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:46.207661] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:46.333923] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:46.334089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:46.334130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:46.334160] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:46.338045] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2026-02-11T20:29:46.338343] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2026-02-11T20:29:46.338480] [INFO ] [sig       ] PRIM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:46.485166] [INFO ] [LOCAL     ] Saved forecast: PRIM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PRIM.txt
[2026-02-11T20:29:46.485303] [INFO ] [sig       ] [2466/3412] Completed PRIM in 0.4s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-11T20:29:46.485343] [INFO ] [sig       ] [2467/3412] Forecasting PRLB...
[2026-02-11T20:29:46.485373] [INFO ] [sig       ] Generating forecast for: PRLB
[2026-02-11T20:29:46.485403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2026-02-11T20:29:46.499244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2026-02-11T20:29:46.499605] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2026-02-11T20:29:46.500652] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2026-02-11T20:29:46.500707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:46.500741] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:46.500770] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:46.500830] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:46.562965] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:46.563690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:46.563804] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:46.563842] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:46.690646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:46.690808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:46.690851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:46.690883] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:46.694496] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2026-02-11T20:29:46.694807] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2026-02-11T20:29:46.694948] [INFO ] [sig       ] PRLB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:46.846277] [INFO ] [LOCAL     ] Saved forecast: PRLB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PRLB.txt
[2026-02-11T20:29:46.846424] [INFO ] [sig       ] [2467/3412] Completed PRLB in 0.4s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-11T20:29:46.846468] [INFO ] [sig       ] [2468/3412] Forecasting PRM...
[2026-02-11T20:29:46.846499] [INFO ] [sig       ] Generating forecast for: PRM
[2026-02-11T20:29:46.846532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2026-02-11T20:29:46.858746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2026-02-11T20:29:46.859078] [INFO ] [FORECASTER] Starting predict_future for PRM
[2026-02-11T20:29:46.859972] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2026-02-11T20:29:46.860034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:46.860076] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:46.860110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:46.860183] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:46.921530] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:46.922388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:46.922480] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:46.922515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:47.054811] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:47.054996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:47.055055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:47.055095] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:47.059133] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=35.53%)
[2026-02-11T20:29:47.059452] [INFO ] [FORECASTER] Completed predict_future for PRM
[2026-02-11T20:29:47.059625] [INFO ] [sig       ] PRM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:47.206341] [INFO ] [LOCAL     ] Saved forecast: PRM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PRM.txt
[2026-02-11T20:29:47.206483] [INFO ] [sig       ] [2468/3412] Completed PRM in 0.4s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-11T20:29:47.206525] [INFO ] [sig       ] [2469/3412] Forecasting PRME...
[2026-02-11T20:29:47.206556] [INFO ] [sig       ] Generating forecast for: PRME
[2026-02-11T20:29:47.206615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2026-02-11T20:29:47.218731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2026-02-11T20:29:47.219036] [INFO ] [FORECASTER] Starting predict_future for PRME
[2026-02-11T20:29:47.219933] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2026-02-11T20:29:47.219997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:47.220040] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:47.220072] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:47.220169] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:47.282665] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:47.283493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:47.283614] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:47.283654] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:47.406451] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:47.406633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:47.406679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:47.406709] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:47.410476] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: DOWN (p=36.18%)
[2026-02-11T20:29:47.410794] [INFO ] [FORECASTER] Completed predict_future for PRME
[2026-02-11T20:29:47.410936] [INFO ] [sig       ] PRME: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:47.553401] [INFO ] [LOCAL     ] Saved forecast: PRME	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PRME.txt
[2026-02-11T20:29:47.553537] [INFO ] [sig       ] [2469/3412] Completed PRME in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-11T20:29:47.553596] [INFO ] [sig       ] [2470/3412] Forecasting PRN...
[2026-02-11T20:29:47.553628] [INFO ] [sig       ] Generating forecast for: PRN
[2026-02-11T20:29:47.553659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2026-02-11T20:29:47.565013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2026-02-11T20:29:47.565278] [INFO ] [FORECASTER] Starting predict_future for PRN
[2026-02-11T20:29:47.566082] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2026-02-11T20:29:47.566145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:47.566184] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:47.566217] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:47.566280] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:47.624200] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:47.624983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:47.625066] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:47.625102] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:47.743050] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:47.743204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:47.743246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:47.743276] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:47.746825] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=27.69%)
[2026-02-11T20:29:47.747130] [INFO ] [FORECASTER] Completed predict_future for PRN
[2026-02-11T20:29:47.747277] [INFO ] [sig       ] PRN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:47.892468] [INFO ] [LOCAL     ] Saved forecast: PRN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PRN.txt
[2026-02-11T20:29:47.892645] [INFO ] [sig       ] [2470/3412] Completed PRN in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-11T20:29:47.892691] [INFO ] [sig       ] [2471/3412] Forecasting PROF...
[2026-02-11T20:29:47.892722] [INFO ] [sig       ] Generating forecast for: PROF
[2026-02-11T20:29:47.892754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2026-02-11T20:29:47.904116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2026-02-11T20:29:47.904385] [INFO ] [FORECASTER] Starting predict_future for PROF
[2026-02-11T20:29:47.905226] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2026-02-11T20:29:47.905280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:47.905314] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:47.905342] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:47.905401] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:47.963720] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:47.964349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:47.964428] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:47.964460] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:48.084108] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:48.084221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:48.084260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:48.084291] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:48.087729] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=42.78%)
[2026-02-11T20:29:48.088016] [INFO ] [FORECASTER] Completed predict_future for PROF
[2026-02-11T20:29:48.088147] [INFO ] [sig       ] PROF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:48.228434] [INFO ] [LOCAL     ] Saved forecast: PROF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PROF.txt
[2026-02-11T20:29:48.228545] [INFO ] [sig       ] [2471/3412] Completed PROF in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-11T20:29:48.228602] [INFO ] [sig       ] [2472/3412] Forecasting PROK...
[2026-02-11T20:29:48.228634] [INFO ] [sig       ] Generating forecast for: PROK
[2026-02-11T20:29:48.228665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2026-02-11T20:29:48.240592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2026-02-11T20:29:48.241044] [INFO ] [FORECASTER] Starting predict_future for PROK
[2026-02-11T20:29:48.241865] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2026-02-11T20:29:48.241917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:48.241949] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:48.241976] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:48.242032] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:48.300215] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:48.300844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:48.300926] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:48.300959] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:48.427118] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:48.427379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:48.427428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:48.427458] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:48.431074] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=25.05%)
[2026-02-11T20:29:48.431354] [INFO ] [FORECASTER] Completed predict_future for PROK
[2026-02-11T20:29:48.431494] [INFO ] [sig       ] PROK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:48.576355] [INFO ] [LOCAL     ] Saved forecast: PROK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PROK.txt
[2026-02-11T20:29:48.576519] [INFO ] [sig       ] [2472/3412] Completed PROK in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-11T20:29:48.576560] [INFO ] [sig       ] [2473/3412] Forecasting PRTA...
[2026-02-11T20:29:48.576610] [INFO ] [sig       ] Generating forecast for: PRTA
[2026-02-11T20:29:48.576643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2026-02-11T20:29:48.588725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2026-02-11T20:29:48.589007] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2026-02-11T20:29:48.589824] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2026-02-11T20:29:48.589877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:48.589910] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:48.589937] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:48.589994] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:48.647863] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:48.648563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:48.648676] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:48.648711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:48.768352] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:48.768727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:48.768769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:48.768798] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:48.772807] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: UP (p=62.75%)
[2026-02-11T20:29:48.773084] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2026-02-11T20:29:48.773214] [INFO ] [sig       ] PRTA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:48.915475] [INFO ] [LOCAL     ] Saved forecast: PRTA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PRTA.txt
[2026-02-11T20:29:48.915624] [INFO ] [sig       ] [2473/3412] Completed PRTA in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-11T20:29:48.915665] [INFO ] [sig       ] [2474/3412] Forecasting PRTH...
[2026-02-11T20:29:48.915695] [INFO ] [sig       ] Generating forecast for: PRTH
[2026-02-11T20:29:48.915725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2026-02-11T20:29:48.927342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2026-02-11T20:29:48.927661] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2026-02-11T20:29:48.928676] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2026-02-11T20:29:48.928728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:48.928786] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:48.928814] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:48.928873] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:48.986365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:48.987114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:48.987198] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:48.987230] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:49.106656] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:49.106821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:49.106865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:49.106895] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:49.110888] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=66.21%)
[2026-02-11T20:29:49.111217] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2026-02-11T20:29:49.111539] [INFO ] [sig       ] PRTH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:49.256523] [INFO ] [LOCAL     ] Saved forecast: PRTH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PRTH.txt
[2026-02-11T20:29:49.256704] [INFO ] [sig       ] [2474/3412] Completed PRTH in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-11T20:29:49.256749] [INFO ] [sig       ] [2475/3412] Forecasting PRVA...
[2026-02-11T20:29:49.256778] [INFO ] [sig       ] Generating forecast for: PRVA
[2026-02-11T20:29:49.256809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2026-02-11T20:29:49.268457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2026-02-11T20:29:49.268847] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2026-02-11T20:29:49.269735] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2026-02-11T20:29:49.269790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:49.269823] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:49.269852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:49.269911] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:49.330109] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:49.331058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:49.331153] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:49.331189] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:49.455392] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:49.455522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:49.455565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:49.455623] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:49.459114] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2026-02-11T20:29:49.459412] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2026-02-11T20:29:49.459542] [INFO ] [sig       ] PRVA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:49.600391] [INFO ] [LOCAL     ] Saved forecast: PRVA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PRVA.txt
[2026-02-11T20:29:49.600551] [INFO ] [sig       ] [2475/3412] Completed PRVA in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-11T20:29:49.600615] [INFO ] [sig       ] [2476/3412] Forecasting PSC...
[2026-02-11T20:29:49.600646] [INFO ] [sig       ] Generating forecast for: PSC
[2026-02-11T20:29:49.600677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2026-02-11T20:29:49.612431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2026-02-11T20:29:49.612821] [INFO ] [FORECASTER] Starting predict_future for PSC
[2026-02-11T20:29:49.613687] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2026-02-11T20:29:49.613742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:49.613778] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:49.613807] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:49.613866] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:49.672897] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:49.673786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:49.673872] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:49.673906] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:49.793247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:49.793382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:49.793419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:49.793448] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:49.796782] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2026-02-11T20:29:49.797056] [INFO ] [FORECASTER] Completed predict_future for PSC
[2026-02-11T20:29:49.797183] [INFO ] [sig       ] PSC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:49.941867] [INFO ] [LOCAL     ] Saved forecast: PSC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PSC.txt
[2026-02-11T20:29:49.942003] [INFO ] [sig       ] [2476/3412] Completed PSC in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.6m
[2026-02-11T20:29:49.942052] [INFO ] [sig       ] [2477/3412] Forecasting PSCE...
[2026-02-11T20:29:49.942082] [INFO ] [sig       ] Generating forecast for: PSCE
[2026-02-11T20:29:49.942113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2026-02-11T20:29:49.953867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2026-02-11T20:29:49.954198] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2026-02-11T20:29:49.955039] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2026-02-11T20:29:49.955092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:49.955152] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:49.955182] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:49.955240] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:50.014701] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:50.015420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:50.015507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:50.015542] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:50.127280] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:50.127442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:50.127515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:50.127715] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:50.132051] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: DOWN (p=5.95%)
[2026-02-11T20:29:50.132372] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2026-02-11T20:29:50.132507] [INFO ] [sig       ] PSCE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:50.272659] [INFO ] [LOCAL     ] Saved forecast: PSCE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PSCE.txt
[2026-02-11T20:29:50.272788] [INFO ] [sig       ] [2477/3412] Completed PSCE in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.6m
[2026-02-11T20:29:50.272826] [INFO ] [sig       ] [2478/3412] Forecasting PSCH...
[2026-02-11T20:29:50.272857] [INFO ] [sig       ] Generating forecast for: PSCH
[2026-02-11T20:29:50.272886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2026-02-11T20:29:50.284059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2026-02-11T20:29:50.284352] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2026-02-11T20:29:50.285288] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2026-02-11T20:29:50.285341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:50.285375] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:50.285404] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:50.285462] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:50.344996] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:50.345745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:50.345827] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:50.345859] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:50.454860] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:50.455016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:50.455056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:50.455089] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:50.458662] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: UP (p=81.24%)
[2026-02-11T20:29:50.458946] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2026-02-11T20:29:50.459078] [INFO ] [sig       ] PSCH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:50.601855] [INFO ] [LOCAL     ] Saved forecast: PSCH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PSCH.txt
[2026-02-11T20:29:50.601986] [INFO ] [sig       ] [2478/3412] Completed PSCH in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.6m
[2026-02-11T20:29:50.602025] [INFO ] [sig       ] [2479/3412] Forecasting PSEC...
[2026-02-11T20:29:50.602054] [INFO ] [sig       ] Generating forecast for: PSEC
[2026-02-11T20:29:50.602084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2026-02-11T20:29:50.613024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2026-02-11T20:29:50.613320] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2026-02-11T20:29:50.614124] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2026-02-11T20:29:50.614176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:50.614208] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:50.614235] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:50.614293] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:50.672451] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:50.673385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:50.673475] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:50.673509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:50.794239] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:50.794387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:50.794429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:50.794459] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:50.798373] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: UP (p=68.29%)
[2026-02-11T20:29:50.798879] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2026-02-11T20:29:50.799015] [INFO ] [sig       ] PSEC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:50.940488] [INFO ] [LOCAL     ] Saved forecast: PSEC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PSEC.txt
[2026-02-11T20:29:50.940629] [INFO ] [sig       ] [2479/3412] Completed PSEC in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.6m
[2026-02-11T20:29:50.940670] [INFO ] [sig       ] [2480/3412] Forecasting PSF...
[2026-02-11T20:29:50.940701] [INFO ] [sig       ] Generating forecast for: PSF
[2026-02-11T20:29:50.940732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2026-02-11T20:29:50.951691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2026-02-11T20:29:50.951989] [INFO ] [FORECASTER] Starting predict_future for PSF
[2026-02-11T20:29:50.952821] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2026-02-11T20:29:50.952873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:50.952905] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:50.952931] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:50.952988] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:51.014276] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:51.015180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:51.015283] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:51.015319] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:51.136389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:51.136531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:51.136587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:51.136620] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:51.140086] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=90.33%)
[2026-02-11T20:29:51.140358] [INFO ] [FORECASTER] Completed predict_future for PSF
[2026-02-11T20:29:51.140486] [INFO ] [sig       ] PSF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:51.285995] [INFO ] [LOCAL     ] Saved forecast: PSF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PSF.txt
[2026-02-11T20:29:51.286135] [INFO ] [sig       ] [2480/3412] Completed PSF in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.6m
[2026-02-11T20:29:51.286191] [INFO ] [sig       ] [2481/3412] Forecasting PSFE...
[2026-02-11T20:29:51.286227] [INFO ] [sig       ] Generating forecast for: PSFE
[2026-02-11T20:29:51.286264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2026-02-11T20:29:51.297872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2026-02-11T20:29:51.298228] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2026-02-11T20:29:51.299100] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2026-02-11T20:29:51.299165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:51.299203] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:51.299238] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:51.299308] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:51.359147] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:51.359945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:51.360039] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:51.360074] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:51.480715] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:51.480867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:51.480909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:51.480939] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:51.484358] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=77.44%)
[2026-02-11T20:29:51.484653] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2026-02-11T20:29:51.484787] [INFO ] [sig       ] PSFE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:51.627971] [INFO ] [LOCAL     ] Saved forecast: PSFE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PSFE.txt
[2026-02-11T20:29:51.628103] [INFO ] [sig       ] [2481/3412] Completed PSFE in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-11T20:29:51.628151] [INFO ] [sig       ] [2482/3412] Forecasting PSHG...
[2026-02-11T20:29:51.628187] [INFO ] [sig       ] Generating forecast for: PSHG
[2026-02-11T20:29:51.628223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2026-02-11T20:29:51.639496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2026-02-11T20:29:51.639830] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2026-02-11T20:29:51.640647] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2026-02-11T20:29:51.640700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:51.640732] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:51.640760] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:51.640817] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:51.704326] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:51.705230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:51.705317] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:51.705350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:51.834323] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:51.834488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:51.834533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:51.834562] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:51.838375] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=56.03%)
[2026-02-11T20:29:51.838739] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2026-02-11T20:29:51.838909] [INFO ] [sig       ] PSHG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:51.987428] [INFO ] [LOCAL     ] Saved forecast: PSHG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PSHG.txt
[2026-02-11T20:29:51.987647] [INFO ] [sig       ] [2482/3412] Completed PSHG in 0.4s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-11T20:29:51.987691] [INFO ] [sig       ] [2483/3412] Forecasting PSN...
[2026-02-11T20:29:51.987722] [INFO ] [sig       ] Generating forecast for: PSN
[2026-02-11T20:29:51.987752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2026-02-11T20:29:51.999641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2026-02-11T20:29:52.000056] [INFO ] [FORECASTER] Starting predict_future for PSN
[2026-02-11T20:29:52.001018] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2026-02-11T20:29:52.001073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:52.001108] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:52.001142] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:52.001213] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:52.061986] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:52.062897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:52.062983] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:52.063017] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:52.186005] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:52.186164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:52.186213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:52.186248] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:52.190118] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=55.62%)
[2026-02-11T20:29:52.190466] [INFO ] [FORECASTER] Completed predict_future for PSN
[2026-02-11T20:29:52.190631] [INFO ] [sig       ] PSN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:52.334125] [INFO ] [LOCAL     ] Saved forecast: PSN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PSN.txt
[2026-02-11T20:29:52.334259] [INFO ] [sig       ] [2483/3412] Completed PSN in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-11T20:29:52.334298] [INFO ] [sig       ] [2484/3412] Forecasting PSNL...
[2026-02-11T20:29:52.334327] [INFO ] [sig       ] Generating forecast for: PSNL
[2026-02-11T20:29:52.334357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2026-02-11T20:29:52.345432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2026-02-11T20:29:52.345723] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2026-02-11T20:29:52.346512] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2026-02-11T20:29:52.346564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:52.346636] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:52.346666] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:52.346723] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:52.402959] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:52.403590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:52.403695] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:52.403729] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:52.521809] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:52.521953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:52.521992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:52.522036] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:52.525393] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=25.67%)
[2026-02-11T20:29:52.525688] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2026-02-11T20:29:52.525817] [INFO ] [sig       ] PSNL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:52.670430] [INFO ] [LOCAL     ] Saved forecast: PSNL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PSNL.txt
[2026-02-11T20:29:52.670600] [INFO ] [sig       ] [2484/3412] Completed PSNL in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-11T20:29:52.670641] [INFO ] [sig       ] [2485/3412] Forecasting PSO...
[2026-02-11T20:29:52.670672] [INFO ] [sig       ] Generating forecast for: PSO
[2026-02-11T20:29:52.670703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2026-02-11T20:29:52.682912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2026-02-11T20:29:52.683222] [INFO ] [FORECASTER] Starting predict_future for PSO
[2026-02-11T20:29:52.684034] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2026-02-11T20:29:52.684086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:52.684118] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:52.684145] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:52.684202] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:52.742263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:52.743012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:52.743095] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:52.743128] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:52.866031] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:52.866199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:52.866248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:52.866283] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:52.869851] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2026-02-11T20:29:52.870163] [INFO ] [FORECASTER] Completed predict_future for PSO
[2026-02-11T20:29:52.870327] [INFO ] [sig       ] PSO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:53.012393] [INFO ] [LOCAL     ] Saved forecast: PSO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PSO.txt
[2026-02-11T20:29:53.012525] [INFO ] [sig       ] [2485/3412] Completed PSO in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-11T20:29:53.012564] [INFO ] [sig       ] [2486/3412] Forecasting PSTG...
[2026-02-11T20:29:53.012613] [INFO ] [sig       ] Generating forecast for: PSTG
[2026-02-11T20:29:53.012643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2026-02-11T20:29:53.023365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2026-02-11T20:29:53.023657] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2026-02-11T20:29:53.024461] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2026-02-11T20:29:53.024512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:53.024543] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:53.024593] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:53.024654] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:53.083949] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:53.084784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:53.084877] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:53.084909] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:53.211157] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:53.211291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:53.211331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:53.211361] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:53.214909] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=54.70%)
[2026-02-11T20:29:53.215184] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2026-02-11T20:29:53.215320] [INFO ] [sig       ] PSTG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:53.362535] [INFO ] [LOCAL     ] Saved forecast: PSTG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PSTG.txt
[2026-02-11T20:29:53.362713] [INFO ] [sig       ] [2486/3412] Completed PSTG in 0.4s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-11T20:29:53.362753] [INFO ] [sig       ] [2487/3412] Forecasting PSTL...
[2026-02-11T20:29:53.362783] [INFO ] [sig       ] Generating forecast for: PSTL
[2026-02-11T20:29:53.362813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2026-02-11T20:29:53.375253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2026-02-11T20:29:53.375661] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2026-02-11T20:29:53.376532] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2026-02-11T20:29:53.376604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:53.376638] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:53.376664] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:53.376720] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:53.435557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:53.436457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:53.436542] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:53.436593] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:53.556565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:53.556719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:53.556759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:53.556787] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:53.560138] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=99.35%)
[2026-02-11T20:29:53.560415] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2026-02-11T20:29:53.560543] [INFO ] [sig       ] PSTL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:53.701967] [INFO ] [LOCAL     ] Saved forecast: PSTL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PSTL.txt
[2026-02-11T20:29:53.702115] [INFO ] [sig       ] [2487/3412] Completed PSTL in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-11T20:29:53.702154] [INFO ] [sig       ] [2488/3412] Forecasting PSX...
[2026-02-11T20:29:53.702184] [INFO ] [sig       ] Generating forecast for: PSX
[2026-02-11T20:29:53.702217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2026-02-11T20:29:53.713590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2026-02-11T20:29:53.713909] [INFO ] [FORECASTER] Starting predict_future for PSX
[2026-02-11T20:29:53.714713] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2026-02-11T20:29:53.714765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:53.714797] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:53.714833] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:53.714891] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:53.773090] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:53.773966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:53.774047] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:53.774080] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:53.898089] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:53.898250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:53.898298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:53.898333] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:53.901849] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2026-02-11T20:29:53.902131] [INFO ] [FORECASTER] Completed predict_future for PSX
[2026-02-11T20:29:53.902262] [INFO ] [sig       ] PSX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:54.106831] [INFO ] [LOCAL     ] Saved forecast: PSX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PSX.txt
[2026-02-11T20:29:54.106974] [INFO ] [sig       ] [2488/3412] Completed PSX in 0.4s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-11T20:29:54.107014] [INFO ] [sig       ] [2489/3412] Forecasting PTA...
[2026-02-11T20:29:54.107043] [INFO ] [sig       ] Generating forecast for: PTA
[2026-02-11T20:29:54.107073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2026-02-11T20:29:54.118666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2026-02-11T20:29:54.118966] [INFO ] [FORECASTER] Starting predict_future for PTA
[2026-02-11T20:29:54.119825] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2026-02-11T20:29:54.119876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:54.119907] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:54.119933] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:54.119989] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:54.177159] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:54.178055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:54.178137] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:54.178170] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:54.299218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:54.299390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:54.299429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:54.299458] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:54.302953] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=51.47%)
[2026-02-11T20:29:54.303228] [INFO ] [FORECASTER] Completed predict_future for PTA
[2026-02-11T20:29:54.303359] [INFO ] [sig       ] PTA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:54.444419] [INFO ] [LOCAL     ] Saved forecast: PTA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PTA.txt
[2026-02-11T20:29:54.444557] [INFO ] [sig       ] [2489/3412] Completed PTA in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-11T20:29:54.444614] [INFO ] [sig       ] [2490/3412] Forecasting PTC...
[2026-02-11T20:29:54.444645] [INFO ] [sig       ] Generating forecast for: PTC
[2026-02-11T20:29:54.444675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2026-02-11T20:29:54.456252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2026-02-11T20:29:54.456556] [INFO ] [FORECASTER] Starting predict_future for PTC
[2026-02-11T20:29:54.457440] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2026-02-11T20:29:54.457527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:54.457563] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:54.457610] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:54.457858] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:54.515549] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:54.516384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:54.516472] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:54.516506] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:54.649929] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:54.650145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:54.650196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:54.650231] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:54.654278] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: DOWN (p=33.41%)
[2026-02-11T20:29:54.654672] [INFO ] [FORECASTER] Completed predict_future for PTC
[2026-02-11T20:29:54.654825] [INFO ] [sig       ] PTC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:54.802672] [INFO ] [LOCAL     ] Saved forecast: PTC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PTC.txt
[2026-02-11T20:29:54.802835] [INFO ] [sig       ] [2490/3412] Completed PTC in 0.4s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-11T20:29:54.802876] [INFO ] [sig       ] [2491/3412] Forecasting PTEN...
[2026-02-11T20:29:54.802907] [INFO ] [sig       ] Generating forecast for: PTEN
[2026-02-11T20:29:54.802937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2026-02-11T20:29:54.815209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2026-02-11T20:29:54.815762] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2026-02-11T20:29:54.816646] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2026-02-11T20:29:54.816699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:54.816756] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:54.816785] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:54.816844] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:54.878230] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:54.879117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:54.879203] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:54.879237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:55.001002] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:55.001159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:55.001201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:55.001237] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:55.004692] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=48.85%)
[2026-02-11T20:29:55.004967] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2026-02-11T20:29:55.005096] [INFO ] [sig       ] PTEN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:55.160407] [INFO ] [LOCAL     ] Saved forecast: PTEN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PTEN.txt
[2026-02-11T20:29:55.160588] [INFO ] [sig       ] [2491/3412] Completed PTEN in 0.4s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-11T20:29:55.160633] [INFO ] [sig       ] [2492/3412] Forecasting PTF...
[2026-02-11T20:29:55.160664] [INFO ] [sig       ] Generating forecast for: PTF
[2026-02-11T20:29:55.160700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2026-02-11T20:29:55.171899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2026-02-11T20:29:55.172285] [INFO ] [FORECASTER] Starting predict_future for PTF
[2026-02-11T20:29:55.173135] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2026-02-11T20:29:55.173188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:55.173220] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:55.173246] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:55.173302] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:55.231206] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:55.232073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:55.232159] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:55.232197] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:55.358019] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:55.358203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:55.358245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:55.358275] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:55.362402] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: UP (p=50.99%)
[2026-02-11T20:29:55.362870] [INFO ] [FORECASTER] Completed predict_future for PTF
[2026-02-11T20:29:55.363004] [INFO ] [sig       ] PTF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:55.503966] [INFO ] [LOCAL     ] Saved forecast: PTF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PTF.txt
[2026-02-11T20:29:55.504109] [INFO ] [sig       ] [2492/3412] Completed PTF in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-11T20:29:55.504148] [INFO ] [sig       ] [2493/3412] Forecasting PTGX...
[2026-02-11T20:29:55.504178] [INFO ] [sig       ] Generating forecast for: PTGX
[2026-02-11T20:29:55.504208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2026-02-11T20:29:55.515711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2026-02-11T20:29:55.516039] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2026-02-11T20:29:55.516878] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2026-02-11T20:29:55.516931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:55.516962] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:55.516988] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:55.517044] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:55.574593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:55.575280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:55.575376] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:55.575416] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:55.696713] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:55.696872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:55.696913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:55.696942] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:55.700430] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: UP (p=69.35%)
[2026-02-11T20:29:55.700737] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2026-02-11T20:29:55.700875] [INFO ] [sig       ] PTGX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:55.850661] [INFO ] [LOCAL     ] Saved forecast: PTGX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PTGX.txt
[2026-02-11T20:29:55.850821] [INFO ] [sig       ] [2493/3412] Completed PTGX in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.5m
[2026-02-11T20:29:55.850864] [INFO ] [sig       ] [2494/3412] Forecasting PTH...
[2026-02-11T20:29:55.850895] [INFO ] [sig       ] Generating forecast for: PTH
[2026-02-11T20:29:55.850928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2026-02-11T20:29:55.862737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2026-02-11T20:29:55.863078] [INFO ] [FORECASTER] Starting predict_future for PTH
[2026-02-11T20:29:55.864036] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2026-02-11T20:29:55.864091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:55.864123] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:55.864149] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:55.864206] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:55.927062] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:55.927922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:55.928011] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:55.928044] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:56.040827] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:56.040977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:56.041016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:56.041074] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:56.044503] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: UP (p=63.70%)
[2026-02-11T20:29:56.044794] [INFO ] [FORECASTER] Completed predict_future for PTH
[2026-02-11T20:29:56.044923] [INFO ] [sig       ] PTH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:56.194791] [INFO ] [LOCAL     ] Saved forecast: PTH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PTH.txt
[2026-02-11T20:29:56.194957] [INFO ] [sig       ] [2494/3412] Completed PTH in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.5m
[2026-02-11T20:29:56.195001] [INFO ] [sig       ] [2495/3412] Forecasting PTLO...
[2026-02-11T20:29:56.195032] [INFO ] [sig       ] Generating forecast for: PTLO
[2026-02-11T20:29:56.195066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2026-02-11T20:29:56.207422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2026-02-11T20:29:56.207807] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2026-02-11T20:29:56.208673] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2026-02-11T20:29:56.208727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:56.208760] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:56.208788] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:56.208847] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:56.271083] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:56.272013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:56.272099] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:56.272131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:56.393492] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:56.393666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:56.393709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:56.393737] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:56.397280] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: UP (p=71.66%)
[2026-02-11T20:29:56.397612] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2026-02-11T20:29:56.397743] [INFO ] [sig       ] PTLO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:56.548869] [INFO ] [LOCAL     ] Saved forecast: PTLO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PTLO.txt
[2026-02-11T20:29:56.549031] [INFO ] [sig       ] [2495/3412] Completed PTLO in 0.4s | 2.80 sym/s | Total: 14.9m | ETA: 5.5m
[2026-02-11T20:29:56.549073] [INFO ] [sig       ] [2496/3412] Forecasting PTNQ...
[2026-02-11T20:29:56.549103] [INFO ] [sig       ] Generating forecast for: PTNQ
[2026-02-11T20:29:56.549135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2026-02-11T20:29:56.561381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2026-02-11T20:29:56.561737] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2026-02-11T20:29:56.562610] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2026-02-11T20:29:56.562665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:56.562700] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:56.562728] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:56.562787] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:56.621537] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:56.622446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:56.622538] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:56.622592] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:56.747207] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:56.747368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:56.747411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:56.747442] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:56.751492] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2026-02-11T20:29:56.751796] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2026-02-11T20:29:56.751931] [INFO ] [sig       ] PTNQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:56.901504] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PTNQ.txt
[2026-02-11T20:29:56.901676] [INFO ] [sig       ] [2496/3412] Completed PTNQ in 0.4s | 2.80 sym/s | Total: 14.9m | ETA: 5.5m
[2026-02-11T20:29:56.901717] [INFO ] [sig       ] [2497/3412] Forecasting PTON...
[2026-02-11T20:29:56.901748] [INFO ] [sig       ] Generating forecast for: PTON
[2026-02-11T20:29:56.901779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2026-02-11T20:29:56.913697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2026-02-11T20:29:56.914070] [INFO ] [FORECASTER] Starting predict_future for PTON
[2026-02-11T20:29:56.914920] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2026-02-11T20:29:56.914973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:56.915005] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:56.915032] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:56.915090] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:56.974238] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:56.975147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:56.975237] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:56.975270] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:57.100775] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:57.100933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:57.100973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:57.101001] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:57.104493] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=82.84%)
[2026-02-11T20:29:57.104989] [INFO ] [FORECASTER] Completed predict_future for PTON
[2026-02-11T20:29:57.105125] [INFO ] [sig       ] PTON: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:57.255621] [INFO ] [LOCAL     ] Saved forecast: PTON	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PTON.txt
[2026-02-11T20:29:57.255765] [INFO ] [sig       ] [2497/3412] Completed PTON in 0.4s | 2.80 sym/s | Total: 14.9m | ETA: 5.5m
[2026-02-11T20:29:57.255806] [INFO ] [sig       ] [2498/3412] Forecasting PTY...
[2026-02-11T20:29:57.255838] [INFO ] [sig       ] Generating forecast for: PTY
[2026-02-11T20:29:57.255870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2026-02-11T20:29:57.267750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2026-02-11T20:29:57.268040] [INFO ] [FORECASTER] Starting predict_future for PTY
[2026-02-11T20:29:57.268852] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2026-02-11T20:29:57.268904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:57.268936] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:57.268963] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:57.269020] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:57.328784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:57.329554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:57.329656] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:57.329692] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:57.452688] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:57.452849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:57.452891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:57.452921] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:57.456603] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=96.35%)
[2026-02-11T20:29:57.456881] [INFO ] [FORECASTER] Completed predict_future for PTY
[2026-02-11T20:29:57.457013] [INFO ] [sig       ] PTY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:57.600949] [INFO ] [LOCAL     ] Saved forecast: PTY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PTY.txt
[2026-02-11T20:29:57.601095] [INFO ] [sig       ] [2498/3412] Completed PTY in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-11T20:29:57.601134] [INFO ] [sig       ] [2499/3412] Forecasting PUBM...
[2026-02-11T20:29:57.601163] [INFO ] [sig       ] Generating forecast for: PUBM
[2026-02-11T20:29:57.601195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2026-02-11T20:29:57.611895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2026-02-11T20:29:57.612199] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2026-02-11T20:29:57.613009] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2026-02-11T20:29:57.613061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:57.613093] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:57.613120] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:57.613187] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:57.675802] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:57.676683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:57.676771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:57.676806] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:57.806330] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:57.806494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:57.806537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:57.806566] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:57.810863] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2026-02-11T20:29:57.811147] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2026-02-11T20:29:57.811286] [INFO ] [sig       ] PUBM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:57.954659] [INFO ] [LOCAL     ] Saved forecast: PUBM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PUBM.txt
[2026-02-11T20:29:57.954800] [INFO ] [sig       ] [2499/3412] Completed PUBM in 0.4s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-11T20:29:57.954841] [INFO ] [sig       ] [2500/3412] Forecasting PUK...
[2026-02-11T20:29:57.954872] [INFO ] [sig       ] Generating forecast for: PUK
[2026-02-11T20:29:57.954903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2026-02-11T20:29:57.966951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2026-02-11T20:29:57.967244] [INFO ] [FORECASTER] Starting predict_future for PUK
[2026-02-11T20:29:57.968116] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2026-02-11T20:29:57.968170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:57.968201] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:57.968227] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:57.968284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:58.034376] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:58.035277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:58.035369] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:58.035403] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:58.161191] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:58.161362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:58.161413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:58.161448] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:58.165113] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2026-02-11T20:29:58.165432] [INFO ] [FORECASTER] Completed predict_future for PUK
[2026-02-11T20:29:58.165785] [INFO ] [sig       ] PUK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:58.311334] [INFO ] [LOCAL     ] Saved forecast: PUK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PUK.txt
[2026-02-11T20:29:58.311472] [INFO ] [sig       ] [2500/3412] Completed PUK in 0.4s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-11T20:29:58.311511] [INFO ] [sig       ] [2501/3412] Forecasting PUMP...
[2026-02-11T20:29:58.311540] [INFO ] [sig       ] Generating forecast for: PUMP
[2026-02-11T20:29:58.311589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2026-02-11T20:29:58.322781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2026-02-11T20:29:58.323072] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2026-02-11T20:29:58.323886] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2026-02-11T20:29:58.323951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:58.323984] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:58.324012] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:58.324069] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:58.384636] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:58.385409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:58.385521] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:58.385556] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:58.512760] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:58.512920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:58.512961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:58.512992] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:58.516555] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2026-02-11T20:29:58.516863] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2026-02-11T20:29:58.516997] [INFO ] [sig       ] PUMP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:58.661975] [INFO ] [LOCAL     ] Saved forecast: PUMP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PUMP.txt
[2026-02-11T20:29:58.662128] [INFO ] [sig       ] [2501/3412] Completed PUMP in 0.4s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-11T20:29:58.662167] [INFO ] [sig       ] [2502/3412] Forecasting PVH...
[2026-02-11T20:29:58.662197] [INFO ] [sig       ] Generating forecast for: PVH
[2026-02-11T20:29:58.662229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2026-02-11T20:29:58.678638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2026-02-11T20:29:58.679146] [INFO ] [FORECASTER] Starting predict_future for PVH
[2026-02-11T20:29:58.680552] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2026-02-11T20:29:58.680648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:58.680705] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:58.680754] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:58.680848] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:58.756179] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:58.757061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:58.757147] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:58.757182] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:58.880298] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:58.880474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:58.880515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:58.880545] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:58.883978] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=82.67%)
[2026-02-11T20:29:58.884253] [INFO ] [FORECASTER] Completed predict_future for PVH
[2026-02-11T20:29:58.884396] [INFO ] [sig       ] PVH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:29:59.031802] [INFO ] [LOCAL     ] Saved forecast: PVH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PVH.txt
[2026-02-11T20:29:59.031949] [INFO ] [sig       ] [2502/3412] Completed PVH in 0.4s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-11T20:29:59.031989] [INFO ] [sig       ] [2503/3412] Forecasting PVL...
[2026-02-11T20:29:59.032020] [INFO ] [sig       ] Generating forecast for: PVL
[2026-02-11T20:29:59.032050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2026-02-11T20:29:59.043429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2026-02-11T20:29:59.043758] [INFO ] [FORECASTER] Starting predict_future for PVL
[2026-02-11T20:29:59.044552] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2026-02-11T20:29:59.044623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:59.044656] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:59.044683] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:59.044740] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:59.103741] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:59.104440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:59.104522] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:59.104554] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:59.220627] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:59.220782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:59.220824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:59.220853] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:59.224253] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=42.55%)
[2026-02-11T20:29:59.224557] [INFO ] [FORECASTER] Completed predict_future for PVL
[2026-02-11T20:29:59.224704] [INFO ] [sig       ] PVL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:59.365393] [INFO ] [LOCAL     ] Saved forecast: PVL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PVL.txt
[2026-02-11T20:29:59.365535] [INFO ] [sig       ] [2503/3412] Completed PVL in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-11T20:29:59.365591] [INFO ] [sig       ] [2504/3412] Forecasting PWP...
[2026-02-11T20:29:59.365625] [INFO ] [sig       ] Generating forecast for: PWP
[2026-02-11T20:29:59.365655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2026-02-11T20:29:59.377079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2026-02-11T20:29:59.377413] [INFO ] [FORECASTER] Starting predict_future for PWP
[2026-02-11T20:29:59.378269] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2026-02-11T20:29:59.378320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:59.378353] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:59.378382] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:59.378440] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:59.435466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:59.436335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:59.436420] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:59.436453] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:59.556741] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:59.556898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:59.556939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:59.556969] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:59.560546] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: DOWN (p=20.23%)
[2026-02-11T20:29:59.560843] [INFO ] [FORECASTER] Completed predict_future for PWP
[2026-02-11T20:29:59.560974] [INFO ] [sig       ] PWP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:29:59.702127] [INFO ] [LOCAL     ] Saved forecast: PWP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PWP.txt
[2026-02-11T20:29:59.702309] [INFO ] [sig       ] [2504/3412] Completed PWP in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-11T20:29:59.702357] [INFO ] [sig       ] [2505/3412] Forecasting PXS...
[2026-02-11T20:29:59.702388] [INFO ] [sig       ] Generating forecast for: PXS
[2026-02-11T20:29:59.702419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2026-02-11T20:29:59.714206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2026-02-11T20:29:59.714630] [INFO ] [FORECASTER] Starting predict_future for PXS
[2026-02-11T20:29:59.715469] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2026-02-11T20:29:59.715524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:29:59.715557] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:29:59.715604] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:29:59.715663] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:29:59.775012] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:29:59.775985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:29:59.776075] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:29:59.776107] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:29:59.883560] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:29:59.883940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:29:59.883983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:29:59.884011] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:29:59.887552] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=83.05%)
[2026-02-11T20:29:59.887859] [INFO ] [FORECASTER] Completed predict_future for PXS
[2026-02-11T20:29:59.887988] [INFO ] [sig       ] PXS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:00.029368] [INFO ] [LOCAL     ] Saved forecast: PXS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PXS.txt
[2026-02-11T20:30:00.029525] [INFO ] [sig       ] [2505/3412] Completed PXS in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-11T20:30:00.029566] [INFO ] [sig       ] [2506/3412] Forecasting PY...
[2026-02-11T20:30:00.029617] [INFO ] [sig       ] Generating forecast for: PY
[2026-02-11T20:30:00.029649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2026-02-11T20:30:00.041238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2026-02-11T20:30:00.041555] [INFO ] [FORECASTER] Starting predict_future for PY
[2026-02-11T20:30:00.042355] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2026-02-11T20:30:00.042406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:00.042439] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:00.042466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:00.042523] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:00.099609] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:00.100413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:00.100502] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:00.100535] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:00.214149] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:00.214315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:00.214365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:00.214400] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:00.218002] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: UP (p=74.38%)
[2026-02-11T20:30:00.218313] [INFO ] [FORECASTER] Completed predict_future for PY
[2026-02-11T20:30:00.218478] [INFO ] [sig       ] PY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:00.360746] [INFO ] [LOCAL     ] Saved forecast: PY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/PY.txt
[2026-02-11T20:30:00.360904] [INFO ] [sig       ] [2506/3412] Completed PY in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-11T20:30:00.360945] [INFO ] [sig       ] [2507/3412] Forecasting PYXS...
[2026-02-11T20:30:00.360976] [INFO ] [sig       ] Generating forecast for: PYXS
[2026-02-11T20:30:00.361008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2026-02-11T20:30:00.372519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2026-02-11T20:30:00.372927] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2026-02-11T20:30:00.373798] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2026-02-11T20:30:00.373853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:00.373886] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:00.373913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:00.373972] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:00.439955] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:00.441089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:00.441199] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:00.441237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:00.565986] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:00.566146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:00.566189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:00.566220] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:00.570309] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2026-02-11T20:30:00.570619] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2026-02-11T20:30:00.570757] [INFO ] [sig       ] PYXS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:00.752719] [INFO ] [LOCAL     ] Saved forecast: PYXS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PYXS.txt
[2026-02-11T20:30:00.752868] [INFO ] [sig       ] [2507/3412] Completed PYXS in 0.4s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-11T20:30:00.752909] [INFO ] [sig       ] [2508/3412] Forecasting PZZA...
[2026-02-11T20:30:00.752937] [INFO ] [sig       ] Generating forecast for: PZZA
[2026-02-11T20:30:00.752967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2026-02-11T20:30:00.765237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2026-02-11T20:30:00.765637] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2026-02-11T20:30:00.766851] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2026-02-11T20:30:00.766903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:00.766963] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:00.766991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:00.767048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:00.834224] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:00.835137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:00.835228] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:00.835264] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:00.957604] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:00.957755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:00.957815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:00.957847] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:00.961505] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2026-02-11T20:30:00.961810] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2026-02-11T20:30:00.961946] [INFO ] [sig       ] PZZA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:01.114197] [INFO ] [LOCAL     ] Saved forecast: PZZA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/PZZA.txt
[2026-02-11T20:30:01.114375] [INFO ] [sig       ] [2508/3412] Completed PZZA in 0.4s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-11T20:30:01.114428] [INFO ] [sig       ] [2509/3412] Forecasting QBTS...
[2026-02-11T20:30:01.114466] [INFO ] [sig       ] Generating forecast for: QBTS
[2026-02-11T20:30:01.114506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2026-02-11T20:30:01.130189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2026-02-11T20:30:01.130558] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2026-02-11T20:30:01.131488] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2026-02-11T20:30:01.131542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:01.131594] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:01.131626] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:01.131686] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:01.193744] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:01.194591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:01.194678] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:01.194712] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:01.326891] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:01.327047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:01.327092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:01.327122] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:01.331106] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=88.71%)
[2026-02-11T20:30:01.331429] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2026-02-11T20:30:01.331591] [INFO ] [sig       ] QBTS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:01.488563] [INFO ] [LOCAL     ] Saved forecast: QBTS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QBTS.txt
[2026-02-11T20:30:01.488956] [INFO ] [sig       ] [2509/3412] Completed QBTS in 0.4s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-11T20:30:01.489002] [INFO ] [sig       ] [2510/3412] Forecasting QCLN...
[2026-02-11T20:30:01.489035] [INFO ] [sig       ] Generating forecast for: QCLN
[2026-02-11T20:30:01.489068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2026-02-11T20:30:01.502569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2026-02-11T20:30:01.502928] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2026-02-11T20:30:01.503790] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2026-02-11T20:30:01.503847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:01.503894] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:01.503929] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:01.503990] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:01.570565] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:01.571859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:01.571991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:01.572037] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:01.710842] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:01.711023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:01.711082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:01.711124] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:01.715542] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=60.52%)
[2026-02-11T20:30:01.715908] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2026-02-11T20:30:01.716095] [INFO ] [sig       ] QCLN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:01.911350] [INFO ] [LOCAL     ] Saved forecast: QCLN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QCLN.txt
[2026-02-11T20:30:01.911546] [INFO ] [sig       ] [2510/3412] Completed QCLN in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.4m
[2026-02-11T20:30:01.911617] [INFO ] [sig       ] [2511/3412] Forecasting QCOM...
[2026-02-11T20:30:01.911648] [INFO ] [sig       ] Generating forecast for: QCOM
[2026-02-11T20:30:01.911680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2026-02-11T20:30:01.925622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2026-02-11T20:30:01.926040] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2026-02-11T20:30:01.926911] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2026-02-11T20:30:01.926966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:01.927000] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:01.927029] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:01.927087] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:01.996341] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:01.997929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:01.998036] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:01.998076] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:02.131288] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:02.131457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:02.131500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:02.131561] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:02.135177] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: UP (p=84.22%)
[2026-02-11T20:30:02.135475] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2026-02-11T20:30:02.135635] [INFO ] [sig       ] QCOM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:02.278353] [INFO ] [LOCAL     ] Saved forecast: QCOM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QCOM.txt
[2026-02-11T20:30:02.278534] [INFO ] [sig       ] [2511/3412] Completed QCOM in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.4m
[2026-02-11T20:30:02.278614] [INFO ] [sig       ] [2512/3412] Forecasting QCRH...
[2026-02-11T20:30:02.278648] [INFO ] [sig       ] Generating forecast for: QCRH
[2026-02-11T20:30:02.278679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2026-02-11T20:30:02.290427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2026-02-11T20:30:02.290778] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2026-02-11T20:30:02.291603] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2026-02-11T20:30:02.291656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:02.291699] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:02.291727] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:02.291785] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:02.349172] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:02.350082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:02.350176] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:02.350209] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:02.478214] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:02.478405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:02.478474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:02.478511] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:02.483457] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2026-02-11T20:30:02.483837] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2026-02-11T20:30:02.484012] [INFO ] [sig       ] QCRH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:02.628231] [INFO ] [LOCAL     ] Saved forecast: QCRH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/QCRH.txt
[2026-02-11T20:30:02.628410] [INFO ] [sig       ] [2512/3412] Completed QCRH in 0.3s | 2.80 sym/s | Total: 15.0m | ETA: 5.4m
[2026-02-11T20:30:02.628461] [INFO ] [sig       ] [2513/3412] Forecasting QDEL...
[2026-02-11T20:30:02.628491] [INFO ] [sig       ] Generating forecast for: QDEL
[2026-02-11T20:30:02.628532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2026-02-11T20:30:02.645233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2026-02-11T20:30:02.645602] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2026-02-11T20:30:02.646715] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2026-02-11T20:30:02.646768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:02.646800] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:02.646826] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:02.646890] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:02.708948] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:02.709934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:02.710038] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:02.710074] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:02.835652] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:02.835787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:02.835829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:02.835858] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:02.839396] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2026-02-11T20:30:02.839696] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2026-02-11T20:30:02.839828] [INFO ] [sig       ] QDEL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:02.984305] [INFO ] [LOCAL     ] Saved forecast: QDEL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/QDEL.txt
[2026-02-11T20:30:02.984470] [INFO ] [sig       ] [2513/3412] Completed QDEL in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.4m
[2026-02-11T20:30:02.984510] [INFO ] [sig       ] [2514/3412] Forecasting QFIN...
[2026-02-11T20:30:02.984541] [INFO ] [sig       ] Generating forecast for: QFIN
[2026-02-11T20:30:02.984779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2026-02-11T20:30:02.997170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2026-02-11T20:30:02.997673] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2026-02-11T20:30:02.998559] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2026-02-11T20:30:02.998633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:02.998665] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:02.998693] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:02.998750] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:03.061652] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:03.062467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:03.062554] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:03.062608] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:03.188419] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:03.188560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:03.188624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:03.188655] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:03.192251] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: UP (p=84.79%)
[2026-02-11T20:30:03.192546] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2026-02-11T20:30:03.192704] [INFO ] [sig       ] QFIN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:03.340773] [INFO ] [LOCAL     ] Saved forecast: QFIN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QFIN.txt
[2026-02-11T20:30:03.340943] [INFO ] [sig       ] [2514/3412] Completed QFIN in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-11T20:30:03.340988] [INFO ] [sig       ] [2515/3412] Forecasting QGEN...
[2026-02-11T20:30:03.341019] [INFO ] [sig       ] Generating forecast for: QGEN
[2026-02-11T20:30:03.341059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2026-02-11T20:30:03.353251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2026-02-11T20:30:03.353639] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2026-02-11T20:30:03.354485] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2026-02-11T20:30:03.354540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:03.354591] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:03.354623] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:03.354683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:03.415333] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:03.416383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:03.416515] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:03.416560] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:03.543518] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:03.543670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:03.543714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:03.543745] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:03.547171] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2026-02-11T20:30:03.547456] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2026-02-11T20:30:03.547643] [INFO ] [sig       ] QGEN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:03.690732] [INFO ] [LOCAL     ] Saved forecast: QGEN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/QGEN.txt
[2026-02-11T20:30:03.690881] [INFO ] [sig       ] [2515/3412] Completed QGEN in 0.3s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-11T20:30:03.690932] [INFO ] [sig       ] [2516/3412] Forecasting QLYS...
[2026-02-11T20:30:03.690971] [INFO ] [sig       ] Generating forecast for: QLYS
[2026-02-11T20:30:03.691002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2026-02-11T20:30:03.703121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2026-02-11T20:30:03.703445] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2026-02-11T20:30:03.704255] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2026-02-11T20:30:03.704308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:03.704339] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:03.704366] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:03.704422] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:03.765149] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:03.765919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:03.766002] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:03.766035] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:03.890993] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:03.891116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:03.891156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:03.891184] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:03.894759] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=31.10%)
[2026-02-11T20:30:03.895037] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2026-02-11T20:30:03.895169] [INFO ] [sig       ] QLYS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:04.041152] [INFO ] [LOCAL     ] Saved forecast: QLYS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/QLYS.txt
[2026-02-11T20:30:04.041302] [INFO ] [sig       ] [2516/3412] Completed QLYS in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-11T20:30:04.041354] [INFO ] [sig       ] [2517/3412] Forecasting QMCO...
[2026-02-11T20:30:04.041386] [INFO ] [sig       ] Generating forecast for: QMCO
[2026-02-11T20:30:04.041417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2026-02-11T20:30:04.053609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2026-02-11T20:30:04.053933] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2026-02-11T20:30:04.055012] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2026-02-11T20:30:04.055068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:04.055101] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:04.055129] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:04.055188] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:04.113787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:04.114533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:04.114665] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:04.114701] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:04.234804] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:04.234945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:04.234986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:04.235017] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:04.238669] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=59.78%)
[2026-02-11T20:30:04.238950] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2026-02-11T20:30:04.239084] [INFO ] [sig       ] QMCO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:04.380430] [INFO ] [LOCAL     ] Saved forecast: QMCO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QMCO.txt
[2026-02-11T20:30:04.380566] [INFO ] [sig       ] [2517/3412] Completed QMCO in 0.3s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-11T20:30:04.380632] [INFO ] [sig       ] [2518/3412] Forecasting QMOM...
[2026-02-11T20:30:04.380661] [INFO ] [sig       ] Generating forecast for: QMOM
[2026-02-11T20:30:04.380691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2026-02-11T20:30:04.392471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2026-02-11T20:30:04.392822] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2026-02-11T20:30:04.393838] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2026-02-11T20:30:04.393894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:04.393927] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:04.393955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:04.394013] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:04.453716] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:04.454382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:04.454489] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:04.454532] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:04.574887] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:04.575047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:04.575088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:04.575118] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:04.578671] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: UP (p=91.87%)
[2026-02-11T20:30:04.578955] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2026-02-11T20:30:04.579087] [INFO ] [sig       ] QMOM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:04.723498] [INFO ] [LOCAL     ] Saved forecast: QMOM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QMOM.txt
[2026-02-11T20:30:04.723649] [INFO ] [sig       ] [2518/3412] Completed QMOM in 0.3s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-11T20:30:04.723701] [INFO ] [sig       ] [2519/3412] Forecasting QNTM...
[2026-02-11T20:30:04.723733] [INFO ] [sig       ] Generating forecast for: QNTM
[2026-02-11T20:30:04.723763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2026-02-11T20:30:04.735077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2026-02-11T20:30:04.735393] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2026-02-11T20:30:04.736272] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2026-02-11T20:30:04.736325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:04.736358] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:04.736385] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:04.736443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:04.798386] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:04.799303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:04.799398] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:04.799432] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:04.925257] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:04.925417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:04.925460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:04.925504] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:04.929970] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2026-02-11T20:30:04.930246] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2026-02-11T20:30:04.930393] [INFO ] [sig       ] QNTM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:05.072085] [INFO ] [LOCAL     ] Saved forecast: QNTM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/QNTM.txt
[2026-02-11T20:30:05.072218] [INFO ] [sig       ] [2519/3412] Completed QNTM in 0.3s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-11T20:30:05.072258] [INFO ] [sig       ] [2520/3412] Forecasting QQMG...
[2026-02-11T20:30:05.072287] [INFO ] [sig       ] Generating forecast for: QQMG
[2026-02-11T20:30:05.072318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2026-02-11T20:30:05.083855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2026-02-11T20:30:05.084155] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2026-02-11T20:30:05.084998] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2026-02-11T20:30:05.085050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:05.085083] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:05.085109] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:05.085167] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:05.144775] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:05.145501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:05.145793] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:05.145828] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:05.260942] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:05.261095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:05.261136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:05.261164] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:05.265115] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2026-02-11T20:30:05.265390] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2026-02-11T20:30:05.265525] [INFO ] [sig       ] QQMG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:05.411272] [INFO ] [LOCAL     ] Saved forecast: QQMG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/QQMG.txt
[2026-02-11T20:30:05.411437] [INFO ] [sig       ] [2520/3412] Completed QQMG in 0.3s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-11T20:30:05.411478] [INFO ] [sig       ] [2521/3412] Forecasting QQQ...
[2026-02-11T20:30:05.411506] [INFO ] [sig       ] Generating forecast for: QQQ
[2026-02-11T20:30:05.411535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2026-02-11T20:30:05.423083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2026-02-11T20:30:05.423486] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2026-02-11T20:30:05.424353] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2026-02-11T20:30:05.424405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:05.424443] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:05.424476] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:05.424546] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:05.483234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:05.484117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:05.484226] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:05.484260] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:05.614388] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:05.614596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:05.614640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:05.614669] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:05.618446] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: UP (p=87.37%)
[2026-02-11T20:30:05.618758] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2026-02-11T20:30:05.618893] [INFO ] [sig       ] QQQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:05.762346] [INFO ] [LOCAL     ] Saved forecast: QQQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QQQ.txt
[2026-02-11T20:30:05.762526] [INFO ] [sig       ] [2521/3412] Completed QQQ in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-11T20:30:05.762568] [INFO ] [sig       ] [2522/3412] Forecasting QQQE...
[2026-02-11T20:30:05.762617] [INFO ] [sig       ] Generating forecast for: QQQE
[2026-02-11T20:30:05.762647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2026-02-11T20:30:05.774985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2026-02-11T20:30:05.775284] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2026-02-11T20:30:05.776097] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2026-02-11T20:30:05.776149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:05.776181] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:05.776208] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:05.776266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:05.839227] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:05.840495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:05.840618] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:05.840657] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:05.971120] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:05.971361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:05.971427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:05.971473] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:05.976289] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2026-02-11T20:30:05.977055] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2026-02-11T20:30:05.977256] [INFO ] [sig       ] QQQE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:06.136716] [INFO ] [LOCAL     ] Saved forecast: QQQE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QQQE.txt
[2026-02-11T20:30:06.136943] [INFO ] [sig       ] [2522/3412] Completed QQQE in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-11T20:30:06.137004] [INFO ] [sig       ] [2523/3412] Forecasting QQQI...
[2026-02-11T20:30:06.137038] [INFO ] [sig       ] Generating forecast for: QQQI
[2026-02-11T20:30:06.137071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2026-02-11T20:30:06.151370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2026-02-11T20:30:06.151903] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2026-02-11T20:30:06.153264] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2026-02-11T20:30:06.153333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:06.153384] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:06.153446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:06.153559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:06.216165] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:06.217087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:06.217174] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:06.217208] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:06.351424] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:06.351618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:06.351662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:06.351691] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:06.355203] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=82.94%)
[2026-02-11T20:30:06.355487] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2026-02-11T20:30:06.355649] [INFO ] [sig       ] QQQI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:06.499322] [INFO ] [LOCAL     ] Saved forecast: QQQI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QQQI.txt
[2026-02-11T20:30:06.499487] [INFO ] [sig       ] [2523/3412] Completed QQQI in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-11T20:30:06.499529] [INFO ] [sig       ] [2524/3412] Forecasting QQQJ...
[2026-02-11T20:30:06.499558] [INFO ] [sig       ] Generating forecast for: QQQJ
[2026-02-11T20:30:06.499609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2026-02-11T20:30:06.511425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2026-02-11T20:30:06.511937] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2026-02-11T20:30:06.512846] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2026-02-11T20:30:06.512902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:06.512935] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:06.512962] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:06.513020] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:06.572279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:06.573189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:06.573280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:06.573315] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:06.696412] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:06.696615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:06.696667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:06.696699] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:06.700498] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: UP (p=70.13%)
[2026-02-11T20:30:06.700862] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2026-02-11T20:30:06.701030] [INFO ] [sig       ] QQQJ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:06.848227] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QQQJ.txt
[2026-02-11T20:30:06.848399] [INFO ] [sig       ] [2524/3412] Completed QQQJ in 0.3s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-11T20:30:06.848444] [INFO ] [sig       ] [2525/3412] Forecasting QQQM...
[2026-02-11T20:30:06.848474] [INFO ] [sig       ] Generating forecast for: QQQM
[2026-02-11T20:30:06.848504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2026-02-11T20:30:06.861151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2026-02-11T20:30:06.861538] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2026-02-11T20:30:06.862396] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2026-02-11T20:30:06.862451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:06.862520] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:06.862549] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:06.862626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:06.924941] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:06.925934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:06.926029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:06.926063] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:07.053801] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:07.053972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:07.054024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:07.054061] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:07.057907] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=55.79%)
[2026-02-11T20:30:07.058193] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2026-02-11T20:30:07.058339] [INFO ] [sig       ] QQQM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:07.205844] [INFO ] [LOCAL     ] Saved forecast: QQQM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QQQM.txt
[2026-02-11T20:30:07.205992] [INFO ] [sig       ] [2525/3412] Completed QQQM in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-11T20:30:07.206032] [INFO ] [sig       ] [2526/3412] Forecasting QQQX...
[2026-02-11T20:30:07.206063] [INFO ] [sig       ] Generating forecast for: QQQX
[2026-02-11T20:30:07.206093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2026-02-11T20:30:07.216907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2026-02-11T20:30:07.217222] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2026-02-11T20:30:07.218132] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2026-02-11T20:30:07.218186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:07.218219] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:07.218246] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:07.218303] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:07.276987] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:07.277988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:07.278084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:07.278118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:07.402169] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:07.402356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:07.402420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:07.402460] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:07.406158] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: UP (p=74.07%)
[2026-02-11T20:30:07.406461] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2026-02-11T20:30:07.406629] [INFO ] [sig       ] QQQX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:07.563686] [INFO ] [LOCAL     ] Saved forecast: QQQX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QQQX.txt
[2026-02-11T20:30:07.563886] [INFO ] [sig       ] [2526/3412] Completed QQQX in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-11T20:30:07.563956] [INFO ] [sig       ] [2527/3412] Forecasting QRHC...
[2026-02-11T20:30:07.563995] [INFO ] [sig       ] Generating forecast for: QRHC
[2026-02-11T20:30:07.564036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2026-02-11T20:30:07.578186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2026-02-11T20:30:07.578696] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2026-02-11T20:30:07.579785] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2026-02-11T20:30:07.579852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:07.579889] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:07.579916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:07.579975] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:07.652746] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:07.653871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:07.653980] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:07.654016] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:07.779983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:07.780216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:07.780260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:07.780290] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:07.784457] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=64.48%)
[2026-02-11T20:30:07.784860] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2026-02-11T20:30:07.785024] [INFO ] [sig       ] QRHC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:07.936251] [INFO ] [LOCAL     ] Saved forecast: QRHC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QRHC.txt
[2026-02-11T20:30:07.936415] [INFO ] [sig       ] [2527/3412] Completed QRHC in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.3m
[2026-02-11T20:30:07.936459] [INFO ] [sig       ] [2528/3412] Forecasting QRVO...
[2026-02-11T20:30:07.936490] [INFO ] [sig       ] Generating forecast for: QRVO
[2026-02-11T20:30:07.936527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2026-02-11T20:30:07.948420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2026-02-11T20:30:07.948858] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2026-02-11T20:30:07.950077] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2026-02-11T20:30:07.950133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:07.950175] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:07.950206] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:07.950266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:08.009273] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:08.010155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:08.010244] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:08.010278] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:08.131293] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:08.131455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:08.131498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:08.131601] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:08.135237] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=84.92%)
[2026-02-11T20:30:08.135542] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2026-02-11T20:30:08.135734] [INFO ] [sig       ] QRVO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:08.285223] [INFO ] [LOCAL     ] Saved forecast: QRVO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QRVO.txt
[2026-02-11T20:30:08.285387] [INFO ] [sig       ] [2528/3412] Completed QRVO in 0.3s | 2.80 sym/s | Total: 15.1m | ETA: 5.3m
[2026-02-11T20:30:08.285431] [INFO ] [sig       ] [2529/3412] Forecasting QS...
[2026-02-11T20:30:08.285461] [INFO ] [sig       ] Generating forecast for: QS
[2026-02-11T20:30:08.285491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2026-02-11T20:30:08.298128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2026-02-11T20:30:08.298481] [INFO ] [FORECASTER] Starting predict_future for QS
[2026-02-11T20:30:08.299344] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2026-02-11T20:30:08.299397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:08.299428] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:08.299454] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:08.299517] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:08.362004] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:08.362951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:08.363044] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:08.363078] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:08.513092] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:08.513324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:08.513394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:08.513448] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:08.519410] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: UP (p=63.32%)
[2026-02-11T20:30:08.520042] [INFO ] [FORECASTER] Completed predict_future for QS
[2026-02-11T20:30:08.520285] [INFO ] [sig       ] QS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:08.761374] [INFO ] [LOCAL     ] Saved forecast: QS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QS.txt
[2026-02-11T20:30:08.761634] [INFO ] [sig       ] [2529/3412] Completed QS in 0.5s | 2.80 sym/s | Total: 15.1m | ETA: 5.3m
[2026-02-11T20:30:08.761715] [INFO ] [sig       ] [2530/3412] Forecasting QTEC...
[2026-02-11T20:30:08.761771] [INFO ] [sig       ] Generating forecast for: QTEC
[2026-02-11T20:30:08.761981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2026-02-11T20:30:08.777867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2026-02-11T20:30:08.778429] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2026-02-11T20:30:08.779663] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2026-02-11T20:30:08.779731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:08.779773] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:08.779808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:08.779892] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:08.863732] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:08.864903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:08.865012] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:08.865053] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:09.042391] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:09.042615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:09.042678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:09.042727] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:09.048449] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=91.88%)
[2026-02-11T20:30:09.049007] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2026-02-11T20:30:09.049231] [INFO ] [sig       ] QTEC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:09.295527] [INFO ] [LOCAL     ] Saved forecast: QTEC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QTEC.txt
[2026-02-11T20:30:09.295770] [INFO ] [sig       ] [2530/3412] Completed QTEC in 0.5s | 2.80 sym/s | Total: 15.1m | ETA: 5.3m
[2026-02-11T20:30:09.295826] [INFO ] [sig       ] [2531/3412] Forecasting QTRX...
[2026-02-11T20:30:09.295860] [INFO ] [sig       ] Generating forecast for: QTRX
[2026-02-11T20:30:09.295897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2026-02-11T20:30:09.324734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2026-02-11T20:30:09.325936] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2026-02-11T20:30:09.327481] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2026-02-11T20:30:09.327606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:09.327660] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:09.327705] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:09.327884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:09.421473] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:09.422901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:09.423053] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:09.423111] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:09.594381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:09.594595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:09.594658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:09.594693] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:09.600020] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2026-02-11T20:30:09.600485] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2026-02-11T20:30:09.600716] [INFO ] [sig       ] QTRX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:09.760109] [INFO ] [LOCAL     ] Saved forecast: QTRX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/QTRX.txt
[2026-02-11T20:30:09.760283] [INFO ] [sig       ] [2531/3412] Completed QTRX in 0.5s | 2.80 sym/s | Total: 15.1m | ETA: 5.3m
[2026-02-11T20:30:09.760325] [INFO ] [sig       ] [2532/3412] Forecasting QTTB...
[2026-02-11T20:30:09.760354] [INFO ] [sig       ] Generating forecast for: QTTB
[2026-02-11T20:30:09.760384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2026-02-11T20:30:09.772728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2026-02-11T20:30:09.773143] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2026-02-11T20:30:09.774087] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2026-02-11T20:30:09.774144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:09.774178] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:09.774205] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:09.774262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:09.840279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:09.841423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:09.841536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:09.841602] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:09.974748] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:09.974924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:09.974970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:09.975001] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:09.978888] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: UP (p=92.46%)
[2026-02-11T20:30:09.979205] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2026-02-11T20:30:09.979344] [INFO ] [sig       ] QTTB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:10.128854] [INFO ] [LOCAL     ] Saved forecast: QTTB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QTTB.txt
[2026-02-11T20:30:10.129004] [INFO ] [sig       ] [2532/3412] Completed QTTB in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-11T20:30:10.129043] [INFO ] [sig       ] [2533/3412] Forecasting QTUM...
[2026-02-11T20:30:10.129072] [INFO ] [sig       ] Generating forecast for: QTUM
[2026-02-11T20:30:10.129103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2026-02-11T20:30:10.141267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2026-02-11T20:30:10.141590] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2026-02-11T20:30:10.142608] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2026-02-11T20:30:10.142665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:10.142698] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:10.142725] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:10.142782] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:10.203683] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:10.204498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:10.204606] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:10.204645] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:10.329215] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:10.329376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:10.329421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:10.329452] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:10.333090] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: DOWN (p=35.95%)
[2026-02-11T20:30:10.333387] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2026-02-11T20:30:10.333526] [INFO ] [sig       ] QTUM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:10.477778] [INFO ] [LOCAL     ] Saved forecast: QTUM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/QTUM.txt
[2026-02-11T20:30:10.477924] [INFO ] [sig       ] [2533/3412] Completed QTUM in 0.3s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-11T20:30:10.477963] [INFO ] [sig       ] [2534/3412] Forecasting QTWO...
[2026-02-11T20:30:10.477992] [INFO ] [sig       ] Generating forecast for: QTWO
[2026-02-11T20:30:10.478024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2026-02-11T20:30:10.488990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2026-02-11T20:30:10.489343] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2026-02-11T20:30:10.490193] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2026-02-11T20:30:10.490254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:10.490293] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:10.490324] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:10.490402] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:10.553374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:10.554227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:10.554324] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:10.554361] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:10.682693] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:10.682854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:10.682898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:10.682929] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:10.686726] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2026-02-11T20:30:10.687021] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2026-02-11T20:30:10.687160] [INFO ] [sig       ] QTWO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:10.839752] [INFO ] [LOCAL     ] Saved forecast: QTWO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QTWO.txt
[2026-02-11T20:30:10.839929] [INFO ] [sig       ] [2534/3412] Completed QTWO in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-11T20:30:10.839978] [INFO ] [sig       ] [2535/3412] Forecasting QUAD...
[2026-02-11T20:30:10.840010] [INFO ] [sig       ] Generating forecast for: QUAD
[2026-02-11T20:30:10.840041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2026-02-11T20:30:10.853254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2026-02-11T20:30:10.853714] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2026-02-11T20:30:10.854763] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2026-02-11T20:30:10.854817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:10.854850] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:10.855039] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:10.855098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:10.917422] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:10.918440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:10.918565] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:10.918640] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:11.050361] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:11.050542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:11.050612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:11.050646] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:11.054364] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: UP (p=94.21%)
[2026-02-11T20:30:11.054680] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2026-02-11T20:30:11.054845] [INFO ] [sig       ] QUAD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:11.201507] [INFO ] [LOCAL     ] Saved forecast: QUAD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QUAD.txt
[2026-02-11T20:30:11.201726] [INFO ] [sig       ] [2535/3412] Completed QUAD in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-11T20:30:11.201797] [INFO ] [sig       ] [2536/3412] Forecasting QUIK...
[2026-02-11T20:30:11.201830] [INFO ] [sig       ] Generating forecast for: QUIK
[2026-02-11T20:30:11.201862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2026-02-11T20:30:11.213926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2026-02-11T20:30:11.214288] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2026-02-11T20:30:11.215143] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2026-02-11T20:30:11.215208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:11.215242] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:11.215269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:11.215335] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:11.277228] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:11.278242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:11.278335] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:11.278368] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:11.401621] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:11.401794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:11.401851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:11.401889] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:11.405697] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: DOWN (p=28.25%)
[2026-02-11T20:30:11.406010] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2026-02-11T20:30:11.406150] [INFO ] [sig       ] QUIK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:11.559188] [INFO ] [LOCAL     ] Saved forecast: QUIK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/QUIK.txt
[2026-02-11T20:30:11.559356] [INFO ] [sig       ] [2536/3412] Completed QUIK in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-11T20:30:11.559401] [INFO ] [sig       ] [2537/3412] Forecasting QURE...
[2026-02-11T20:30:11.559432] [INFO ] [sig       ] Generating forecast for: QURE
[2026-02-11T20:30:11.559464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2026-02-11T20:30:11.572143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2026-02-11T20:30:11.572523] [INFO ] [FORECASTER] Starting predict_future for QURE
[2026-02-11T20:30:11.573521] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2026-02-11T20:30:11.573595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:11.573640] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:11.573673] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:11.573743] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:11.640188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:11.641328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:11.641417] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:11.641452] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:11.771594] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:11.771753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:11.771794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:11.771823] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:11.775356] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=23.15%)
[2026-02-11T20:30:11.775694] [INFO ] [FORECASTER] Completed predict_future for QURE
[2026-02-11T20:30:11.775858] [INFO ] [sig       ] QURE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:11.926354] [INFO ] [LOCAL     ] Saved forecast: QURE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/QURE.txt
[2026-02-11T20:30:11.926544] [INFO ] [sig       ] [2537/3412] Completed QURE in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-11T20:30:11.926610] [INFO ] [sig       ] [2538/3412] Forecasting QVAL...
[2026-02-11T20:30:11.926643] [INFO ] [sig       ] Generating forecast for: QVAL
[2026-02-11T20:30:11.926679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2026-02-11T20:30:11.938762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2026-02-11T20:30:11.939139] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2026-02-11T20:30:11.940100] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2026-02-11T20:30:11.940155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:11.940189] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:11.940216] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:11.940273] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:12.003797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:12.004779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:12.004877] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:12.004910] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:12.133560] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:12.133747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:12.133788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:12.133817] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:12.137682] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: UP (p=79.71%)
[2026-02-11T20:30:12.137986] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2026-02-11T20:30:12.138124] [INFO ] [sig       ] QVAL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:12.289690] [INFO ] [LOCAL     ] Saved forecast: QVAL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QVAL.txt
[2026-02-11T20:30:12.289914] [INFO ] [sig       ] [2538/3412] Completed QVAL in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-11T20:30:12.289958] [INFO ] [sig       ] [2539/3412] Forecasting QVCC...
[2026-02-11T20:30:12.290007] [INFO ] [sig       ] Generating forecast for: QVCC
[2026-02-11T20:30:12.290066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2026-02-11T20:30:12.302432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2026-02-11T20:30:12.302825] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2026-02-11T20:30:12.303767] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2026-02-11T20:30:12.303822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:12.303860] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:12.303896] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:12.303956] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:12.364370] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:12.365324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:12.365415] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:12.365448] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:12.504186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:12.504372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:12.504417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:12.504448] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:12.508112] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=9.31%)
[2026-02-11T20:30:12.508511] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2026-02-11T20:30:12.508723] [INFO ] [sig       ] QVCC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:12.665020] [INFO ] [LOCAL     ] Saved forecast: QVCC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/QVCC.txt
[2026-02-11T20:30:12.665208] [INFO ] [sig       ] [2539/3412] Completed QVCC in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-11T20:30:12.665258] [INFO ] [sig       ] [2540/3412] Forecasting QYLD...
[2026-02-11T20:30:12.665290] [INFO ] [sig       ] Generating forecast for: QYLD
[2026-02-11T20:30:12.665323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2026-02-11T20:30:12.679148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2026-02-11T20:30:12.679490] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2026-02-11T20:30:12.680411] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2026-02-11T20:30:12.680466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:12.680498] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:12.680529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:12.680638] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:12.740597] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:12.741473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:12.741563] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:12.741619] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:12.870259] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:12.870427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:12.870469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:12.870500] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:12.874276] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: DOWN (p=39.00%)
[2026-02-11T20:30:12.874567] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2026-02-11T20:30:12.874728] [INFO ] [sig       ] QYLD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:13.028334] [INFO ] [LOCAL     ] Saved forecast: QYLD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/QYLD.txt
[2026-02-11T20:30:13.028485] [INFO ] [sig       ] [2540/3412] Completed QYLD in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-11T20:30:13.028525] [INFO ] [sig       ] [2541/3412] Forecasting QYLG...
[2026-02-11T20:30:13.028554] [INFO ] [sig       ] Generating forecast for: QYLG
[2026-02-11T20:30:13.028603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2026-02-11T20:30:13.041545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2026-02-11T20:30:13.041955] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2026-02-11T20:30:13.042926] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2026-02-11T20:30:13.042999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:13.043043] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:13.043078] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:13.043182] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:13.106343] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:13.107266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:13.107360] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:13.107402] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:13.236088] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:13.236210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:13.236252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:13.236282] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:13.239963] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=66.92%)
[2026-02-11T20:30:13.240253] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2026-02-11T20:30:13.240389] [INFO ] [sig       ] QYLG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:13.390632] [INFO ] [LOCAL     ] Saved forecast: QYLG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/QYLG.txt
[2026-02-11T20:30:13.390776] [INFO ] [sig       ] [2541/3412] Completed QYLG in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-11T20:30:13.390819] [INFO ] [sig       ] [2542/3412] Forecasting RA...
[2026-02-11T20:30:13.390848] [INFO ] [sig       ] Generating forecast for: RA
[2026-02-11T20:30:13.390878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2026-02-11T20:30:13.403195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2026-02-11T20:30:13.403529] [INFO ] [FORECASTER] Starting predict_future for RA
[2026-02-11T20:30:13.404408] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2026-02-11T20:30:13.404462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:13.404541] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:13.404610] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:13.404700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:13.467061] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:13.467983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:13.468083] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:13.468117] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:13.599227] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:13.599386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:13.599428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:13.599457] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:13.603544] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=47.15%)
[2026-02-11T20:30:13.603911] [INFO ] [FORECASTER] Completed predict_future for RA
[2026-02-11T20:30:13.604068] [INFO ] [sig       ] RA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:13.752982] [INFO ] [LOCAL     ] Saved forecast: RA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RA.txt
[2026-02-11T20:30:13.753142] [INFO ] [sig       ] [2542/3412] Completed RA in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-11T20:30:13.753186] [INFO ] [sig       ] [2543/3412] Forecasting RACE...
[2026-02-11T20:30:13.753215] [INFO ] [sig       ] Generating forecast for: RACE
[2026-02-11T20:30:13.753246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2026-02-11T20:30:13.765632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2026-02-11T20:30:13.765960] [INFO ] [FORECASTER] Starting predict_future for RACE
[2026-02-11T20:30:13.766833] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2026-02-11T20:30:13.766886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:13.766920] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:13.766948] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:13.767006] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:13.831040] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:13.832102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:13.832197] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:13.832243] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:13.958671] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:13.958852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:13.958896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:13.958925] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:13.962644] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: DOWN (p=44.36%)
[2026-02-11T20:30:13.962961] [INFO ] [FORECASTER] Completed predict_future for RACE
[2026-02-11T20:30:13.963107] [INFO ] [sig       ] RACE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:14.118561] [INFO ] [LOCAL     ] Saved forecast: RACE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RACE.txt
[2026-02-11T20:30:14.118761] [INFO ] [sig       ] [2543/3412] Completed RACE in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.2m
[2026-02-11T20:30:14.118805] [INFO ] [sig       ] [2544/3412] Forecasting RAIL...
[2026-02-11T20:30:14.118833] [INFO ] [sig       ] Generating forecast for: RAIL
[2026-02-11T20:30:14.118863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2026-02-11T20:30:14.131224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2026-02-11T20:30:14.131641] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2026-02-11T20:30:14.132528] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2026-02-11T20:30:14.132611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:14.132650] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:14.132679] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:14.132741] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:14.190825] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:14.191562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:14.191677] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:14.191712] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:14.324361] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:14.324530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:14.324591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:14.324625] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:14.328148] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: DOWN (p=27.61%)
[2026-02-11T20:30:14.328440] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2026-02-11T20:30:14.328590] [INFO ] [sig       ] RAIL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:14.473481] [INFO ] [LOCAL     ] Saved forecast: RAIL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RAIL.txt
[2026-02-11T20:30:14.473648] [INFO ] [sig       ] [2544/3412] Completed RAIL in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.2m
[2026-02-11T20:30:14.473690] [INFO ] [sig       ] [2545/3412] Forecasting RAMP...
[2026-02-11T20:30:14.473719] [INFO ] [sig       ] Generating forecast for: RAMP
[2026-02-11T20:30:14.473749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2026-02-11T20:30:14.487560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2026-02-11T20:30:14.487905] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2026-02-11T20:30:14.488777] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2026-02-11T20:30:14.488839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:14.488870] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:14.488897] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:14.488954] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:14.549587] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:14.550635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:14.550733] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:14.550775] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:14.682735] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:14.682914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:14.682960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:14.683029] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:14.686969] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=32.96%)
[2026-02-11T20:30:14.687329] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2026-02-11T20:30:14.687483] [INFO ] [sig       ] RAMP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:14.837149] [INFO ] [LOCAL     ] Saved forecast: RAMP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RAMP.txt
[2026-02-11T20:30:14.837343] [INFO ] [sig       ] [2545/3412] Completed RAMP in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.2m
[2026-02-11T20:30:14.837394] [INFO ] [sig       ] [2546/3412] Forecasting RARE...
[2026-02-11T20:30:14.837428] [INFO ] [sig       ] Generating forecast for: RARE
[2026-02-11T20:30:14.837460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2026-02-11T20:30:14.850386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2026-02-11T20:30:14.850854] [INFO ] [FORECASTER] Starting predict_future for RARE
[2026-02-11T20:30:14.851836] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2026-02-11T20:30:14.851895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:14.851928] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:14.851956] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:14.852016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:14.916290] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:14.917284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:14.917385] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:14.917419] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:15.049469] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:15.049665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:15.049714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:15.049744] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:15.053323] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: DOWN (p=27.48%)
[2026-02-11T20:30:15.053636] [INFO ] [FORECASTER] Completed predict_future for RARE
[2026-02-11T20:30:15.053777] [INFO ] [sig       ] RARE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:15.196721] [INFO ] [LOCAL     ] Saved forecast: RARE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RARE.txt
[2026-02-11T20:30:15.196905] [INFO ] [sig       ] [2546/3412] Completed RARE in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.2m
[2026-02-11T20:30:15.196947] [INFO ] [sig       ] [2547/3412] Forecasting RAVE...
[2026-02-11T20:30:15.196978] [INFO ] [sig       ] Generating forecast for: RAVE
[2026-02-11T20:30:15.197008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2026-02-11T20:30:15.208278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2026-02-11T20:30:15.208738] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2026-02-11T20:30:15.209603] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2026-02-11T20:30:15.209670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:15.209705] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:15.209734] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:15.209793] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:15.270954] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:15.271904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:15.272016] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:15.272052] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:15.385914] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:15.386084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:15.386317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:15.386348] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:15.390171] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2026-02-11T20:30:15.390469] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2026-02-11T20:30:15.390625] [INFO ] [sig       ] RAVE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:15.533258] [INFO ] [LOCAL     ] Saved forecast: RAVE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RAVE.txt
[2026-02-11T20:30:15.533420] [INFO ] [sig       ] [2547/3412] Completed RAVE in 0.3s | 2.80 sym/s | Total: 15.2m | ETA: 5.2m
[2026-02-11T20:30:15.533463] [INFO ] [sig       ] [2548/3412] Forecasting RAY...
[2026-02-11T20:30:15.533491] [INFO ] [sig       ] Generating forecast for: RAY
[2026-02-11T20:30:15.533523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2026-02-11T20:30:15.546681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2026-02-11T20:30:15.547141] [INFO ] [FORECASTER] Starting predict_future for RAY
[2026-02-11T20:30:15.548315] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2026-02-11T20:30:15.548383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:15.548430] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:15.548469] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:15.548551] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:15.616417] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:15.617359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:15.617450] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:15.617512] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:15.740608] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:15.740773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:15.740817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:15.740846] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:15.744298] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: UP (p=60.59%)
[2026-02-11T20:30:15.744601] [INFO ] [FORECASTER] Completed predict_future for RAY
[2026-02-11T20:30:15.744734] [INFO ] [sig       ] RAY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:15.897658] [INFO ] [LOCAL     ] Saved forecast: RAY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RAY.txt
[2026-02-11T20:30:15.897844] [INFO ] [sig       ] [2548/3412] Completed RAY in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-11T20:30:15.897888] [INFO ] [sig       ] [2549/3412] Forecasting RBA...
[2026-02-11T20:30:15.897917] [INFO ] [sig       ] Generating forecast for: RBA
[2026-02-11T20:30:15.897947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2026-02-11T20:30:15.913247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2026-02-11T20:30:15.913663] [INFO ] [FORECASTER] Starting predict_future for RBA
[2026-02-11T20:30:15.914516] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2026-02-11T20:30:15.914570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:15.914625] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:15.914651] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:15.914710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:15.974720] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:15.975676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:15.975776] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:15.975813] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:16.096097] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:16.096264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:16.096307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:16.096338] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:16.099942] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=13.54%)
[2026-02-11T20:30:16.100250] [INFO ] [FORECASTER] Completed predict_future for RBA
[2026-02-11T20:30:16.100387] [INFO ] [sig       ] RBA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:16.246874] [INFO ] [LOCAL     ] Saved forecast: RBA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RBA.txt
[2026-02-11T20:30:16.247042] [INFO ] [sig       ] [2549/3412] Completed RBA in 0.3s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-11T20:30:16.247085] [INFO ] [sig       ] [2550/3412] Forecasting RBB...
[2026-02-11T20:30:16.247115] [INFO ] [sig       ] Generating forecast for: RBB
[2026-02-11T20:30:16.247147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2026-02-11T20:30:16.258835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2026-02-11T20:30:16.259208] [INFO ] [FORECASTER] Starting predict_future for RBB
[2026-02-11T20:30:16.260063] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2026-02-11T20:30:16.260117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:16.260148] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:16.260175] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:16.260232] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:16.322563] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:16.323464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:16.323551] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:16.323616] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:16.448309] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:16.448476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:16.448519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:16.448548] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:16.452694] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: DOWN (p=23.29%)
[2026-02-11T20:30:16.453153] [INFO ] [FORECASTER] Completed predict_future for RBB
[2026-02-11T20:30:16.453286] [INFO ] [sig       ] RBB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:16.612472] [INFO ] [LOCAL     ] Saved forecast: RBB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RBB.txt
[2026-02-11T20:30:16.612654] [INFO ] [sig       ] [2550/3412] Completed RBB in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-11T20:30:16.612711] [INFO ] [sig       ] [2551/3412] Forecasting RBC...
[2026-02-11T20:30:16.612744] [INFO ] [sig       ] Generating forecast for: RBC
[2026-02-11T20:30:16.612775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2026-02-11T20:30:16.627351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2026-02-11T20:30:16.627825] [INFO ] [FORECASTER] Starting predict_future for RBC
[2026-02-11T20:30:16.628727] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2026-02-11T20:30:16.628782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:16.628815] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:16.628842] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:16.628900] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:16.692787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:16.693963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:16.694059] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:16.694094] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:16.822245] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:16.822406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:16.822448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:16.822477] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:16.826026] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: UP (p=92.93%)
[2026-02-11T20:30:16.826313] [INFO ] [FORECASTER] Completed predict_future for RBC
[2026-02-11T20:30:16.826445] [INFO ] [sig       ] RBC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:16.966721] [INFO ] [LOCAL     ] Saved forecast: RBC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RBC.txt
[2026-02-11T20:30:16.966873] [INFO ] [sig       ] [2551/3412] Completed RBC in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-11T20:30:16.966913] [INFO ] [sig       ] [2552/3412] Forecasting RBCAA...
[2026-02-11T20:30:16.966944] [INFO ] [sig       ] Generating forecast for: RBCAA
[2026-02-11T20:30:16.966975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2026-02-11T20:30:16.979199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2026-02-11T20:30:16.979505] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2026-02-11T20:30:16.980311] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2026-02-11T20:30:16.980363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:16.980394] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:16.980422] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:16.980479] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:17.040410] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:17.041094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:17.041221] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:17.041255] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:17.161914] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:17.162080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:17.162124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:17.162155] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:17.165773] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2026-02-11T20:30:17.166097] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2026-02-11T20:30:17.166270] [INFO ] [sig       ] RBCAA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:17.309905] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RBCAA.txt
[2026-02-11T20:30:17.310069] [INFO ] [sig       ] [2552/3412] Completed RBCAA in 0.3s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-11T20:30:17.310110] [INFO ] [sig       ] [2553/3412] Forecasting RBLX...
[2026-02-11T20:30:17.310141] [INFO ] [sig       ] Generating forecast for: RBLX
[2026-02-11T20:30:17.310171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2026-02-11T20:30:17.322142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2026-02-11T20:30:17.322445] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2026-02-11T20:30:17.323316] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2026-02-11T20:30:17.323368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:17.323400] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:17.323426] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:17.323483] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:17.381444] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:17.382290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:17.382376] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:17.382409] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:17.507186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:17.507346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:17.507387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:17.507417] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:17.511002] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: DOWN (p=28.12%)
[2026-02-11T20:30:17.511279] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2026-02-11T20:30:17.511407] [INFO ] [sig       ] RBLX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:17.660099] [INFO ] [LOCAL     ] Saved forecast: RBLX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RBLX.txt
[2026-02-11T20:30:17.660244] [INFO ] [sig       ] [2553/3412] Completed RBLX in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-11T20:30:17.660284] [INFO ] [sig       ] [2554/3412] Forecasting RC...
[2026-02-11T20:30:17.660315] [INFO ] [sig       ] Generating forecast for: RC
[2026-02-11T20:30:17.660345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2026-02-11T20:30:17.673543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2026-02-11T20:30:17.673944] [INFO ] [FORECASTER] Starting predict_future for RC
[2026-02-11T20:30:17.674858] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2026-02-11T20:30:17.674921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:17.674955] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:17.674981] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:17.675040] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:17.737270] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:17.738405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:17.738497] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:17.738532] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:17.862240] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:17.862394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:17.862454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:17.862484] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:17.865932] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2026-02-11T20:30:17.866211] [INFO ] [FORECASTER] Completed predict_future for RC
[2026-02-11T20:30:17.866340] [INFO ] [sig       ] RC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:18.011018] [INFO ] [LOCAL     ] Saved forecast: RC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RC.txt
[2026-02-11T20:30:18.011155] [INFO ] [sig       ] [2554/3412] Completed RC in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-11T20:30:18.011196] [INFO ] [sig       ] [2555/3412] Forecasting RCEL...
[2026-02-11T20:30:18.011226] [INFO ] [sig       ] Generating forecast for: RCEL
[2026-02-11T20:30:18.011255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2026-02-11T20:30:18.022105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2026-02-11T20:30:18.022373] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2026-02-11T20:30:18.023194] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2026-02-11T20:30:18.023247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:18.023280] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:18.023307] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:18.023364] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:18.081262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:18.081959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:18.082041] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:18.082073] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:18.203473] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:18.203651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:18.203693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:18.203722] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:18.207125] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: UP (p=61.26%)
[2026-02-11T20:30:18.207401] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2026-02-11T20:30:18.207546] [INFO ] [sig       ] RCEL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:18.349376] [INFO ] [LOCAL     ] Saved forecast: RCEL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RCEL.txt
[2026-02-11T20:30:18.349594] [INFO ] [sig       ] [2555/3412] Completed RCEL in 0.3s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-11T20:30:18.349649] [INFO ] [sig       ] [2556/3412] Forecasting RCI...
[2026-02-11T20:30:18.349680] [INFO ] [sig       ] Generating forecast for: RCI
[2026-02-11T20:30:18.349710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2026-02-11T20:30:18.363066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2026-02-11T20:30:18.363423] [INFO ] [FORECASTER] Starting predict_future for RCI
[2026-02-11T20:30:18.364339] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2026-02-11T20:30:18.364394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:18.364428] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:18.364457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:18.364516] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:18.426113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:18.427005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:18.427115] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:18.427149] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:18.548507] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:18.548690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:18.548735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:18.548766] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:18.552616] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=92.55%)
[2026-02-11T20:30:18.552946] [INFO ] [FORECASTER] Completed predict_future for RCI
[2026-02-11T20:30:18.553084] [INFO ] [sig       ] RCI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:18.709374] [INFO ] [LOCAL     ] Saved forecast: RCI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RCI.txt
[2026-02-11T20:30:18.709543] [INFO ] [sig       ] [2556/3412] Completed RCI in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-11T20:30:18.709607] [INFO ] [sig       ] [2557/3412] Forecasting RCKY...
[2026-02-11T20:30:18.709639] [INFO ] [sig       ] Generating forecast for: RCKY
[2026-02-11T20:30:18.709670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2026-02-11T20:30:18.722504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2026-02-11T20:30:18.722917] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2026-02-11T20:30:18.723805] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2026-02-11T20:30:18.723860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:18.723893] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:18.723922] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:18.723981] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:18.785673] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:18.786746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:18.786868] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:18.786922] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:18.914488] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:18.914675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:18.914721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:18.914751] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:18.918491] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: UP (p=72.45%)
[2026-02-11T20:30:18.918842] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2026-02-11T20:30:18.918992] [INFO ] [sig       ] RCKY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:19.069978] [INFO ] [LOCAL     ] Saved forecast: RCKY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RCKY.txt
[2026-02-11T20:30:19.070151] [INFO ] [sig       ] [2557/3412] Completed RCKY in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-11T20:30:19.070195] [INFO ] [sig       ] [2558/3412] Forecasting RCL...
[2026-02-11T20:30:19.070226] [INFO ] [sig       ] Generating forecast for: RCL
[2026-02-11T20:30:19.070257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2026-02-11T20:30:19.082598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2026-02-11T20:30:19.082960] [INFO ] [FORECASTER] Starting predict_future for RCL
[2026-02-11T20:30:19.083786] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2026-02-11T20:30:19.083838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:19.083881] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:19.083909] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:19.083965] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:19.150306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:19.151273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:19.151360] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:19.151393] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:19.282893] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:19.283062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:19.283106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:19.283137] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:19.287141] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2026-02-11T20:30:19.287443] [INFO ] [FORECASTER] Completed predict_future for RCL
[2026-02-11T20:30:19.287628] [INFO ] [sig       ] RCL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:19.447532] [INFO ] [LOCAL     ] Saved forecast: RCL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RCL.txt
[2026-02-11T20:30:19.447729] [INFO ] [sig       ] [2558/3412] Completed RCL in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-11T20:30:19.447781] [INFO ] [sig       ] [2559/3412] Forecasting RCS...
[2026-02-11T20:30:19.447813] [INFO ] [sig       ] Generating forecast for: RCS
[2026-02-11T20:30:19.447850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2026-02-11T20:30:19.460539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2026-02-11T20:30:19.460941] [INFO ] [FORECASTER] Starting predict_future for RCS
[2026-02-11T20:30:19.461848] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2026-02-11T20:30:19.461903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:19.461987] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:19.462026] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:19.462089] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:19.522179] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:19.523117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:19.523205] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:19.523241] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:19.651039] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:19.651201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:19.651244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:19.651274] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:19.655406] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: DOWN (p=49.58%)
[2026-02-11T20:30:19.655802] [INFO ] [FORECASTER] Completed predict_future for RCS
[2026-02-11T20:30:19.655997] [INFO ] [sig       ] RCS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:19.809979] [INFO ] [LOCAL     ] Saved forecast: RCS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RCS.txt
[2026-02-11T20:30:19.810144] [INFO ] [sig       ] [2559/3412] Completed RCS in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.1m
[2026-02-11T20:30:19.810186] [INFO ] [sig       ] [2560/3412] Forecasting RCUS...
[2026-02-11T20:30:19.810219] [INFO ] [sig       ] Generating forecast for: RCUS
[2026-02-11T20:30:19.810251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2026-02-11T20:30:19.823530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2026-02-11T20:30:19.824002] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2026-02-11T20:30:19.825081] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2026-02-11T20:30:19.825145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:19.825185] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:19.825220] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:19.825296] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:19.891539] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:19.892442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:19.892527] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:19.892561] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:20.021303] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:20.021465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:20.021507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:20.021535] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:20.025023] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: DOWN (p=44.42%)
[2026-02-11T20:30:20.025312] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2026-02-11T20:30:20.025442] [INFO ] [sig       ] RCUS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:20.168328] [INFO ] [LOCAL     ] Saved forecast: RCUS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RCUS.txt
[2026-02-11T20:30:20.168503] [INFO ] [sig       ] [2560/3412] Completed RCUS in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.1m
[2026-02-11T20:30:20.168552] [INFO ] [sig       ] [2561/3412] Forecasting RDCM...
[2026-02-11T20:30:20.168602] [INFO ] [sig       ] Generating forecast for: RDCM
[2026-02-11T20:30:20.168647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2026-02-11T20:30:20.181493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2026-02-11T20:30:20.181933] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2026-02-11T20:30:20.182830] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2026-02-11T20:30:20.182886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:20.182920] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:20.182950] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:20.183016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:20.244715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:20.245647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:20.245744] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:20.245781] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:20.372612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:20.372773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:20.372816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:20.372845] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:20.376472] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: UP (p=90.18%)
[2026-02-11T20:30:20.376788] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2026-02-11T20:30:20.376924] [INFO ] [sig       ] RDCM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:20.530235] [INFO ] [LOCAL     ] Saved forecast: RDCM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RDCM.txt
[2026-02-11T20:30:20.530391] [INFO ] [sig       ] [2561/3412] Completed RDCM in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.1m
[2026-02-11T20:30:20.530435] [INFO ] [sig       ] [2562/3412] Forecasting RDVY...
[2026-02-11T20:30:20.530474] [INFO ] [sig       ] Generating forecast for: RDVY
[2026-02-11T20:30:20.530507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2026-02-11T20:30:20.542294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2026-02-11T20:30:20.542678] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2026-02-11T20:30:20.543509] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2026-02-11T20:30:20.543565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:20.543618] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:20.543646] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:20.543706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:20.604068] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:20.604948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:20.605040] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:20.605074] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:20.732588] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:20.732757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:20.732802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:20.732873] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:20.736856] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=15.55%)
[2026-02-11T20:30:20.737151] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2026-02-11T20:30:20.737290] [INFO ] [sig       ] RDVY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:20.896476] [INFO ] [LOCAL     ] Saved forecast: RDVY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RDVY.txt
[2026-02-11T20:30:20.896664] [INFO ] [sig       ] [2562/3412] Completed RDVY in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.1m
[2026-02-11T20:30:20.896708] [INFO ] [sig       ] [2563/3412] Forecasting RDY...
[2026-02-11T20:30:20.896746] [INFO ] [sig       ] Generating forecast for: RDY
[2026-02-11T20:30:20.896783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2026-02-11T20:30:20.909609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2026-02-11T20:30:20.909990] [INFO ] [FORECASTER] Starting predict_future for RDY
[2026-02-11T20:30:20.910879] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2026-02-11T20:30:20.910933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:20.910974] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:20.911002] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:20.911078] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:20.968927] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:20.969919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:20.970032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:20.970068] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:21.094658] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:21.094818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:21.094862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:21.094892] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:21.098478] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: DOWN (p=16.00%)
[2026-02-11T20:30:21.098787] [INFO ] [FORECASTER] Completed predict_future for RDY
[2026-02-11T20:30:21.098923] [INFO ] [sig       ] RDY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:21.243609] [INFO ] [LOCAL     ] Saved forecast: RDY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RDY.txt
[2026-02-11T20:30:21.243767] [INFO ] [sig       ] [2563/3412] Completed RDY in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.1m
[2026-02-11T20:30:21.243809] [INFO ] [sig       ] [2564/3412] Forecasting REAL...
[2026-02-11T20:30:21.243840] [INFO ] [sig       ] Generating forecast for: REAL
[2026-02-11T20:30:21.243882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2026-02-11T20:30:21.256205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2026-02-11T20:30:21.256536] [INFO ] [FORECASTER] Starting predict_future for REAL
[2026-02-11T20:30:21.257484] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2026-02-11T20:30:21.257566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:21.257634] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:21.257671] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:21.257747] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:21.319006] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:21.319778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:21.319886] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:21.319933] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:21.447012] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:21.447170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:21.447220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:21.447267] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:21.451592] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: UP (p=73.84%)
[2026-02-11T20:30:21.451900] [INFO ] [FORECASTER] Completed predict_future for REAL
[2026-02-11T20:30:21.452057] [INFO ] [sig       ] REAL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:21.607784] [INFO ] [LOCAL     ] Saved forecast: REAL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/REAL.txt
[2026-02-11T20:30:21.607938] [INFO ] [sig       ] [2564/3412] Completed REAL in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.1m
[2026-02-11T20:30:21.607982] [INFO ] [sig       ] [2565/3412] Forecasting REAX...
[2026-02-11T20:30:21.608015] [INFO ] [sig       ] Generating forecast for: REAX
[2026-02-11T20:30:21.608047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2026-02-11T20:30:21.621032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2026-02-11T20:30:21.621371] [INFO ] [FORECASTER] Starting predict_future for REAX
[2026-02-11T20:30:21.622240] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2026-02-11T20:30:21.622307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:21.622354] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:21.622396] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:21.622476] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:21.690380] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:21.691520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:21.691672] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:21.691719] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:21.819154] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:21.819321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:21.819363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:21.819446] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:21.823093] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=81.60%)
[2026-02-11T20:30:21.823459] [INFO ] [FORECASTER] Completed predict_future for REAX
[2026-02-11T20:30:21.823630] [INFO ] [sig       ] REAX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:21.967041] [INFO ] [LOCAL     ] Saved forecast: REAX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/REAX.txt
[2026-02-11T20:30:21.967174] [INFO ] [sig       ] [2565/3412] Completed REAX in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-11T20:30:21.967212] [INFO ] [sig       ] [2566/3412] Forecasting REBN...
[2026-02-11T20:30:21.967242] [INFO ] [sig       ] Generating forecast for: REBN
[2026-02-11T20:30:21.967272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2026-02-11T20:30:21.979495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2026-02-11T20:30:21.979793] [INFO ] [FORECASTER] Starting predict_future for REBN
[2026-02-11T20:30:21.980840] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2026-02-11T20:30:21.980893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:21.980925] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:21.980952] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:21.981008] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:22.038656] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:22.039266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:22.039351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:22.039383] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:22.157019] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:22.157308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:22.157346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:22.157373] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:22.160795] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2026-02-11T20:30:22.161064] [INFO ] [FORECASTER] Completed predict_future for REBN
[2026-02-11T20:30:22.161387] [INFO ] [sig       ] REBN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:22.303715] [INFO ] [LOCAL     ] Saved forecast: REBN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/REBN.txt
[2026-02-11T20:30:22.303830] [INFO ] [sig       ] [2566/3412] Completed REBN in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-11T20:30:22.303869] [INFO ] [sig       ] [2567/3412] Forecasting REFI...
[2026-02-11T20:30:22.303896] [INFO ] [sig       ] Generating forecast for: REFI
[2026-02-11T20:30:22.303926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2026-02-11T20:30:22.315526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2026-02-11T20:30:22.315817] [INFO ] [FORECASTER] Starting predict_future for REFI
[2026-02-11T20:30:22.316639] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2026-02-11T20:30:22.316691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:22.316723] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:22.316749] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:22.316806] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:22.374413] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:22.375045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:22.375125] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:22.375168] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:22.501513] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:22.501690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:22.501731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:22.501766] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:22.505215] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: DOWN (p=7.93%)
[2026-02-11T20:30:22.505488] [INFO ] [FORECASTER] Completed predict_future for REFI
[2026-02-11T20:30:22.505648] [INFO ] [sig       ] REFI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:22.646881] [INFO ] [LOCAL     ] Saved forecast: REFI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/REFI.txt
[2026-02-11T20:30:22.647006] [INFO ] [sig       ] [2567/3412] Completed REFI in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-11T20:30:22.647044] [INFO ] [sig       ] [2568/3412] Forecasting REG...
[2026-02-11T20:30:22.647073] [INFO ] [sig       ] Generating forecast for: REG
[2026-02-11T20:30:22.647103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2026-02-11T20:30:22.659497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2026-02-11T20:30:22.659779] [INFO ] [FORECASTER] Starting predict_future for REG
[2026-02-11T20:30:22.660565] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2026-02-11T20:30:22.660638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:22.660670] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:22.660697] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:22.660755] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:22.720746] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:22.721385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:22.721467] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:22.721498] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:22.843974] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:22.844112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:22.844151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:22.844179] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:22.848019] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=94.35%)
[2026-02-11T20:30:22.848492] [INFO ] [FORECASTER] Completed predict_future for REG
[2026-02-11T20:30:22.848641] [INFO ] [sig       ] REG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:22.998266] [INFO ] [LOCAL     ] Saved forecast: REG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/REG.txt
[2026-02-11T20:30:22.998434] [INFO ] [sig       ] [2568/3412] Completed REG in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-11T20:30:22.998487] [INFO ] [sig       ] [2569/3412] Forecasting REGN...
[2026-02-11T20:30:22.998519] [INFO ] [sig       ] Generating forecast for: REGN
[2026-02-11T20:30:22.998550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2026-02-11T20:30:23.009989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2026-02-11T20:30:23.010381] [INFO ] [FORECASTER] Starting predict_future for REGN
[2026-02-11T20:30:23.011254] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2026-02-11T20:30:23.011309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:23.011341] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:23.011369] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:23.011439] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:23.069512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:23.070400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:23.070541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:23.070593] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:23.197481] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:23.197723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:23.197773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:23.197805] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:23.201669] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=17.77%)
[2026-02-11T20:30:23.201977] [INFO ] [FORECASTER] Completed predict_future for REGN
[2026-02-11T20:30:23.202112] [INFO ] [sig       ] REGN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:23.367690] [INFO ] [LOCAL     ] Saved forecast: REGN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/REGN.txt
[2026-02-11T20:30:23.367866] [INFO ] [sig       ] [2569/3412] Completed REGN in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-11T20:30:23.367917] [INFO ] [sig       ] [2570/3412] Forecasting RELL...
[2026-02-11T20:30:23.367952] [INFO ] [sig       ] Generating forecast for: RELL
[2026-02-11T20:30:23.367989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2026-02-11T20:30:23.380155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2026-02-11T20:30:23.380547] [INFO ] [FORECASTER] Starting predict_future for RELL
[2026-02-11T20:30:23.381388] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2026-02-11T20:30:23.381441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:23.381472] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:23.381499] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:23.381557] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:23.442482] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:23.443411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:23.443505] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:23.443539] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:23.567020] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:23.567383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:23.567425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:23.567454] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:23.571424] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=38.43%)
[2026-02-11T20:30:23.571735] [INFO ] [FORECASTER] Completed predict_future for RELL
[2026-02-11T20:30:23.571874] [INFO ] [sig       ] RELL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:23.715964] [INFO ] [LOCAL     ] Saved forecast: RELL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RELL.txt
[2026-02-11T20:30:23.716128] [INFO ] [sig       ] [2570/3412] Completed RELL in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-11T20:30:23.716170] [INFO ] [sig       ] [2571/3412] Forecasting RELX...
[2026-02-11T20:30:23.716199] [INFO ] [sig       ] Generating forecast for: RELX
[2026-02-11T20:30:23.716230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2026-02-11T20:30:23.729004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2026-02-11T20:30:23.729553] [INFO ] [FORECASTER] Starting predict_future for RELX
[2026-02-11T20:30:23.730560] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2026-02-11T20:30:23.730633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:23.730665] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:23.730692] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:23.730747] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:23.791153] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:23.792057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:23.792143] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:23.792176] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:23.919223] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:23.919402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:23.919445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:23.919473] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:23.923144] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2026-02-11T20:30:23.923429] [INFO ] [FORECASTER] Completed predict_future for RELX
[2026-02-11T20:30:23.923560] [INFO ] [sig       ] RELX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:24.078758] [INFO ] [LOCAL     ] Saved forecast: RELX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RELX.txt
[2026-02-11T20:30:24.078936] [INFO ] [sig       ] [2571/3412] Completed RELX in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-11T20:30:24.078986] [INFO ] [sig       ] [2572/3412] Forecasting RELY...
[2026-02-11T20:30:24.079023] [INFO ] [sig       ] Generating forecast for: RELY
[2026-02-11T20:30:24.079059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2026-02-11T20:30:24.091374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2026-02-11T20:30:24.091690] [INFO ] [FORECASTER] Starting predict_future for RELY
[2026-02-11T20:30:24.092541] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2026-02-11T20:30:24.092613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:24.092654] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:24.092681] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:24.092740] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:24.151755] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:24.152504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:24.152607] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:24.152644] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:24.274856] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:24.275065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:24.275120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:24.275159] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:24.280198] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=22.13%)
[2026-02-11T20:30:24.280513] [INFO ] [FORECASTER] Completed predict_future for RELY
[2026-02-11T20:30:24.280671] [INFO ] [sig       ] RELY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:24.423268] [INFO ] [LOCAL     ] Saved forecast: RELY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RELY.txt
[2026-02-11T20:30:24.423430] [INFO ] [sig       ] [2572/3412] Completed RELY in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-11T20:30:24.423487] [INFO ] [sig       ] [2573/3412] Forecasting REPL...
[2026-02-11T20:30:24.423523] [INFO ] [sig       ] Generating forecast for: REPL
[2026-02-11T20:30:24.423562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2026-02-11T20:30:24.435469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2026-02-11T20:30:24.435800] [INFO ] [FORECASTER] Starting predict_future for REPL
[2026-02-11T20:30:24.436645] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2026-02-11T20:30:24.436705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:24.436740] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:24.436768] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:24.436828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:24.497467] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:24.498262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:24.498346] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:24.498379] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:24.622062] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:24.622219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:24.622260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:24.622288] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:24.625807] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2026-02-11T20:30:24.626119] [INFO ] [FORECASTER] Completed predict_future for REPL
[2026-02-11T20:30:24.626248] [INFO ] [sig       ] REPL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:24.769389] [INFO ] [LOCAL     ] Saved forecast: REPL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/REPL.txt
[2026-02-11T20:30:24.769533] [INFO ] [sig       ] [2573/3412] Completed REPL in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-11T20:30:24.769594] [INFO ] [sig       ] [2574/3412] Forecasting RERE...
[2026-02-11T20:30:24.769635] [INFO ] [sig       ] Generating forecast for: RERE
[2026-02-11T20:30:24.769667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2026-02-11T20:30:24.781675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2026-02-11T20:30:24.782006] [INFO ] [FORECASTER] Starting predict_future for RERE
[2026-02-11T20:30:24.782856] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2026-02-11T20:30:24.782910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:24.782947] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:24.782977] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:24.783036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:24.843558] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:24.844276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:24.844359] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:24.844391] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:24.968097] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:24.968257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:24.968301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:24.968333] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:24.972450] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2026-02-11T20:30:24.972756] [INFO ] [FORECASTER] Completed predict_future for RERE
[2026-02-11T20:30:24.972894] [INFO ] [sig       ] RERE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:25.125496] [INFO ] [LOCAL     ] Saved forecast: RERE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RERE.txt
[2026-02-11T20:30:25.125697] [INFO ] [sig       ] [2574/3412] Completed RERE in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-11T20:30:25.125744] [INFO ] [sig       ] [2575/3412] Forecasting RES...
[2026-02-11T20:30:25.125776] [INFO ] [sig       ] Generating forecast for: RES
[2026-02-11T20:30:25.125809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2026-02-11T20:30:25.137908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2026-02-11T20:30:25.138317] [INFO ] [FORECASTER] Starting predict_future for RES
[2026-02-11T20:30:25.139339] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2026-02-11T20:30:25.139396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:25.139430] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:25.139459] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:25.139518] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:25.201504] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:25.202354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:25.202439] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:25.202473] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:25.327096] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:25.327263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:25.327305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:25.327335] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:25.331504] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=90.02%)
[2026-02-11T20:30:25.331846] [INFO ] [FORECASTER] Completed predict_future for RES
[2026-02-11T20:30:25.332011] [INFO ] [sig       ] RES: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:25.479475] [INFO ] [LOCAL     ] Saved forecast: RES	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RES.txt
[2026-02-11T20:30:25.479636] [INFO ] [sig       ] [2575/3412] Completed RES in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-11T20:30:25.479678] [INFO ] [sig       ] [2576/3412] Forecasting REX...
[2026-02-11T20:30:25.479707] [INFO ] [sig       ] Generating forecast for: REX
[2026-02-11T20:30:25.479737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2026-02-11T20:30:25.490917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2026-02-11T20:30:25.491506] [INFO ] [FORECASTER] Starting predict_future for REX
[2026-02-11T20:30:25.492563] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2026-02-11T20:30:25.492659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:25.492691] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:25.492717] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:25.492774] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:25.552828] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:25.553764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:25.553859] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:25.553918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:25.677953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:25.678116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:25.678158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:25.678187] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:25.682204] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=50.47%)
[2026-02-11T20:30:25.682514] [INFO ] [FORECASTER] Completed predict_future for REX
[2026-02-11T20:30:25.682681] [INFO ] [sig       ] REX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:25.830453] [INFO ] [LOCAL     ] Saved forecast: REX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/REX.txt
[2026-02-11T20:30:25.830640] [INFO ] [sig       ] [2576/3412] Completed REX in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 5.0m
[2026-02-11T20:30:25.830682] [INFO ] [sig       ] [2577/3412] Forecasting REYN...
[2026-02-11T20:30:25.830713] [INFO ] [sig       ] Generating forecast for: REYN
[2026-02-11T20:30:25.830742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2026-02-11T20:30:25.844214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2026-02-11T20:30:25.844643] [INFO ] [FORECASTER] Starting predict_future for REYN
[2026-02-11T20:30:25.845485] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2026-02-11T20:30:25.845540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:25.845590] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:25.845622] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:25.845681] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:25.906871] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:25.907831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:25.907918] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:25.907952] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:26.031347] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:26.031512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:26.031554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:26.031604] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:26.035236] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2026-02-11T20:30:26.035545] [INFO ] [FORECASTER] Completed predict_future for REYN
[2026-02-11T20:30:26.035706] [INFO ] [sig       ] REYN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:26.184154] [INFO ] [LOCAL     ] Saved forecast: REYN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/REYN.txt
[2026-02-11T20:30:26.184325] [INFO ] [sig       ] [2577/3412] Completed REYN in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 5.0m
[2026-02-11T20:30:26.184367] [INFO ] [sig       ] [2578/3412] Forecasting REZI...
[2026-02-11T20:30:26.184395] [INFO ] [sig       ] Generating forecast for: REZI
[2026-02-11T20:30:26.184428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2026-02-11T20:30:26.196615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2026-02-11T20:30:26.197052] [INFO ] [FORECASTER] Starting predict_future for REZI
[2026-02-11T20:30:26.197970] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2026-02-11T20:30:26.198030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:26.198077] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:26.198109] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:26.198174] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:26.259174] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:26.260149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:26.260236] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:26.260270] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:26.382482] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:26.382678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:26.382724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:26.382753] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:26.386383] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=28.56%)
[2026-02-11T20:30:26.386751] [INFO ] [FORECASTER] Completed predict_future for REZI
[2026-02-11T20:30:26.386897] [INFO ] [sig       ] REZI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:26.530486] [INFO ] [LOCAL     ] Saved forecast: REZI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/REZI.txt
[2026-02-11T20:30:26.530674] [INFO ] [sig       ] [2578/3412] Completed REZI in 0.3s | 2.80 sym/s | Total: 15.4m | ETA: 5.0m
[2026-02-11T20:30:26.530718] [INFO ] [sig       ] [2579/3412] Forecasting RF...
[2026-02-11T20:30:26.530749] [INFO ] [sig       ] Generating forecast for: RF
[2026-02-11T20:30:26.530779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2026-02-11T20:30:26.542659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2026-02-11T20:30:26.543049] [INFO ] [FORECASTER] Starting predict_future for RF
[2026-02-11T20:30:26.543957] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2026-02-11T20:30:26.544016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:26.544048] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:26.544075] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:26.544131] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:26.603464] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:26.604415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:26.604523] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:26.604607] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:26.736495] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:26.736679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:26.736756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:26.736788] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:26.740492] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=18.71%)
[2026-02-11T20:30:26.740855] [INFO ] [FORECASTER] Completed predict_future for RF
[2026-02-11T20:30:26.741021] [INFO ] [sig       ] RF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:26.890851] [INFO ] [LOCAL     ] Saved forecast: RF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RF.txt
[2026-02-11T20:30:26.891013] [INFO ] [sig       ] [2579/3412] Completed RF in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 5.0m
[2026-02-11T20:30:26.891054] [INFO ] [sig       ] [2580/3412] Forecasting RFI...
[2026-02-11T20:30:26.891275] [INFO ] [sig       ] Generating forecast for: RFI
[2026-02-11T20:30:26.891306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2026-02-11T20:30:26.905211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2026-02-11T20:30:26.905621] [INFO ] [FORECASTER] Starting predict_future for RFI
[2026-02-11T20:30:26.906521] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2026-02-11T20:30:26.906608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:26.906646] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:26.906673] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:26.906731] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:26.969887] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:26.970851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:26.970939] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:26.970972] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:27.102554] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:27.102736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:27.102776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:27.102807] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:27.106289] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=64.31%)
[2026-02-11T20:30:27.106614] [INFO ] [FORECASTER] Completed predict_future for RFI
[2026-02-11T20:30:27.106752] [INFO ] [sig       ] RFI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:27.252193] [INFO ] [LOCAL     ] Saved forecast: RFI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RFI.txt
[2026-02-11T20:30:27.252360] [INFO ] [sig       ] [2580/3412] Completed RFI in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 5.0m
[2026-02-11T20:30:27.252399] [INFO ] [sig       ] [2581/3412] Forecasting RFL...
[2026-02-11T20:30:27.252428] [INFO ] [sig       ] Generating forecast for: RFL
[2026-02-11T20:30:27.252458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2026-02-11T20:30:27.264200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2026-02-11T20:30:27.264628] [INFO ] [FORECASTER] Starting predict_future for RFL
[2026-02-11T20:30:27.265692] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2026-02-11T20:30:27.265756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:27.265787] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:27.265814] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:27.265871] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:27.324932] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:27.325816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:27.325904] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:27.325936] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:27.446179] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:27.446341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:27.446385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:27.446415] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:27.450365] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=25.33%)
[2026-02-11T20:30:27.450747] [INFO ] [FORECASTER] Completed predict_future for RFL
[2026-02-11T20:30:27.450899] [INFO ] [sig       ] RFL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:27.607931] [INFO ] [LOCAL     ] Saved forecast: RFL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RFL.txt
[2026-02-11T20:30:27.608157] [INFO ] [sig       ] [2581/3412] Completed RFL in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 5.0m
[2026-02-11T20:30:27.608218] [INFO ] [sig       ] [2582/3412] Forecasting RFM...
[2026-02-11T20:30:27.608262] [INFO ] [sig       ] Generating forecast for: RFM
[2026-02-11T20:30:27.608299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2026-02-11T20:30:27.620208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2026-02-11T20:30:27.620544] [INFO ] [FORECASTER] Starting predict_future for RFM
[2026-02-11T20:30:27.621429] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2026-02-11T20:30:27.621483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:27.621527] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:27.621555] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:27.621645] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:27.682434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:27.683405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:27.683499] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:27.683532] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:27.798012] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:27.798393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:27.798441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:27.798470] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:27.802904] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=14.74%)
[2026-02-11T20:30:27.803343] [INFO ] [FORECASTER] Completed predict_future for RFM
[2026-02-11T20:30:27.803496] [INFO ] [sig       ] RFM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:27.956396] [INFO ] [LOCAL     ] Saved forecast: RFM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RFM.txt
[2026-02-11T20:30:27.956562] [INFO ] [sig       ] [2582/3412] Completed RFM in 0.3s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-11T20:30:27.956625] [INFO ] [sig       ] [2583/3412] Forecasting RFMZ...
[2026-02-11T20:30:27.956655] [INFO ] [sig       ] Generating forecast for: RFMZ
[2026-02-11T20:30:27.956722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2026-02-11T20:30:27.969810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2026-02-11T20:30:27.970176] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2026-02-11T20:30:27.971080] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2026-02-11T20:30:27.971135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:27.971169] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:27.971197] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:27.971434] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:28.035449] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:28.036382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:28.036473] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:28.036506] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:28.163563] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:28.163758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:28.163802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:28.163831] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:28.168107] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2026-02-11T20:30:28.168496] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2026-02-11T20:30:28.168688] [INFO ] [sig       ] RFMZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:28.321690] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RFMZ.txt
[2026-02-11T20:30:28.321896] [INFO ] [sig       ] [2583/3412] Completed RFMZ in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-11T20:30:28.321953] [INFO ] [sig       ] [2584/3412] Forecasting RGA...
[2026-02-11T20:30:28.321988] [INFO ] [sig       ] Generating forecast for: RGA
[2026-02-11T20:30:28.322019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2026-02-11T20:30:28.338904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2026-02-11T20:30:28.339329] [INFO ] [FORECASTER] Starting predict_future for RGA
[2026-02-11T20:30:28.340428] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2026-02-11T20:30:28.340483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:28.340516] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:28.340542] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:28.340638] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:28.402382] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:28.403305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:28.403394] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:28.403425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:28.527274] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:28.527437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:28.527478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:28.527534] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:28.531080] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=93.60%)
[2026-02-11T20:30:28.531381] [INFO ] [FORECASTER] Completed predict_future for RGA
[2026-02-11T20:30:28.531517] [INFO ] [sig       ] RGA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:28.675277] [INFO ] [LOCAL     ] Saved forecast: RGA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RGA.txt
[2026-02-11T20:30:28.675435] [INFO ] [sig       ] [2584/3412] Completed RGA in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-11T20:30:28.675479] [INFO ] [sig       ] [2585/3412] Forecasting RGCO...
[2026-02-11T20:30:28.675508] [INFO ] [sig       ] Generating forecast for: RGCO
[2026-02-11T20:30:28.675539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2026-02-11T20:30:28.687275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2026-02-11T20:30:28.687705] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2026-02-11T20:30:28.688588] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2026-02-11T20:30:28.688644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:28.688675] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:28.688701] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:28.688757] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:28.749073] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:28.750060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:28.750152] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:28.750185] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:28.862783] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:28.862939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:28.862982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:28.863010] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:28.866925] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: UP (p=52.93%)
[2026-02-11T20:30:28.867217] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2026-02-11T20:30:28.867357] [INFO ] [sig       ] RGCO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:29.011952] [INFO ] [LOCAL     ] Saved forecast: RGCO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RGCO.txt
[2026-02-11T20:30:29.012112] [INFO ] [sig       ] [2585/3412] Completed RGCO in 0.3s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-11T20:30:29.012161] [INFO ] [sig       ] [2586/3412] Forecasting RGEN...
[2026-02-11T20:30:29.012193] [INFO ] [sig       ] Generating forecast for: RGEN
[2026-02-11T20:30:29.012224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2026-02-11T20:30:29.024381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2026-02-11T20:30:29.024753] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2026-02-11T20:30:29.025567] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2026-02-11T20:30:29.025654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:29.025694] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:29.025728] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:29.025791] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:29.091320] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:29.092562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:29.092714] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:29.092757] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:29.221408] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:29.221588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:29.221633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:29.221664] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:29.225116] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2026-02-11T20:30:29.225412] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2026-02-11T20:30:29.225548] [INFO ] [sig       ] RGEN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:29.369483] [INFO ] [LOCAL     ] Saved forecast: RGEN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RGEN.txt
[2026-02-11T20:30:29.369668] [INFO ] [sig       ] [2586/3412] Completed RGEN in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-11T20:30:29.369714] [INFO ] [sig       ] [2587/3412] Forecasting RGLD...
[2026-02-11T20:30:29.369744] [INFO ] [sig       ] Generating forecast for: RGLD
[2026-02-11T20:30:29.369776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2026-02-11T20:30:29.382551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2026-02-11T20:30:29.382993] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2026-02-11T20:30:29.383935] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2026-02-11T20:30:29.383996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:29.384037] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:29.384073] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:29.384145] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:29.441630] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:29.442506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:29.442610] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:29.442648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:29.564963] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:29.565133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:29.565176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:29.565207] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:29.569949] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: UP (p=86.73%)
[2026-02-11T20:30:29.570557] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2026-02-11T20:30:29.570793] [INFO ] [sig       ] RGLD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:29.722528] [INFO ] [LOCAL     ] Saved forecast: RGLD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RGLD.txt
[2026-02-11T20:30:29.722714] [INFO ] [sig       ] [2587/3412] Completed RGLD in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-11T20:30:29.722755] [INFO ] [sig       ] [2588/3412] Forecasting RGNX...
[2026-02-11T20:30:29.722786] [INFO ] [sig       ] Generating forecast for: RGNX
[2026-02-11T20:30:29.722817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2026-02-11T20:30:29.735030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2026-02-11T20:30:29.735625] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2026-02-11T20:30:29.736449] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2026-02-11T20:30:29.736501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:29.736533] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:29.736560] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:29.736640] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:29.800650] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:29.801567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:29.801678] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:29.801712] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:29.932931] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:29.933134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:29.933187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:29.933217] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:29.937761] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2026-02-11T20:30:29.938119] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2026-02-11T20:30:29.938278] [INFO ] [sig       ] RGNX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:30.096768] [INFO ] [LOCAL     ] Saved forecast: RGNX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RGNX.txt
[2026-02-11T20:30:30.096960] [INFO ] [sig       ] [2588/3412] Completed RGNX in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-11T20:30:30.097008] [INFO ] [sig       ] [2589/3412] Forecasting RGP...
[2026-02-11T20:30:30.097040] [INFO ] [sig       ] Generating forecast for: RGP
[2026-02-11T20:30:30.097076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2026-02-11T20:30:30.110560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2026-02-11T20:30:30.110964] [INFO ] [FORECASTER] Starting predict_future for RGP
[2026-02-11T20:30:30.111918] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2026-02-11T20:30:30.111984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:30.112029] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:30.112069] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:30.112136] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:30.176721] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:30.177697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:30.177811] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:30.177861] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:30.302038] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:30.302203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:30.302263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:30.302293] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:30.305912] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: UP (p=84.03%)
[2026-02-11T20:30:30.306229] [INFO ] [FORECASTER] Completed predict_future for RGP
[2026-02-11T20:30:30.306407] [INFO ] [sig       ] RGP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:30.455158] [INFO ] [LOCAL     ] Saved forecast: RGP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RGP.txt
[2026-02-11T20:30:30.455526] [INFO ] [sig       ] [2589/3412] Completed RGP in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-11T20:30:30.455586] [INFO ] [sig       ] [2590/3412] Forecasting RGS...
[2026-02-11T20:30:30.455623] [INFO ] [sig       ] Generating forecast for: RGS
[2026-02-11T20:30:30.455663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2026-02-11T20:30:30.468512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2026-02-11T20:30:30.468958] [INFO ] [FORECASTER] Starting predict_future for RGS
[2026-02-11T20:30:30.470033] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2026-02-11T20:30:30.470092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:30.470125] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:30.470152] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:30.470210] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:30.531070] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:30.532001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:30.532091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:30.532129] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:30.646555] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:30.646741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:30.646783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:30.646813] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:30.650526] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2026-02-11T20:30:30.650857] [INFO ] [FORECASTER] Completed predict_future for RGS
[2026-02-11T20:30:30.651001] [INFO ] [sig       ] RGS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:30.804413] [INFO ] [LOCAL     ] Saved forecast: RGS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RGS.txt
[2026-02-11T20:30:30.804593] [INFO ] [sig       ] [2590/3412] Completed RGS in 0.3s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-11T20:30:30.804637] [INFO ] [sig       ] [2591/3412] Forecasting RGTI...
[2026-02-11T20:30:30.804669] [INFO ] [sig       ] Generating forecast for: RGTI
[2026-02-11T20:30:30.804700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2026-02-11T20:30:30.816847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2026-02-11T20:30:30.817259] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2026-02-11T20:30:30.818221] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2026-02-11T20:30:30.818277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:30.818309] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:30.818337] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:30.818396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:30.877035] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:30.877958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:30.878061] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:30.878095] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:31.006257] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:31.006417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:31.006460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:31.006489] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:31.010072] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=87.25%)
[2026-02-11T20:30:31.010359] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2026-02-11T20:30:31.010494] [INFO ] [sig       ] RGTI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:31.155273] [INFO ] [LOCAL     ] Saved forecast: RGTI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RGTI.txt
[2026-02-11T20:30:31.155437] [INFO ] [sig       ] [2591/3412] Completed RGTI in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-11T20:30:31.155479] [INFO ] [sig       ] [2592/3412] Forecasting RH...
[2026-02-11T20:30:31.155509] [INFO ] [sig       ] Generating forecast for: RH
[2026-02-11T20:30:31.155541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2026-02-11T20:30:31.167408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2026-02-11T20:30:31.167805] [INFO ] [FORECASTER] Starting predict_future for RH
[2026-02-11T20:30:31.168680] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2026-02-11T20:30:31.168734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:31.168769] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:31.168796] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:31.168855] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:31.226307] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:31.227097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:31.227182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:31.227215] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:31.353868] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:31.353975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:31.354016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:31.354045] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:31.357650] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=16.73%)
[2026-02-11T20:30:31.357928] [INFO ] [FORECASTER] Completed predict_future for RH
[2026-02-11T20:30:31.358066] [INFO ] [sig       ] RH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:31.498732] [INFO ] [LOCAL     ] Saved forecast: RH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RH.txt
[2026-02-11T20:30:31.498867] [INFO ] [sig       ] [2592/3412] Completed RH in 0.3s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-11T20:30:31.498906] [INFO ] [sig       ] [2593/3412] Forecasting RHI...
[2026-02-11T20:30:31.498935] [INFO ] [sig       ] Generating forecast for: RHI
[2026-02-11T20:30:31.498966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2026-02-11T20:30:31.509706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2026-02-11T20:30:31.509998] [INFO ] [FORECASTER] Starting predict_future for RHI
[2026-02-11T20:30:31.510868] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2026-02-11T20:30:31.510921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:31.510954] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:31.510990] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:31.511050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:31.569056] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:31.569981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:31.570068] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:31.570101] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:31.693874] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:31.694046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:31.694087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:31.694117] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:31.698206] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=22.04%)
[2026-02-11T20:30:31.698594] [INFO ] [FORECASTER] Completed predict_future for RHI
[2026-02-11T20:30:31.698745] [INFO ] [sig       ] RHI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:31.852526] [INFO ] [LOCAL     ] Saved forecast: RHI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RHI.txt
[2026-02-11T20:30:31.852726] [INFO ] [sig       ] [2593/3412] Completed RHI in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.9m
[2026-02-11T20:30:31.852771] [INFO ] [sig       ] [2594/3412] Forecasting RHP...
[2026-02-11T20:30:31.852803] [INFO ] [sig       ] Generating forecast for: RHP
[2026-02-11T20:30:31.852837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2026-02-11T20:30:31.866253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2026-02-11T20:30:31.866679] [INFO ] [FORECASTER] Starting predict_future for RHP
[2026-02-11T20:30:31.867566] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2026-02-11T20:30:31.867650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:31.867686] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:31.867715] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:31.867775] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:31.934309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:31.935211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:31.935493] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:31.935526] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:32.059981] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:32.060148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:32.060199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:32.060261] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:32.063792] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2026-02-11T20:30:32.064082] [INFO ] [FORECASTER] Completed predict_future for RHP
[2026-02-11T20:30:32.064229] [INFO ] [sig       ] RHP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:32.211749] [INFO ] [LOCAL     ] Saved forecast: RHP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RHP.txt
[2026-02-11T20:30:32.211908] [INFO ] [sig       ] [2594/3412] Completed RHP in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.9m
[2026-02-11T20:30:32.211951] [INFO ] [sig       ] [2595/3412] Forecasting RIG...
[2026-02-11T20:30:32.211980] [INFO ] [sig       ] Generating forecast for: RIG
[2026-02-11T20:30:32.212011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2026-02-11T20:30:32.224332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2026-02-11T20:30:32.224711] [INFO ] [FORECASTER] Starting predict_future for RIG
[2026-02-11T20:30:32.225510] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2026-02-11T20:30:32.225562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:32.225626] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:32.225655] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:32.225712] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:32.283370] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:32.284293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:32.284380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:32.284415] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:32.413829] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:32.413993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:32.414036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:32.414065] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:32.418243] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=81.07%)
[2026-02-11T20:30:32.418530] [INFO ] [FORECASTER] Completed predict_future for RIG
[2026-02-11T20:30:32.418686] [INFO ] [sig       ] RIG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:32.566449] [INFO ] [LOCAL     ] Saved forecast: RIG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RIG.txt
[2026-02-11T20:30:32.566600] [INFO ] [sig       ] [2595/3412] Completed RIG in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.9m
[2026-02-11T20:30:32.566645] [INFO ] [sig       ] [2596/3412] Forecasting RIGL...
[2026-02-11T20:30:32.566675] [INFO ] [sig       ] Generating forecast for: RIGL
[2026-02-11T20:30:32.566704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2026-02-11T20:30:32.579804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2026-02-11T20:30:32.580097] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2026-02-11T20:30:32.580912] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2026-02-11T20:30:32.580964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:32.580995] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:32.581022] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:32.581079] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:32.644290] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:32.645175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:32.645266] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:32.645310] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:32.768289] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:32.768491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:32.768534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:32.768562] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:32.772064] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=62.76%)
[2026-02-11T20:30:32.772379] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2026-02-11T20:30:32.772509] [INFO ] [sig       ] RIGL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:32.916124] [INFO ] [LOCAL     ] Saved forecast: RIGL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RIGL.txt
[2026-02-11T20:30:32.916288] [INFO ] [sig       ] [2596/3412] Completed RIGL in 0.3s | 2.80 sym/s | Total: 15.5m | ETA: 4.9m
[2026-02-11T20:30:32.916353] [INFO ] [sig       ] [2597/3412] Forecasting RILY...
[2026-02-11T20:30:32.916385] [INFO ] [sig       ] Generating forecast for: RILY
[2026-02-11T20:30:32.916423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2026-02-11T20:30:32.927787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2026-02-11T20:30:32.928152] [INFO ] [FORECASTER] Starting predict_future for RILY
[2026-02-11T20:30:32.928974] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2026-02-11T20:30:32.929027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:32.929059] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:32.929086] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:32.929143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:32.989072] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:32.989990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:32.990077] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:32.990111] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:33.116842] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:33.117008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:33.117049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:33.117078] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:33.120916] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2026-02-11T20:30:33.121206] [INFO ] [FORECASTER] Completed predict_future for RILY
[2026-02-11T20:30:33.121336] [INFO ] [sig       ] RILY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:33.270048] [INFO ] [LOCAL     ] Saved forecast: RILY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RILY.txt
[2026-02-11T20:30:33.270211] [INFO ] [sig       ] [2597/3412] Completed RILY in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.9m
[2026-02-11T20:30:33.270250] [INFO ] [sig       ] [2598/3412] Forecasting RILYN...
[2026-02-11T20:30:33.270284] [INFO ] [sig       ] Generating forecast for: RILYN
[2026-02-11T20:30:33.270315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2026-02-11T20:30:33.281788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2026-02-11T20:30:33.282145] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2026-02-11T20:30:33.283002] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2026-02-11T20:30:33.283055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:33.283088] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:33.283115] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:33.283177] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:33.345728] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:33.346708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:33.346796] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:33.346830] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:33.464043] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:33.464207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:33.464253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:33.464281] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:33.467795] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2026-02-11T20:30:33.468095] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2026-02-11T20:30:33.468254] [INFO ] [sig       ] RILYN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:33.616122] [INFO ] [LOCAL     ] Saved forecast: RILYN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RILYN.txt
[2026-02-11T20:30:33.616290] [INFO ] [sig       ] [2598/3412] Completed RILYN in 0.3s | 2.80 sym/s | Total: 15.5m | ETA: 4.9m
[2026-02-11T20:30:33.616334] [INFO ] [sig       ] [2599/3412] Forecasting RILYZ...
[2026-02-11T20:30:33.616363] [INFO ] [sig       ] Generating forecast for: RILYZ
[2026-02-11T20:30:33.616394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2026-02-11T20:30:33.628044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2026-02-11T20:30:33.628406] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2026-02-11T20:30:33.629251] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2026-02-11T20:30:33.629305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:33.629338] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:33.629366] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:33.629425] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:33.690942] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:33.692032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:33.692119] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:33.692155] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:33.819174] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:33.819347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:33.819388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:33.819417] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:33.822966] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=25.37%)
[2026-02-11T20:30:33.823261] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2026-02-11T20:30:33.823396] [INFO ] [sig       ] RILYZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:33.985102] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RILYZ.txt
[2026-02-11T20:30:33.985284] [INFO ] [sig       ] [2599/3412] Completed RILYZ in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-11T20:30:33.985357] [INFO ] [sig       ] [2600/3412] Forecasting RING...
[2026-02-11T20:30:33.985387] [INFO ] [sig       ] Generating forecast for: RING
[2026-02-11T20:30:33.985418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2026-02-11T20:30:33.998124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2026-02-11T20:30:33.998712] [INFO ] [FORECASTER] Starting predict_future for RING
[2026-02-11T20:30:33.999825] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2026-02-11T20:30:33.999880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:33.999914] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:33.999942] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:34] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:34.065970] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:34.067133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:34.067229] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:34.067264] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:34.196885] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:34.197050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:34.197094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:34.197143] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:34.201257] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=85.01%)
[2026-02-11T20:30:34.201765] [INFO ] [FORECASTER] Completed predict_future for RING
[2026-02-11T20:30:34.201900] [INFO ] [sig       ] RING: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:34.358045] [INFO ] [LOCAL     ] Saved forecast: RING	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RING.txt
[2026-02-11T20:30:34.358203] [INFO ] [sig       ] [2600/3412] Completed RING in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-11T20:30:34.358245] [INFO ] [sig       ] [2601/3412] Forecasting RIO...
[2026-02-11T20:30:34.358273] [INFO ] [sig       ] Generating forecast for: RIO
[2026-02-11T20:30:34.358304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2026-02-11T20:30:34.369933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2026-02-11T20:30:34.370281] [INFO ] [FORECASTER] Starting predict_future for RIO
[2026-02-11T20:30:34.371102] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2026-02-11T20:30:34.371154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:34.371186] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:34.371213] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:34.371270] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:34.432207] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:34.433115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:34.433204] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:34.433241] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:34.568627] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:34.568793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:34.568834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:34.568862] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:34.572776] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=77.41%)
[2026-02-11T20:30:34.573063] [INFO ] [FORECASTER] Completed predict_future for RIO
[2026-02-11T20:30:34.573196] [INFO ] [sig       ] RIO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:34.723276] [INFO ] [LOCAL     ] Saved forecast: RIO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RIO.txt
[2026-02-11T20:30:34.723445] [INFO ] [sig       ] [2601/3412] Completed RIO in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-11T20:30:34.723488] [INFO ] [sig       ] [2602/3412] Forecasting RITM...
[2026-02-11T20:30:34.723516] [INFO ] [sig       ] Generating forecast for: RITM
[2026-02-11T20:30:34.723545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2026-02-11T20:30:34.735770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2026-02-11T20:30:34.736168] [INFO ] [FORECASTER] Starting predict_future for RITM
[2026-02-11T20:30:34.737014] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2026-02-11T20:30:34.737068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:34.737101] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:34.737129] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:34.737201] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:34.797929] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:34.798872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:34.798965] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:34.799001] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:34.916612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:34.916770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:34.916810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:34.916838] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:34.920784] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=54.46%)
[2026-02-11T20:30:34.921059] [INFO ] [FORECASTER] Completed predict_future for RITM
[2026-02-11T20:30:34.921186] [INFO ] [sig       ] RITM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:35.064207] [INFO ] [LOCAL     ] Saved forecast: RITM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RITM.txt
[2026-02-11T20:30:35.064346] [INFO ] [sig       ] [2602/3412] Completed RITM in 0.3s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-11T20:30:35.064386] [INFO ] [sig       ] [2603/3412] Forecasting RIVN...
[2026-02-11T20:30:35.064413] [INFO ] [sig       ] Generating forecast for: RIVN
[2026-02-11T20:30:35.064443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2026-02-11T20:30:35.076416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2026-02-11T20:30:35.076700] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2026-02-11T20:30:35.077485] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2026-02-11T20:30:35.077559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:35.077618] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:35.077670] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:35.077729] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:35.137371] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:35.138051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:35.138135] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:35.138168] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:35.262192] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:35.262349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:35.262390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:35.262419] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:35.266358] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: UP (p=66.09%)
[2026-02-11T20:30:35.266651] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2026-02-11T20:30:35.266782] [INFO ] [sig       ] RIVN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:35.410971] [INFO ] [LOCAL     ] Saved forecast: RIVN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RIVN.txt
[2026-02-11T20:30:35.411102] [INFO ] [sig       ] [2603/3412] Completed RIVN in 0.3s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-11T20:30:35.411144] [INFO ] [sig       ] [2604/3412] Forecasting RKLB...
[2026-02-11T20:30:35.411181] [INFO ] [sig       ] Generating forecast for: RKLB
[2026-02-11T20:30:35.411217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2026-02-11T20:30:35.423106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2026-02-11T20:30:35.423414] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2026-02-11T20:30:35.424234] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2026-02-11T20:30:35.424300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:35.424333] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:35.424360] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:35.424428] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:35.487698] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:35.488838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:35.488929] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:35.488962] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:35.614831] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:35.614991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:35.615032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:35.615061] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:35.619002] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2026-02-11T20:30:35.619301] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2026-02-11T20:30:35.619432] [INFO ] [sig       ] RKLB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:35.762530] [INFO ] [LOCAL     ] Saved forecast: RKLB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RKLB.txt
[2026-02-11T20:30:35.762693] [INFO ] [sig       ] [2604/3412] Completed RKLB in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-11T20:30:35.762743] [INFO ] [sig       ] [2605/3412] Forecasting RL...
[2026-02-11T20:30:35.762778] [INFO ] [sig       ] Generating forecast for: RL
[2026-02-11T20:30:35.762814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2026-02-11T20:30:35.775163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2026-02-11T20:30:35.775455] [INFO ] [FORECASTER] Starting predict_future for RL
[2026-02-11T20:30:35.776610] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2026-02-11T20:30:35.776662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:35.776694] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:35.776721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:35.776779] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:35.838313] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:35.839189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:35.839287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:35.839326] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:35.965870] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:35.966035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:35.966077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:35.966106] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:35.970013] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: DOWN (p=12.70%)
[2026-02-11T20:30:35.970510] [INFO ] [FORECASTER] Completed predict_future for RL
[2026-02-11T20:30:35.970668] [INFO ] [sig       ] RL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:36.117286] [INFO ] [LOCAL     ] Saved forecast: RL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RL.txt
[2026-02-11T20:30:36.117453] [INFO ] [sig       ] [2605/3412] Completed RL in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-11T20:30:36.117514] [INFO ] [sig       ] [2606/3412] Forecasting RLAY...
[2026-02-11T20:30:36.117552] [INFO ] [sig       ] Generating forecast for: RLAY
[2026-02-11T20:30:36.117605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2026-02-11T20:30:36.129839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2026-02-11T20:30:36.130208] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2026-02-11T20:30:36.131260] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2026-02-11T20:30:36.131325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:36.131359] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:36.131386] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:36.131443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:36.192658] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:36.193757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:36.193874] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:36.193923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:36.366612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:36.366801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:36.366868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:36.366918] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:36.372411] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=10.29%)
[2026-02-11T20:30:36.372886] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2026-02-11T20:30:36.373079] [INFO ] [sig       ] RLAY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:36.558333] [INFO ] [LOCAL     ] Saved forecast: RLAY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RLAY.txt
[2026-02-11T20:30:36.558474] [INFO ] [sig       ] [2606/3412] Completed RLAY in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-11T20:30:36.558516] [INFO ] [sig       ] [2607/3412] Forecasting RLI...
[2026-02-11T20:30:36.558546] [INFO ] [sig       ] Generating forecast for: RLI
[2026-02-11T20:30:36.558595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2026-02-11T20:30:36.570030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2026-02-11T20:30:36.570325] [INFO ] [FORECASTER] Starting predict_future for RLI
[2026-02-11T20:30:36.571338] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2026-02-11T20:30:36.571390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:36.571422] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:36.571449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:36.571505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:36.631510] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:36.632463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:36.632556] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:36.632612] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:36.757268] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:36.757442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:36.757512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:36.757553] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:36.761867] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=80.63%)
[2026-02-11T20:30:36.762238] [INFO ] [FORECASTER] Completed predict_future for RLI
[2026-02-11T20:30:36.762391] [INFO ] [sig       ] RLI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:36.915920] [INFO ] [LOCAL     ] Saved forecast: RLI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RLI.txt
[2026-02-11T20:30:36.916113] [INFO ] [sig       ] [2607/3412] Completed RLI in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-11T20:30:36.916155] [INFO ] [sig       ] [2608/3412] Forecasting RLJ...
[2026-02-11T20:30:36.916186] [INFO ] [sig       ] Generating forecast for: RLJ
[2026-02-11T20:30:36.916220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2026-02-11T20:30:36.928776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2026-02-11T20:30:36.929191] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2026-02-11T20:30:36.930128] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2026-02-11T20:30:36.930184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:36.930220] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:36.930256] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:36.930319] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:36.992772] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:36.993869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:36.993960] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:36.993994] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:37.117194] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:37.117353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:37.117394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:37.117424] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:37.121200] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=37.54%)
[2026-02-11T20:30:37.121497] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2026-02-11T20:30:37.121650] [INFO ] [sig       ] RLJ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:37.263789] [INFO ] [LOCAL     ] Saved forecast: RLJ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RLJ.txt
[2026-02-11T20:30:37.263947] [INFO ] [sig       ] [2608/3412] Completed RLJ in 0.3s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-11T20:30:37.263990] [INFO ] [sig       ] [2609/3412] Forecasting RLMD...
[2026-02-11T20:30:37.264018] [INFO ] [sig       ] Generating forecast for: RLMD
[2026-02-11T20:30:37.264048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2026-02-11T20:30:37.278099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2026-02-11T20:30:37.278498] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2026-02-11T20:30:37.279436] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2026-02-11T20:30:37.279492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:37.279524] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:37.279550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:37.279627] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:37.343041] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:37.344043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:37.344133] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:37.344167] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:37.478157] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:37.478336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:37.478386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:37.478415] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:37.482084] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=62.24%)
[2026-02-11T20:30:37.482387] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2026-02-11T20:30:37.482524] [INFO ] [sig       ] RLMD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:37.629211] [INFO ] [LOCAL     ] Saved forecast: RLMD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RLMD.txt
[2026-02-11T20:30:37.629439] [INFO ] [sig       ] [2609/3412] Completed RLMD in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-11T20:30:37.629486] [INFO ] [sig       ] [2610/3412] Forecasting RLTY...
[2026-02-11T20:30:37.629737] [INFO ] [sig       ] Generating forecast for: RLTY
[2026-02-11T20:30:37.629774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2026-02-11T20:30:37.643604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2026-02-11T20:30:37.644009] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2026-02-11T20:30:37.644879] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2026-02-11T20:30:37.644933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:37.644966] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:37.644992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:37.645050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:37.710405] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:37.711351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:37.711441] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:37.711476] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:37.834739] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:37.834911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:37.834954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:37.834984] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:37.839371] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=26.53%)
[2026-02-11T20:30:37.839753] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2026-02-11T20:30:37.839902] [INFO ] [sig       ] RLTY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:37.988216] [INFO ] [LOCAL     ] Saved forecast: RLTY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RLTY.txt
[2026-02-11T20:30:37.988398] [INFO ] [sig       ] [2610/3412] Completed RLTY in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.8m
[2026-02-11T20:30:37.988443] [INFO ] [sig       ] [2611/3412] Forecasting RLX...
[2026-02-11T20:30:37.988473] [INFO ] [sig       ] Generating forecast for: RLX
[2026-02-11T20:30:37.988506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2026-02-11T20:30:38.001283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2026-02-11T20:30:38.001730] [INFO ] [FORECASTER] Starting predict_future for RLX
[2026-02-11T20:30:38.003020] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2026-02-11T20:30:38.003075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:38.003108] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:38.003136] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:38.003195] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:38.065785] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:38.066711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:38.066809] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:38.066845] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:38.191463] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:38.191718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:38.191764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:38.191793] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:38.195331] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=12.95%)
[2026-02-11T20:30:38.195683] [INFO ] [FORECASTER] Completed predict_future for RLX
[2026-02-11T20:30:38.195824] [INFO ] [sig       ] RLX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:38.342890] [INFO ] [LOCAL     ] Saved forecast: RLX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RLX.txt
[2026-02-11T20:30:38.343054] [INFO ] [sig       ] [2611/3412] Completed RLX in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.8m
[2026-02-11T20:30:38.343094] [INFO ] [sig       ] [2612/3412] Forecasting RM...
[2026-02-11T20:30:38.343125] [INFO ] [sig       ] Generating forecast for: RM
[2026-02-11T20:30:38.343157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2026-02-11T20:30:38.357126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2026-02-11T20:30:38.357598] [INFO ] [FORECASTER] Starting predict_future for RM
[2026-02-11T20:30:38.358471] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2026-02-11T20:30:38.358526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:38.358560] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:38.358614] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:38.358675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:38.430268] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:38.431879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:38.431997] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:38.432053] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:38.581376] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:38.581540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:38.581603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:38.581636] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:38.585528] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=67.28%)
[2026-02-11T20:30:38.585937] [INFO ] [FORECASTER] Completed predict_future for RM
[2026-02-11T20:30:38.586089] [INFO ] [sig       ] RM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:38.751890] [INFO ] [LOCAL     ] Saved forecast: RM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RM.txt
[2026-02-11T20:30:38.752061] [INFO ] [sig       ] [2612/3412] Completed RM in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.8m
[2026-02-11T20:30:38.752103] [INFO ] [sig       ] [2613/3412] Forecasting RMAX...
[2026-02-11T20:30:38.752136] [INFO ] [sig       ] Generating forecast for: RMAX
[2026-02-11T20:30:38.752169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2026-02-11T20:30:38.765841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2026-02-11T20:30:38.766258] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2026-02-11T20:30:38.767361] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2026-02-11T20:30:38.767418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:38.767452] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:38.767482] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:38.767653] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:38.829653] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:38.830603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:38.830736] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:38.830772] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:38.952307] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:38.952494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:38.952564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:38.952622] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:38.957006] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=70.37%)
[2026-02-11T20:30:38.957309] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2026-02-11T20:30:38.957446] [INFO ] [sig       ] RMAX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:39.110886] [INFO ] [LOCAL     ] Saved forecast: RMAX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RMAX.txt
[2026-02-11T20:30:39.111054] [INFO ] [sig       ] [2613/3412] Completed RMAX in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.8m
[2026-02-11T20:30:39.111097] [INFO ] [sig       ] [2614/3412] Forecasting RMBI...
[2026-02-11T20:30:39.111132] [INFO ] [sig       ] Generating forecast for: RMBI
[2026-02-11T20:30:39.111166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2026-02-11T20:30:39.124324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2026-02-11T20:30:39.124921] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2026-02-11T20:30:39.125991] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2026-02-11T20:30:39.126046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:39.126081] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:39.126110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:39.126169] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:39.188424] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:39.189340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:39.189429] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:39.189462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:39.307994] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:39.308160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:39.308201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:39.308230] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:39.311744] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2026-02-11T20:30:39.312045] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2026-02-11T20:30:39.312182] [INFO ] [sig       ] RMBI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:39.467667] [INFO ] [LOCAL     ] Saved forecast: RMBI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RMBI.txt
[2026-02-11T20:30:39.467835] [INFO ] [sig       ] [2614/3412] Completed RMBI in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.8m
[2026-02-11T20:30:39.467878] [INFO ] [sig       ] [2615/3412] Forecasting RMBS...
[2026-02-11T20:30:39.467907] [INFO ] [sig       ] Generating forecast for: RMBS
[2026-02-11T20:30:39.467936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2026-02-11T20:30:39.481469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2026-02-11T20:30:39.482063] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2026-02-11T20:30:39.482990] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2026-02-11T20:30:39.483049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:39.483082] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:39.483110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:39.483169] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:39.552029] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:39.553743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:39.553940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:39.553983] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:39.681055] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:39.681228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:39.681273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:39.681303] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:39.685533] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=18.76%)
[2026-02-11T20:30:39.686067] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2026-02-11T20:30:39.686229] [INFO ] [sig       ] RMBS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:39.839120] [INFO ] [LOCAL     ] Saved forecast: RMBS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RMBS.txt
[2026-02-11T20:30:39.839298] [INFO ] [sig       ] [2615/3412] Completed RMBS in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-11T20:30:39.839351] [INFO ] [sig       ] [2616/3412] Forecasting RMD...
[2026-02-11T20:30:39.839386] [INFO ] [sig       ] Generating forecast for: RMD
[2026-02-11T20:30:39.839427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2026-02-11T20:30:39.852325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2026-02-11T20:30:39.852938] [INFO ] [FORECASTER] Starting predict_future for RMD
[2026-02-11T20:30:39.854054] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2026-02-11T20:30:39.854109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:39.854143] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:39.854170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:39.854236] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:39.916552] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:39.917535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:39.917649] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:39.917684] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:40.046477] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:40.046664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:40.046711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:40.046743] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:40.050376] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=51.79%)
[2026-02-11T20:30:40.050700] [INFO ] [FORECASTER] Completed predict_future for RMD
[2026-02-11T20:30:40.050846] [INFO ] [sig       ] RMD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:40.218231] [INFO ] [LOCAL     ] Saved forecast: RMD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RMD.txt
[2026-02-11T20:30:40.218423] [INFO ] [sig       ] [2616/3412] Completed RMD in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-11T20:30:40.218483] [INFO ] [sig       ] [2617/3412] Forecasting RMI...
[2026-02-11T20:30:40.218520] [INFO ] [sig       ] Generating forecast for: RMI
[2026-02-11T20:30:40.218553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2026-02-11T20:30:40.229813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2026-02-11T20:30:40.230211] [INFO ] [FORECASTER] Starting predict_future for RMI
[2026-02-11T20:30:40.231047] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2026-02-11T20:30:40.231100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:40.231144] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:40.231173] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:40.231230] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:40.289307] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:40.290227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:40.290326] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:40.290366] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:40.410199] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:40.410361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:40.410404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:40.410435] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:40.414047] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=63.46%)
[2026-02-11T20:30:40.414336] [INFO ] [FORECASTER] Completed predict_future for RMI
[2026-02-11T20:30:40.414472] [INFO ] [sig       ] RMI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:40.566678] [INFO ] [LOCAL     ] Saved forecast: RMI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RMI.txt
[2026-02-11T20:30:40.566823] [INFO ] [sig       ] [2617/3412] Completed RMI in 0.3s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-11T20:30:40.566883] [INFO ] [sig       ] [2618/3412] Forecasting RMM...
[2026-02-11T20:30:40.566915] [INFO ] [sig       ] Generating forecast for: RMM
[2026-02-11T20:30:40.566947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2026-02-11T20:30:40.578717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2026-02-11T20:30:40.579045] [INFO ] [FORECASTER] Starting predict_future for RMM
[2026-02-11T20:30:40.579931] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2026-02-11T20:30:40.579985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:40.580018] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:40.580046] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:40.580105] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:40.642670] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:40.643563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:40.643671] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:40.643707] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:40.765204] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:40.765372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:40.765416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:40.765446] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:40.769094] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2026-02-11T20:30:40.769395] [INFO ] [FORECASTER] Completed predict_future for RMM
[2026-02-11T20:30:40.769528] [INFO ] [sig       ] RMM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:40.914614] [INFO ] [LOCAL     ] Saved forecast: RMM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RMM.txt
[2026-02-11T20:30:40.914765] [INFO ] [sig       ] [2618/3412] Completed RMM in 0.3s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-11T20:30:40.914804] [INFO ] [sig       ] [2619/3412] Forecasting RMMZ...
[2026-02-11T20:30:40.914834] [INFO ] [sig       ] Generating forecast for: RMMZ
[2026-02-11T20:30:40.914865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2026-02-11T20:30:40.926792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2026-02-11T20:30:40.927196] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2026-02-11T20:30:40.928103] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2026-02-11T20:30:40.928159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:40.928193] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:40.928219] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:40.928277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:41.002010] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:41.003236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:41.003359] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:41.003395] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:41.120833] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:41.120993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:41.121037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:41.121067] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:41.124647] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: DOWN (p=16.47%)
[2026-02-11T20:30:41.124934] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2026-02-11T20:30:41.125068] [INFO ] [sig       ] RMMZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:41.356254] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RMMZ.txt
[2026-02-11T20:30:41.356418] [INFO ] [sig       ] [2619/3412] Completed RMMZ in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-11T20:30:41.356460] [INFO ] [sig       ] [2620/3412] Forecasting RMNI...
[2026-02-11T20:30:41.356496] [INFO ] [sig       ] Generating forecast for: RMNI
[2026-02-11T20:30:41.356546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2026-02-11T20:30:41.368489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2026-02-11T20:30:41.368901] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2026-02-11T20:30:41.369791] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2026-02-11T20:30:41.369846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:41.369907] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:41.369936] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:41.369994] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:41.429907] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:41.430833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:41.430924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:41.430958] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:41.567854] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:41.568022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:41.568065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:41.568097] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:41.573691] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2026-02-11T20:30:41.574051] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2026-02-11T20:30:41.574202] [INFO ] [sig       ] RMNI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:41.733375] [INFO ] [LOCAL     ] Saved forecast: RMNI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RMNI.txt
[2026-02-11T20:30:41.733550] [INFO ] [sig       ] [2620/3412] Completed RMNI in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-11T20:30:41.733615] [INFO ] [sig       ] [2621/3412] Forecasting RNA...
[2026-02-11T20:30:41.733667] [INFO ] [sig       ] Generating forecast for: RNA
[2026-02-11T20:30:41.733702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2026-02-11T20:30:41.745704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2026-02-11T20:30:41.746082] [INFO ] [FORECASTER] Starting predict_future for RNA
[2026-02-11T20:30:41.746901] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2026-02-11T20:30:41.746953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:41.746985] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:41.747012] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:41.747069] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:41.809835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:41.810748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:41.810847] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:41.810879] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:41.936886] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:41.937050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:41.937093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:41.937122] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:41.940811] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: UP (p=60.35%)
[2026-02-11T20:30:41.941168] [INFO ] [FORECASTER] Completed predict_future for RNA
[2026-02-11T20:30:41.941321] [INFO ] [sig       ] RNA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:42.108112] [INFO ] [LOCAL     ] Saved forecast: RNA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RNA.txt
[2026-02-11T20:30:42.108273] [INFO ] [sig       ] [2621/3412] Completed RNA in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-11T20:30:42.108318] [INFO ] [sig       ] [2622/3412] Forecasting RNAC...
[2026-02-11T20:30:42.108356] [INFO ] [sig       ] Generating forecast for: RNAC
[2026-02-11T20:30:42.108393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2026-02-11T20:30:42.120529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2026-02-11T20:30:42.120815] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2026-02-11T20:30:42.121638] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2026-02-11T20:30:42.121690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:42.121722] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:42.121748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:42.121804] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:42.183850] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:42.184837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:42.184922] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:42.184955] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:42.304452] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:42.304631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:42.304674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:42.304703] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:42.308160] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: DOWN (p=7.60%)
[2026-02-11T20:30:42.308449] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2026-02-11T20:30:42.308597] [INFO ] [sig       ] RNAC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:42.467247] [INFO ] [LOCAL     ] Saved forecast: RNAC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RNAC.txt
[2026-02-11T20:30:42.467538] [INFO ] [sig       ] [2622/3412] Completed RNAC in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-11T20:30:42.467823] [INFO ] [sig       ] [2623/3412] Forecasting RNAZ...
[2026-02-11T20:30:42.467870] [INFO ] [sig       ] Generating forecast for: RNAZ
[2026-02-11T20:30:42.467908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2026-02-11T20:30:42.483680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2026-02-11T20:30:42.484174] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2026-02-11T20:30:42.485697] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2026-02-11T20:30:42.485764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:42.485801] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:42.485827] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:42.485884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:42.550852] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:42.551931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:42.552051] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:42.552087] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:42.678884] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:42.679051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:42.679092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:42.679153] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:42.682724] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2026-02-11T20:30:42.683045] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2026-02-11T20:30:42.683210] [INFO ] [sig       ] RNAZ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:42.835199] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RNAZ.txt
[2026-02-11T20:30:42.835426] [INFO ] [sig       ] [2623/3412] Completed RNAZ in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-11T20:30:42.835489] [INFO ] [sig       ] [2624/3412] Forecasting RNG...
[2026-02-11T20:30:42.835534] [INFO ] [sig       ] Generating forecast for: RNG
[2026-02-11T20:30:42.835603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2026-02-11T20:30:42.850863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2026-02-11T20:30:42.851347] [INFO ] [FORECASTER] Starting predict_future for RNG
[2026-02-11T20:30:42.852514] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2026-02-11T20:30:42.852614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:42.852821] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:42.852863] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:42.852953] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:42.925175] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:42.926334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:42.926427] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:42.926461] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:43.076896] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:43.077065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:43.077109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:43.077156] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:43.080855] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2026-02-11T20:30:43.081231] [INFO ] [FORECASTER] Completed predict_future for RNG
[2026-02-11T20:30:43.081387] [INFO ] [sig       ] RNG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:43.223776] [INFO ] [LOCAL     ] Saved forecast: RNG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RNG.txt
[2026-02-11T20:30:43.223921] [INFO ] [sig       ] [2624/3412] Completed RNG in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-11T20:30:43.223961] [INFO ] [sig       ] [2625/3412] Forecasting RNP...
[2026-02-11T20:30:43.223989] [INFO ] [sig       ] Generating forecast for: RNP
[2026-02-11T20:30:43.224019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2026-02-11T20:30:43.235910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2026-02-11T20:30:43.236240] [INFO ] [FORECASTER] Starting predict_future for RNP
[2026-02-11T20:30:43.237297] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2026-02-11T20:30:43.237350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:43.237381] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:43.237409] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:43.237469] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:43.300348] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:43.301266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:43.301357] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:43.301396] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:43.423404] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:43.423586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:43.423635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:43.423664] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:43.427364] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: DOWN (p=13.34%)
[2026-02-11T20:30:43.427701] [INFO ] [FORECASTER] Completed predict_future for RNP
[2026-02-11T20:30:43.427836] [INFO ] [sig       ] RNP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:43.582844] [INFO ] [LOCAL     ] Saved forecast: RNP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RNP.txt
[2026-02-11T20:30:43.582990] [INFO ] [sig       ] [2625/3412] Completed RNP in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-11T20:30:43.583030] [INFO ] [sig       ] [2626/3412] Forecasting ROAD...
[2026-02-11T20:30:43.583060] [INFO ] [sig       ] Generating forecast for: ROAD
[2026-02-11T20:30:43.583090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2026-02-11T20:30:43.595787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2026-02-11T20:30:43.596139] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2026-02-11T20:30:43.596963] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2026-02-11T20:30:43.597016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:43.597048] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:43.597075] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:43.597132] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:43.656088] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:43.657099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:43.657187] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:43.657235] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:43.781375] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:43.781750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:43.781794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:43.781821] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:43.786033] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2026-02-11T20:30:43.786326] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2026-02-11T20:30:43.786460] [INFO ] [sig       ] ROAD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:43.928444] [INFO ] [LOCAL     ] Saved forecast: ROAD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ROAD.txt
[2026-02-11T20:30:43.928615] [INFO ] [sig       ] [2626/3412] Completed ROAD in 0.3s | 2.80 sym/s | Total: 15.7m | ETA: 4.7m
[2026-02-11T20:30:43.928657] [INFO ] [sig       ] [2627/3412] Forecasting ROCK...
[2026-02-11T20:30:43.928688] [INFO ] [sig       ] Generating forecast for: ROCK
[2026-02-11T20:30:43.928717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2026-02-11T20:30:43.942968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2026-02-11T20:30:43.943347] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2026-02-11T20:30:43.944188] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2026-02-11T20:30:43.944241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:43.944273] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:43.944300] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:43.944357] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:44.002860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:44.003888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:44.003997] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:44.004032] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:44.120993] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:44.121153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:44.121194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:44.121223] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:44.125081] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2026-02-11T20:30:44.125360] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2026-02-11T20:30:44.125489] [INFO ] [sig       ] ROCK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:44.288455] [INFO ] [LOCAL     ] Saved forecast: ROCK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ROCK.txt
[2026-02-11T20:30:44.288692] [INFO ] [sig       ] [2627/3412] Completed ROCK in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.7m
[2026-02-11T20:30:44.288921] [INFO ] [sig       ] [2628/3412] Forecasting ROE...
[2026-02-11T20:30:44.288961] [INFO ] [sig       ] Generating forecast for: ROE
[2026-02-11T20:30:44.289004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2026-02-11T20:30:44.302029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2026-02-11T20:30:44.302370] [INFO ] [FORECASTER] Starting predict_future for ROE
[2026-02-11T20:30:44.303237] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2026-02-11T20:30:44.303292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:44.303325] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:44.303364] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:44.303424] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:44.367989] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:44.368930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:44.369039] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:44.369075] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:44.497718] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:44.497882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:44.497924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:44.497952] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:44.501500] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: UP (p=52.96%)
[2026-02-11T20:30:44.501823] [INFO ] [FORECASTER] Completed predict_future for ROE
[2026-02-11T20:30:44.501956] [INFO ] [sig       ] ROE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:44.642539] [INFO ] [LOCAL     ] Saved forecast: ROE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ROE.txt
[2026-02-11T20:30:44.642750] [INFO ] [sig       ] [2628/3412] Completed ROE in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.7m
[2026-02-11T20:30:44.642790] [INFO ] [sig       ] [2629/3412] Forecasting ROP...
[2026-02-11T20:30:44.642821] [INFO ] [sig       ] Generating forecast for: ROP
[2026-02-11T20:30:44.642851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2026-02-11T20:30:44.654422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2026-02-11T20:30:44.654826] [INFO ] [FORECASTER] Starting predict_future for ROP
[2026-02-11T20:30:44.655662] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2026-02-11T20:30:44.655714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:44.655746] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:44.655773] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:44.655831] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:44.714116] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:44.714960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:44.715045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:44.715078] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:44.836676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:44.836834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:44.836877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:44.836907] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:44.840491] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2026-02-11T20:30:44.840801] [INFO ] [FORECASTER] Completed predict_future for ROP
[2026-02-11T20:30:44.840959] [INFO ] [sig       ] ROP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:45.002083] [INFO ] [LOCAL     ] Saved forecast: ROP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ROP.txt
[2026-02-11T20:30:45.002241] [INFO ] [sig       ] [2629/3412] Completed ROP in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.7m
[2026-02-11T20:30:45.002284] [INFO ] [sig       ] [2630/3412] Forecasting RPAY...
[2026-02-11T20:30:45.002313] [INFO ] [sig       ] Generating forecast for: RPAY
[2026-02-11T20:30:45.002343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2026-02-11T20:30:45.014830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2026-02-11T20:30:45.015202] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2026-02-11T20:30:45.016145] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2026-02-11T20:30:45.016200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:45.016237] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:45.016270] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:45.016330] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:45.076706] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:45.077645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:45.077763] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:45.077799] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:45.201914] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:45.202078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:45.202122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:45.202152] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:45.205864] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: DOWN (p=41.87%)
[2026-02-11T20:30:45.206231] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2026-02-11T20:30:45.206377] [INFO ] [sig       ] RPAY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:45.355026] [INFO ] [LOCAL     ] Saved forecast: RPAY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RPAY.txt
[2026-02-11T20:30:45.355186] [INFO ] [sig       ] [2630/3412] Completed RPAY in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.7m
[2026-02-11T20:30:45.355228] [INFO ] [sig       ] [2631/3412] Forecasting RPD...
[2026-02-11T20:30:45.355258] [INFO ] [sig       ] Generating forecast for: RPD
[2026-02-11T20:30:45.355288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2026-02-11T20:30:45.368079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2026-02-11T20:30:45.368422] [INFO ] [FORECASTER] Starting predict_future for RPD
[2026-02-11T20:30:45.369263] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2026-02-11T20:30:45.369316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:45.369348] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:45.369374] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:45.369431] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:45.434677] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:45.436076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:45.436179] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:45.436217] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:45.582776] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:45.583137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:45.583179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:45.583208] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:45.587272] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=24.08%)
[2026-02-11T20:30:45.587640] [INFO ] [FORECASTER] Completed predict_future for RPD
[2026-02-11T20:30:45.587784] [INFO ] [sig       ] RPD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:45.735515] [INFO ] [LOCAL     ] Saved forecast: RPD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RPD.txt
[2026-02-11T20:30:45.735704] [INFO ] [sig       ] [2631/3412] Completed RPD in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.7m
[2026-02-11T20:30:45.735745] [INFO ] [sig       ] [2632/3412] Forecasting RPID...
[2026-02-11T20:30:45.735776] [INFO ] [sig       ] Generating forecast for: RPID
[2026-02-11T20:30:45.735836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2026-02-11T20:30:45.747857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2026-02-11T20:30:45.748203] [INFO ] [FORECASTER] Starting predict_future for RPID
[2026-02-11T20:30:45.749045] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2026-02-11T20:30:45.749097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:45.749127] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:45.749154] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:45.749395] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:45.812042] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:45.812893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:45.812983] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:45.813017] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:45.931220] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:45.931402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:45.931457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:45.931496] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:45.935670] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: UP (p=51.82%)
[2026-02-11T20:30:45.935969] [INFO ] [FORECASTER] Completed predict_future for RPID
[2026-02-11T20:30:45.936102] [INFO ] [sig       ] RPID: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:46.077251] [INFO ] [LOCAL     ] Saved forecast: RPID	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RPID.txt
[2026-02-11T20:30:46.077394] [INFO ] [sig       ] [2632/3412] Completed RPID in 0.3s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-11T20:30:46.077437] [INFO ] [sig       ] [2633/3412] Forecasting RPRX...
[2026-02-11T20:30:46.077468] [INFO ] [sig       ] Generating forecast for: RPRX
[2026-02-11T20:30:46.077519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2026-02-11T20:30:46.089765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2026-02-11T20:30:46.090106] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2026-02-11T20:30:46.090938] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2026-02-11T20:30:46.090994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:46.091034] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:46.091067] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:46.091128] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:46.149455] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:46.150284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:46.150373] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:46.150407] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:46.281510] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:46.281716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:46.281777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:46.281823] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:46.286828] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2026-02-11T20:30:46.287218] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2026-02-11T20:30:46.287403] [INFO ] [sig       ] RPRX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:46.446679] [INFO ] [LOCAL     ] Saved forecast: RPRX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RPRX.txt
[2026-02-11T20:30:46.446867] [INFO ] [sig       ] [2633/3412] Completed RPRX in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-11T20:30:46.446912] [INFO ] [sig       ] [2634/3412] Forecasting RQI...
[2026-02-11T20:30:46.446943] [INFO ] [sig       ] Generating forecast for: RQI
[2026-02-11T20:30:46.446975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2026-02-11T20:30:46.460279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2026-02-11T20:30:46.460973] [INFO ] [FORECASTER] Starting predict_future for RQI
[2026-02-11T20:30:46.462131] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2026-02-11T20:30:46.462188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:46.462223] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:46.462252] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:46.462311] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:46.542206] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:46.543268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:46.543391] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:46.543448] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:46.683551] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:46.683743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:46.683786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:46.683816] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:46.687549] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2026-02-11T20:30:46.687968] [INFO ] [FORECASTER] Completed predict_future for RQI
[2026-02-11T20:30:46.688160] [INFO ] [sig       ] RQI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:46.838788] [INFO ] [LOCAL     ] Saved forecast: RQI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RQI.txt
[2026-02-11T20:30:46.838925] [INFO ] [sig       ] [2634/3412] Completed RQI in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-11T20:30:46.838965] [INFO ] [sig       ] [2635/3412] Forecasting RRBI...
[2026-02-11T20:30:46.838995] [INFO ] [sig       ] Generating forecast for: RRBI
[2026-02-11T20:30:46.839025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2026-02-11T20:30:46.850784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2026-02-11T20:30:46.851131] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2026-02-11T20:30:46.851958] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2026-02-11T20:30:46.852010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:46.852041] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:46.852068] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:46.852125] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:46.915064] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:46.915967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:46.916056] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:46.916091] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:47.025701] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:47.025867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:47.025908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:47.025936] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:47.029832] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: DOWN (p=34.78%)
[2026-02-11T20:30:47.030123] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2026-02-11T20:30:47.030258] [INFO ] [sig       ] RRBI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:47.174600] [INFO ] [LOCAL     ] Saved forecast: RRBI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RRBI.txt
[2026-02-11T20:30:47.174768] [INFO ] [sig       ] [2635/3412] Completed RRBI in 0.3s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-11T20:30:47.174810] [INFO ] [sig       ] [2636/3412] Forecasting RRC...
[2026-02-11T20:30:47.174841] [INFO ] [sig       ] Generating forecast for: RRC
[2026-02-11T20:30:47.174873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2026-02-11T20:30:47.186204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2026-02-11T20:30:47.186589] [INFO ] [FORECASTER] Starting predict_future for RRC
[2026-02-11T20:30:47.187419] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2026-02-11T20:30:47.187473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:47.187535] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:47.187564] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:47.187647] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:47.247864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:47.248797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:47.248895] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:47.248929] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:47.367095] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:47.367259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:47.367300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:47.367328] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:47.370824] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=37.06%)
[2026-02-11T20:30:47.371102] [INFO ] [FORECASTER] Completed predict_future for RRC
[2026-02-11T20:30:47.371230] [INFO ] [sig       ] RRC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:47.512401] [INFO ] [LOCAL     ] Saved forecast: RRC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RRC.txt
[2026-02-11T20:30:47.512564] [INFO ] [sig       ] [2636/3412] Completed RRC in 0.3s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-11T20:30:47.512624] [INFO ] [sig       ] [2637/3412] Forecasting RRGB...
[2026-02-11T20:30:47.512657] [INFO ] [sig       ] Generating forecast for: RRGB
[2026-02-11T20:30:47.512688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2026-02-11T20:30:47.523799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2026-02-11T20:30:47.524089] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2026-02-11T20:30:47.524908] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2026-02-11T20:30:47.524960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:47.525028] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:47.525057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:47.525115] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:47.582216] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:47.583111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:47.583199] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:47.583233] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:47.702821] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:47.703006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:47.703050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:47.703081] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:47.706663] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2026-02-11T20:30:47.706991] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2026-02-11T20:30:47.707141] [INFO ] [sig       ] RRGB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:47.869682] [INFO ] [LOCAL     ] Saved forecast: RRGB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RRGB.txt
[2026-02-11T20:30:47.870058] [INFO ] [sig       ] [2637/3412] Completed RRGB in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-11T20:30:47.870101] [INFO ] [sig       ] [2638/3412] Forecasting RRX...
[2026-02-11T20:30:47.870133] [INFO ] [sig       ] Generating forecast for: RRX
[2026-02-11T20:30:47.870163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2026-02-11T20:30:47.883172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2026-02-11T20:30:47.883626] [INFO ] [FORECASTER] Starting predict_future for RRX
[2026-02-11T20:30:47.884551] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2026-02-11T20:30:47.884647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:47.884693] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:47.884729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:47.884807] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:47.946602] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:47.947596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:47.947740] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:47.947778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:48.075932] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:48.076102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:48.076144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:48.076174] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:48.080192] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2026-02-11T20:30:48.080626] [INFO ] [FORECASTER] Completed predict_future for RRX
[2026-02-11T20:30:48.080799] [INFO ] [sig       ] RRX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:48.237366] [INFO ] [LOCAL     ] Saved forecast: RRX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RRX.txt
[2026-02-11T20:30:48.237555] [INFO ] [sig       ] [2638/3412] Completed RRX in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-11T20:30:48.237617] [INFO ] [sig       ] [2639/3412] Forecasting RS...
[2026-02-11T20:30:48.237649] [INFO ] [sig       ] Generating forecast for: RS
[2026-02-11T20:30:48.237680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2026-02-11T20:30:48.250215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2026-02-11T20:30:48.250602] [INFO ] [FORECASTER] Starting predict_future for RS
[2026-02-11T20:30:48.251411] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2026-02-11T20:30:48.251465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:48.251497] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:48.251525] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:48.251606] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:48.310216] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:48.311319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:48.311405] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:48.311440] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:48.438357] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:48.438529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:48.438604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:48.438640] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:48.442960] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=42.06%)
[2026-02-11T20:30:48.443274] [INFO ] [FORECASTER] Completed predict_future for RS
[2026-02-11T20:30:48.443420] [INFO ] [sig       ] RS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:48.592379] [INFO ] [LOCAL     ] Saved forecast: RS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RS.txt
[2026-02-11T20:30:48.592543] [INFO ] [sig       ] [2639/3412] Completed RS in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-11T20:30:48.592617] [INFO ] [sig       ] [2640/3412] Forecasting RSG...
[2026-02-11T20:30:48.592657] [INFO ] [sig       ] Generating forecast for: RSG
[2026-02-11T20:30:48.592695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2026-02-11T20:30:48.605365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2026-02-11T20:30:48.605815] [INFO ] [FORECASTER] Starting predict_future for RSG
[2026-02-11T20:30:48.606664] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2026-02-11T20:30:48.606716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:48.606748] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:48.606774] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:48.606830] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:48.670633] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:48.671627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:48.671933] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:48.671994] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:48.805830] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:48.805987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:48.806027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:48.806055] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:48.809723] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=61.65%)
[2026-02-11T20:30:48.810012] [INFO ] [FORECASTER] Completed predict_future for RSG
[2026-02-11T20:30:48.810144] [INFO ] [sig       ] RSG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:48.957214] [INFO ] [LOCAL     ] Saved forecast: RSG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RSG.txt
[2026-02-11T20:30:48.957382] [INFO ] [sig       ] [2640/3412] Completed RSG in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-11T20:30:48.957424] [INFO ] [sig       ] [2641/3412] Forecasting RSI...
[2026-02-11T20:30:48.957455] [INFO ] [sig       ] Generating forecast for: RSI
[2026-02-11T20:30:48.957514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2026-02-11T20:30:48.970404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2026-02-11T20:30:48.970878] [INFO ] [FORECASTER] Starting predict_future for RSI
[2026-02-11T20:30:48.971737] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2026-02-11T20:30:48.971791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:48.971834] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:48.971862] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:48.971919] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:49.032291] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:49.033217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:49.033305] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:49.033338] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:49.163786] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:49.163941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:49.163981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:49.164009] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:49.167795] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=77.99%)
[2026-02-11T20:30:49.168073] [INFO ] [FORECASTER] Completed predict_future for RSI
[2026-02-11T20:30:49.168201] [INFO ] [sig       ] RSI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:49.314007] [INFO ] [LOCAL     ] Saved forecast: RSI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RSI.txt
[2026-02-11T20:30:49.314158] [INFO ] [sig       ] [2641/3412] Completed RSI in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-11T20:30:49.314198] [INFO ] [sig       ] [2642/3412] Forecasting RSKD...
[2026-02-11T20:30:49.314227] [INFO ] [sig       ] Generating forecast for: RSKD
[2026-02-11T20:30:49.314256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2026-02-11T20:30:49.325664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2026-02-11T20:30:49.325965] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2026-02-11T20:30:49.326856] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2026-02-11T20:30:49.326909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:49.326941] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:49.326967] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:49.327024] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:49.385634] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:49.386504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:49.386611] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:49.386648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:49.508634] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:49.508807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:49.508849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:49.509072] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:49.512824] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2026-02-11T20:30:49.513121] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2026-02-11T20:30:49.513260] [INFO ] [sig       ] RSKD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:49.665054] [INFO ] [LOCAL     ] Saved forecast: RSKD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RSKD.txt
[2026-02-11T20:30:49.665191] [INFO ] [sig       ] [2642/3412] Completed RSKD in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-11T20:30:49.665230] [INFO ] [sig       ] [2643/3412] Forecasting RSSS...
[2026-02-11T20:30:49.665260] [INFO ] [sig       ] Generating forecast for: RSSS
[2026-02-11T20:30:49.665289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2026-02-11T20:30:49.677236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2026-02-11T20:30:49.677525] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2026-02-11T20:30:49.678326] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2026-02-11T20:30:49.678378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:49.678410] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:49.678436] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:49.678499] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:49.735618] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:49.736282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:49.736364] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:49.736397] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:49.856304] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:49.856463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:49.856513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:49.856549] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:49.860046] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=80.88%)
[2026-02-11T20:30:49.860328] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2026-02-11T20:30:49.860461] [INFO ] [sig       ] RSSS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:50.008611] [INFO ] [LOCAL     ] Saved forecast: RSSS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RSSS.txt
[2026-02-11T20:30:50.008778] [INFO ] [sig       ] [2643/3412] Completed RSSS in 0.3s | 2.80 sym/s | Total: 15.8m | ETA: 4.6m
[2026-02-11T20:30:50.008825] [INFO ] [sig       ] [2644/3412] Forecasting RTO...
[2026-02-11T20:30:50.008864] [INFO ] [sig       ] Generating forecast for: RTO
[2026-02-11T20:30:50.008903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2026-02-11T20:30:50.021018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2026-02-11T20:30:50.021389] [INFO ] [FORECASTER] Starting predict_future for RTO
[2026-02-11T20:30:50.022252] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2026-02-11T20:30:50.022306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:50.022338] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:50.022367] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:50.022426] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:50.084396] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:50.085325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:50.085411] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:50.085445] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:50.223823] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:50.223985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:50.224026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:50.224055] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:50.227631] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=35.62%)
[2026-02-11T20:30:50.227950] [INFO ] [FORECASTER] Completed predict_future for RTO
[2026-02-11T20:30:50.228089] [INFO ] [sig       ] RTO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:50.376684] [INFO ] [LOCAL     ] Saved forecast: RTO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RTO.txt
[2026-02-11T20:30:50.376848] [INFO ] [sig       ] [2644/3412] Completed RTO in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.6m
[2026-02-11T20:30:50.376896] [INFO ] [sig       ] [2645/3412] Forecasting RUM...
[2026-02-11T20:30:50.376928] [INFO ] [sig       ] Generating forecast for: RUM
[2026-02-11T20:30:50.376959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2026-02-11T20:30:50.388473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2026-02-11T20:30:50.388843] [INFO ] [FORECASTER] Starting predict_future for RUM
[2026-02-11T20:30:50.389684] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2026-02-11T20:30:50.389738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:50.389770] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:50.389796] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:50.389854] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:50.450378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:50.451479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:50.451602] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:50.451647] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:50.578740] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:50.578900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:50.578940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:50.578969] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:50.582561] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: DOWN (p=39.75%)
[2026-02-11T20:30:50.582867] [INFO ] [FORECASTER] Completed predict_future for RUM
[2026-02-11T20:30:50.583001] [INFO ] [sig       ] RUM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:50.737754] [INFO ] [LOCAL     ] Saved forecast: RUM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RUM.txt
[2026-02-11T20:30:50.738127] [INFO ] [sig       ] [2645/3412] Completed RUM in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.6m
[2026-02-11T20:30:50.738171] [INFO ] [sig       ] [2646/3412] Forecasting RUN...
[2026-02-11T20:30:50.738211] [INFO ] [sig       ] Generating forecast for: RUN
[2026-02-11T20:30:50.738253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2026-02-11T20:30:50.750417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2026-02-11T20:30:50.750959] [INFO ] [FORECASTER] Starting predict_future for RUN
[2026-02-11T20:30:50.751820] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2026-02-11T20:30:50.752060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:50.752092] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:50.752119] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:50.752176] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:50.815089] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:50.815976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:50.816093] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:50.816129] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:50.939527] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:50.939724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:50.939765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:50.939793] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:50.943684] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=46.63%)
[2026-02-11T20:30:50.943980] [INFO ] [FORECASTER] Completed predict_future for RUN
[2026-02-11T20:30:50.944130] [INFO ] [sig       ] RUN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:51.093530] [INFO ] [LOCAL     ] Saved forecast: RUN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RUN.txt
[2026-02-11T20:30:51.093711] [INFO ] [sig       ] [2646/3412] Completed RUN in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.6m
[2026-02-11T20:30:51.093753] [INFO ] [sig       ] [2647/3412] Forecasting RUNN...
[2026-02-11T20:30:51.093782] [INFO ] [sig       ] Generating forecast for: RUNN
[2026-02-11T20:30:51.093812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2026-02-11T20:30:51.105046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2026-02-11T20:30:51.105411] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2026-02-11T20:30:51.106273] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2026-02-11T20:30:51.106327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:51.106358] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:51.106386] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:51.106443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:51.167723] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:51.168626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:51.168746] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:51.168798] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:51.294084] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:51.294242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:51.294283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:51.294312] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:51.298057] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2026-02-11T20:30:51.298344] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2026-02-11T20:30:51.298480] [INFO ] [sig       ] RUNN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:51.451233] [INFO ] [LOCAL     ] Saved forecast: RUNN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RUNN.txt
[2026-02-11T20:30:51.451393] [INFO ] [sig       ] [2647/3412] Completed RUNN in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.6m
[2026-02-11T20:30:51.451436] [INFO ] [sig       ] [2648/3412] Forecasting RUSHA...
[2026-02-11T20:30:51.451466] [INFO ] [sig       ] Generating forecast for: RUSHA
[2026-02-11T20:30:51.451495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2026-02-11T20:30:51.462508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2026-02-11T20:30:51.462870] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2026-02-11T20:30:51.463696] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2026-02-11T20:30:51.463748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:51.463779] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:51.463806] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:51.463863] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:51.524776] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:51.525657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:51.525741] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:51.525775] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:51.649239] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:51.649400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:51.649459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:51.649489] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:51.653030] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=14.24%)
[2026-02-11T20:30:51.653314] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2026-02-11T20:30:51.653448] [INFO ] [sig       ] RUSHA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:51.798825] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RUSHA.txt
[2026-02-11T20:30:51.798978] [INFO ] [sig       ] [2648/3412] Completed RUSHA in 0.3s | 2.80 sym/s | Total: 15.8m | ETA: 4.6m
[2026-02-11T20:30:51.799017] [INFO ] [sig       ] [2649/3412] Forecasting RUSHB...
[2026-02-11T20:30:51.799049] [INFO ] [sig       ] Generating forecast for: RUSHB
[2026-02-11T20:30:51.799080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2026-02-11T20:30:51.809724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2026-02-11T20:30:51.810046] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2026-02-11T20:30:51.810869] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2026-02-11T20:30:51.810921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:51.810953] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:51.810980] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:51.811038] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:51.868088] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:51.868999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:51.869085] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:51.869118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:51.985441] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:51.985634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:51.985687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:51.985720] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:51.989808] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: UP (p=68.10%)
[2026-02-11T20:30:51.990296] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2026-02-11T20:30:51.990430] [INFO ] [sig       ] RUSHB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:52.147254] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RUSHB.txt
[2026-02-11T20:30:52.147413] [INFO ] [sig       ] [2649/3412] Completed RUSHB in 0.3s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-11T20:30:52.147453] [INFO ] [sig       ] [2650/3412] Forecasting RVMD...
[2026-02-11T20:30:52.147485] [INFO ] [sig       ] Generating forecast for: RVMD
[2026-02-11T20:30:52.147542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2026-02-11T20:30:52.162542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2026-02-11T20:30:52.163045] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2026-02-11T20:30:52.164045] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2026-02-11T20:30:52.164099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:52.164132] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:52.164160] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:52.164219] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:52.226791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:52.227751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:52.227839] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:52.227871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:52.360386] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:52.360548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:52.360634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:52.360686] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:52.364595] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2026-02-11T20:30:52.364886] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2026-02-11T20:30:52.365022] [INFO ] [sig       ] RVMD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:52.522100] [INFO ] [LOCAL     ] Saved forecast: RVMD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RVMD.txt
[2026-02-11T20:30:52.522266] [INFO ] [sig       ] [2650/3412] Completed RVMD in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-11T20:30:52.522307] [INFO ] [sig       ] [2651/3412] Forecasting RVSB...
[2026-02-11T20:30:52.522339] [INFO ] [sig       ] Generating forecast for: RVSB
[2026-02-11T20:30:52.522369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2026-02-11T20:30:52.534376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2026-02-11T20:30:52.534728] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2026-02-11T20:30:52.535833] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2026-02-11T20:30:52.535891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:52.535938] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:52.535983] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:52.536060] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:52.598594] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:52.599481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:52.599586] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:52.599624] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:52.715803] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:52.715959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:52.716001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:52.716030] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:52.719508] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2026-02-11T20:30:52.719808] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2026-02-11T20:30:52.719938] [INFO ] [sig       ] RVSB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:52.859825] [INFO ] [LOCAL     ] Saved forecast: RVSB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RVSB.txt
[2026-02-11T20:30:52.859986] [INFO ] [sig       ] [2651/3412] Completed RVSB in 0.3s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-11T20:30:52.860026] [INFO ] [sig       ] [2652/3412] Forecasting RVTY...
[2026-02-11T20:30:52.860056] [INFO ] [sig       ] Generating forecast for: RVTY
[2026-02-11T20:30:52.860086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2026-02-11T20:30:52.871371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2026-02-11T20:30:52.871714] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2026-02-11T20:30:52.872505] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2026-02-11T20:30:52.872558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:52.872622] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:52.872650] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:52.872708] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:52.933363] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:52.934269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:52.934355] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:52.934389] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:53.058427] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:53.058608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:53.058656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:53.058692] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:53.062261] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=28.73%)
[2026-02-11T20:30:53.062547] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2026-02-11T20:30:53.062740] [INFO ] [sig       ] RVTY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:53.208237] [INFO ] [LOCAL     ] Saved forecast: RVTY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RVTY.txt
[2026-02-11T20:30:53.208400] [INFO ] [sig       ] [2652/3412] Completed RVTY in 0.3s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-11T20:30:53.208443] [INFO ] [sig       ] [2653/3412] Forecasting RWAY...
[2026-02-11T20:30:53.208472] [INFO ] [sig       ] Generating forecast for: RWAY
[2026-02-11T20:30:53.208502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2026-02-11T20:30:53.220506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2026-02-11T20:30:53.220892] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2026-02-11T20:30:53.221725] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2026-02-11T20:30:53.221779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:53.221811] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:53.221838] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:53.221895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:53.283078] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:53.284010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:53.284096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:53.284130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:53.406702] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:53.407056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:53.407098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:53.407127] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:53.411028] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=82.90%)
[2026-02-11T20:30:53.411309] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2026-02-11T20:30:53.411444] [INFO ] [sig       ] RWAY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:53.557121] [INFO ] [LOCAL     ] Saved forecast: RWAY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RWAY.txt
[2026-02-11T20:30:53.557282] [INFO ] [sig       ] [2653/3412] Completed RWAY in 0.3s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-11T20:30:53.557325] [INFO ] [sig       ] [2654/3412] Forecasting RXO...
[2026-02-11T20:30:53.557353] [INFO ] [sig       ] Generating forecast for: RXO
[2026-02-11T20:30:53.557384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2026-02-11T20:30:53.569059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2026-02-11T20:30:53.569448] [INFO ] [FORECASTER] Starting predict_future for RXO
[2026-02-11T20:30:53.570287] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2026-02-11T20:30:53.570367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:53.570400] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:53.570428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:53.570486] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:53.632664] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:53.633527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:53.633632] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:53.633668] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:53.763635] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:53.763809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:53.763851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:53.763881] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:53.767348] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=23.91%)
[2026-02-11T20:30:53.767669] [INFO ] [FORECASTER] Completed predict_future for RXO
[2026-02-11T20:30:53.767803] [INFO ] [sig       ] RXO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:53.914959] [INFO ] [LOCAL     ] Saved forecast: RXO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RXO.txt
[2026-02-11T20:30:53.915123] [INFO ] [sig       ] [2654/3412] Completed RXO in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-11T20:30:53.915164] [INFO ] [sig       ] [2655/3412] Forecasting RXRX...
[2026-02-11T20:30:53.915192] [INFO ] [sig       ] Generating forecast for: RXRX
[2026-02-11T20:30:53.915222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2026-02-11T20:30:53.927565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2026-02-11T20:30:53.928132] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2026-02-11T20:30:53.928959] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2026-02-11T20:30:53.929010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:53.929042] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:53.929068] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:53.929126] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:53.988485] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:53.989373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:53.989458] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:53.989490] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:54.115476] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:54.115653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:54.115697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:54.115725] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:54.119191] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=83.10%)
[2026-02-11T20:30:54.119461] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2026-02-11T20:30:54.119607] [INFO ] [sig       ] RXRX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:54.264951] [INFO ] [LOCAL     ] Saved forecast: RXRX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RXRX.txt
[2026-02-11T20:30:54.265108] [INFO ] [sig       ] [2655/3412] Completed RXRX in 0.3s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-11T20:30:54.265149] [INFO ] [sig       ] [2656/3412] Forecasting RY...
[2026-02-11T20:30:54.265204] [INFO ] [sig       ] Generating forecast for: RY
[2026-02-11T20:30:54.265237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2026-02-11T20:30:54.279498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2026-02-11T20:30:54.279881] [INFO ] [FORECASTER] Starting predict_future for RY
[2026-02-11T20:30:54.280718] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2026-02-11T20:30:54.280771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:54.280802] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:54.280828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:54.280886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:54.340054] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:54.340975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:54.341063] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:54.341097] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:54.469072] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:54.469218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:54.469258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:54.469286] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:54.473330] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=56.48%)
[2026-02-11T20:30:54.473632] [INFO ] [FORECASTER] Completed predict_future for RY
[2026-02-11T20:30:54.473786] [INFO ] [sig       ] RY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:54.621059] [INFO ] [LOCAL     ] Saved forecast: RY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RY.txt
[2026-02-11T20:30:54.621218] [INFO ] [sig       ] [2656/3412] Completed RY in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-11T20:30:54.621258] [INFO ] [sig       ] [2657/3412] Forecasting RYAAY...
[2026-02-11T20:30:54.621290] [INFO ] [sig       ] Generating forecast for: RYAAY
[2026-02-11T20:30:54.621320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2026-02-11T20:30:54.633842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2026-02-11T20:30:54.634291] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2026-02-11T20:30:54.635217] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2026-02-11T20:30:54.635274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:54.635309] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:54.635338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:54.635397] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:54.696654] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:54.697605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:54.697696] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:54.697731] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:54.822736] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:54.822903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:54.822986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:54.823018] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:54.826785] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=38.24%)
[2026-02-11T20:30:54.827088] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2026-02-11T20:30:54.827229] [INFO ] [sig       ] RYAAY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:54.982347] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RYAAY.txt
[2026-02-11T20:30:54.982513] [INFO ] [sig       ] [2657/3412] Completed RYAAY in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-11T20:30:54.982555] [INFO ] [sig       ] [2658/3412] Forecasting RYAM...
[2026-02-11T20:30:54.982607] [INFO ] [sig       ] Generating forecast for: RYAM
[2026-02-11T20:30:54.982639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2026-02-11T20:30:54.994131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2026-02-11T20:30:54.994502] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2026-02-11T20:30:54.995404] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2026-02-11T20:30:54.995459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:54.995493] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:54.995523] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:54.995609] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:55.057415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:55.058563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:55.058671] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:55.058706] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:55.196671] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:55.196847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:55.196890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:55.196918] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:55.200551] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=34.50%)
[2026-02-11T20:30:55.200870] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2026-02-11T20:30:55.201011] [INFO ] [sig       ] RYAM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:55.361413] [INFO ] [LOCAL     ] Saved forecast: RYAM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/RYAM.txt
[2026-02-11T20:30:55.361615] [INFO ] [sig       ] [2658/3412] Completed RYAM in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-11T20:30:55.361672] [INFO ] [sig       ] [2659/3412] Forecasting RYAN...
[2026-02-11T20:30:55.361708] [INFO ] [sig       ] Generating forecast for: RYAN
[2026-02-11T20:30:55.361742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2026-02-11T20:30:55.373434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2026-02-11T20:30:55.373828] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2026-02-11T20:30:55.374716] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2026-02-11T20:30:55.374772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:55.374806] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:55.374836] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:55.374896] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:55.437239] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:55.438217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:55.438306] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:55.438341] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:55.567981] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:55.568113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:55.568178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:55.568260] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:55.572123] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2026-02-11T20:30:55.572436] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2026-02-11T20:30:55.572609] [INFO ] [sig       ] RYAN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:55.720304] [INFO ] [LOCAL     ] Saved forecast: RYAN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RYAN.txt
[2026-02-11T20:30:55.720472] [INFO ] [sig       ] [2659/3412] Completed RYAN in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-11T20:30:55.720513] [INFO ] [sig       ] [2660/3412] Forecasting RYI...
[2026-02-11T20:30:55.720542] [INFO ] [sig       ] Generating forecast for: RYI
[2026-02-11T20:30:55.720606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2026-02-11T20:30:55.734344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2026-02-11T20:30:55.734845] [INFO ] [FORECASTER] Starting predict_future for RYI
[2026-02-11T20:30:55.735791] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2026-02-11T20:30:55.735848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:55.735882] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:55.735910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:55.735969] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:55.820364] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:55.821635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:55.821776] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:55.821830] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:55.982913] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:55.983108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:55.983160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:55.983196] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:55.987559] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=52.61%)
[2026-02-11T20:30:55.987971] [INFO ] [FORECASTER] Completed predict_future for RYI
[2026-02-11T20:30:55.988159] [INFO ] [sig       ] RYI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:56.212371] [INFO ] [LOCAL     ] Saved forecast: RYI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RYI.txt
[2026-02-11T20:30:56.212639] [INFO ] [sig       ] [2660/3412] Completed RYI in 0.5s | 2.80 sym/s | Total: 15.9m | ETA: 4.5m
[2026-02-11T20:30:56.212722] [INFO ] [sig       ] [2661/3412] Forecasting RYN...
[2026-02-11T20:30:56.212833] [INFO ] [sig       ] Generating forecast for: RYN
[2026-02-11T20:30:56.212884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2026-02-11T20:30:56.235254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2026-02-11T20:30:56.235853] [INFO ] [FORECASTER] Starting predict_future for RYN
[2026-02-11T20:30:56.236916] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2026-02-11T20:30:56.236975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:56.237010] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:56.237060] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:56.237153] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:56.329388] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:56.330792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:56.330938] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:56.331020] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:56.509476] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:56.509706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:56.509762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:56.509802] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:56.515871] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=94.56%)
[2026-02-11T20:30:56.516442] [INFO ] [FORECASTER] Completed predict_future for RYN
[2026-02-11T20:30:56.516700] [INFO ] [sig       ] RYN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:56.761474] [INFO ] [LOCAL     ] Saved forecast: RYN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RYN.txt
[2026-02-11T20:30:56.761729] [INFO ] [sig       ] [2661/3412] Completed RYN in 0.5s | 2.80 sym/s | Total: 15.9m | ETA: 4.5m
[2026-02-11T20:30:56.761786] [INFO ] [sig       ] [2662/3412] Forecasting RYTM...
[2026-02-11T20:30:56.761819] [INFO ] [sig       ] Generating forecast for: RYTM
[2026-02-11T20:30:56.761853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2026-02-11T20:30:56.788768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2026-02-11T20:30:56.789345] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2026-02-11T20:30:56.790826] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2026-02-11T20:30:56.790899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:56.790951] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:56.791000] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:56.791094] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:56.882543] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:56.883753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:56.883877] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:56.883924] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:57.047359] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:57.047608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:57.047674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:57.047719] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:57.053104] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: UP (p=97.45%)
[2026-02-11T20:30:57.053567] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2026-02-11T20:30:57.053797] [INFO ] [sig       ] RYTM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:57.219301] [INFO ] [LOCAL     ] Saved forecast: RYTM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RYTM.txt
[2026-02-11T20:30:57.219478] [INFO ] [sig       ] [2662/3412] Completed RYTM in 0.5s | 2.79 sym/s | Total: 15.9m | ETA: 4.5m
[2026-02-11T20:30:57.219521] [INFO ] [sig       ] [2663/3412] Forecasting RZB...
[2026-02-11T20:30:57.219551] [INFO ] [sig       ] Generating forecast for: RZB
[2026-02-11T20:30:57.219602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2026-02-11T20:30:57.232069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2026-02-11T20:30:57.232494] [INFO ] [FORECASTER] Starting predict_future for RZB
[2026-02-11T20:30:57.233391] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2026-02-11T20:30:57.233447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:57.233480] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:57.233520] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:57.233601] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:57.293012] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:57.293950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:57.294036] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:57.294070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:57.424778] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:57.424939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:57.424982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:57.425022] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:57.429159] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=92.86%)
[2026-02-11T20:30:57.429448] [INFO ] [FORECASTER] Completed predict_future for RZB
[2026-02-11T20:30:57.429603] [INFO ] [sig       ] RZB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:57.576664] [INFO ] [LOCAL     ] Saved forecast: RZB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RZB.txt
[2026-02-11T20:30:57.576810] [INFO ] [sig       ] [2663/3412] Completed RZB in 0.4s | 2.79 sym/s | Total: 15.9m | ETA: 4.5m
[2026-02-11T20:30:57.576849] [INFO ] [sig       ] [2664/3412] Forecasting RZC...
[2026-02-11T20:30:57.576881] [INFO ] [sig       ] Generating forecast for: RZC
[2026-02-11T20:30:57.576911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2026-02-11T20:30:57.588109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2026-02-11T20:30:57.588432] [INFO ] [FORECASTER] Starting predict_future for RZC
[2026-02-11T20:30:57.589280] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2026-02-11T20:30:57.589333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:57.589365] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:57.589391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:57.589475] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:57.646984] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:57.647969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:57.648060] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:57.648093] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:57.772446] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:57.772628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:57.772673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:57.772704] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:57.776295] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=61.43%)
[2026-02-11T20:30:57.776625] [INFO ] [FORECASTER] Completed predict_future for RZC
[2026-02-11T20:30:57.776766] [INFO ] [sig       ] RZC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:57.927632] [INFO ] [LOCAL     ] Saved forecast: RZC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/RZC.txt
[2026-02-11T20:30:57.927809] [INFO ] [sig       ] [2664/3412] Completed RZC in 0.4s | 2.79 sym/s | Total: 15.9m | ETA: 4.5m
[2026-02-11T20:30:57.927858] [INFO ] [sig       ] [2665/3412] Forecasting S...
[2026-02-11T20:30:57.927899] [INFO ] [sig       ] Generating forecast for: S
[2026-02-11T20:30:57.927933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2026-02-11T20:30:57.941673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2026-02-11T20:30:57.942043] [INFO ] [FORECASTER] Starting predict_future for S
[2026-02-11T20:30:57.942896] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2026-02-11T20:30:57.943151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:57.943190] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:57.943230] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:57.943297] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:58.010645] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:58.011804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:58.012120] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:58.012158] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:58.147921] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:58.148086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:58.148127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:58.148155] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:58.151739] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=69.40%)
[2026-02-11T20:30:58.152074] [INFO ] [FORECASTER] Completed predict_future for S
[2026-02-11T20:30:58.152220] [INFO ] [sig       ] S: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:58.298171] [INFO ] [LOCAL     ] Saved forecast: S	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/S.txt
[2026-02-11T20:30:58.298331] [INFO ] [sig       ] [2665/3412] Completed S in 0.4s | 2.79 sym/s | Total: 15.9m | ETA: 4.5m
[2026-02-11T20:30:58.298373] [INFO ] [sig       ] [2666/3412] Forecasting SA...
[2026-02-11T20:30:58.298403] [INFO ] [sig       ] Generating forecast for: SA
[2026-02-11T20:30:58.298434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2026-02-11T20:30:58.312156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2026-02-11T20:30:58.312560] [INFO ] [FORECASTER] Starting predict_future for SA
[2026-02-11T20:30:58.313591] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2026-02-11T20:30:58.313649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:58.313683] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:58.313710] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:58.313779] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:58.374733] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:58.375646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:58.375737] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:58.375771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:58.504977] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:58.505141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:58.505181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:58.505211] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:58.508677] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: DOWN (p=35.83%)
[2026-02-11T20:30:58.508958] [INFO ] [FORECASTER] Completed predict_future for SA
[2026-02-11T20:30:58.509089] [INFO ] [sig       ] SA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:58.663156] [INFO ] [LOCAL     ] Saved forecast: SA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SA.txt
[2026-02-11T20:30:58.663318] [INFO ] [sig       ] [2666/3412] Completed SA in 0.4s | 2.79 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-11T20:30:58.663359] [INFO ] [sig       ] [2667/3412] Forecasting SAFE...
[2026-02-11T20:30:58.663387] [INFO ] [sig       ] Generating forecast for: SAFE
[2026-02-11T20:30:58.663415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2026-02-11T20:30:58.675700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2026-02-11T20:30:58.676104] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2026-02-11T20:30:58.677021] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2026-02-11T20:30:58.677075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:58.677108] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:58.677135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:58.677193] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:58.736981] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:58.737724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:58.737813] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:58.737847] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:58.864982] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:58.865141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:58.865182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:58.865214] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:58.869822] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=71.91%)
[2026-02-11T20:30:58.870385] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2026-02-11T20:30:58.870567] [INFO ] [sig       ] SAFE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:30:59.025908] [INFO ] [LOCAL     ] Saved forecast: SAFE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SAFE.txt
[2026-02-11T20:30:59.026266] [INFO ] [sig       ] [2667/3412] Completed SAFE in 0.4s | 2.79 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-11T20:30:59.026309] [INFO ] [sig       ] [2668/3412] Forecasting SAH...
[2026-02-11T20:30:59.026337] [INFO ] [sig       ] Generating forecast for: SAH
[2026-02-11T20:30:59.026368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2026-02-11T20:30:59.038340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2026-02-11T20:30:59.038661] [INFO ] [FORECASTER] Starting predict_future for SAH
[2026-02-11T20:30:59.039535] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2026-02-11T20:30:59.039606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:59.039640] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:59.039666] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:59.039733] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:59.102690] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:59.103610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:59.103701] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:59.103734] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:59.224210] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:59.224386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:59.224439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:59.224476] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:59.228686] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=34.68%)
[2026-02-11T20:30:59.229157] [INFO ] [FORECASTER] Completed predict_future for SAH
[2026-02-11T20:30:59.229288] [INFO ] [sig       ] SAH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:59.395552] [INFO ] [LOCAL     ] Saved forecast: SAH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SAH.txt
[2026-02-11T20:30:59.395725] [INFO ] [sig       ] [2668/3412] Completed SAH in 0.4s | 2.79 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-11T20:30:59.395774] [INFO ] [sig       ] [2669/3412] Forecasting SAIA...
[2026-02-11T20:30:59.395806] [INFO ] [sig       ] Generating forecast for: SAIA
[2026-02-11T20:30:59.395836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2026-02-11T20:30:59.409092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2026-02-11T20:30:59.409442] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2026-02-11T20:30:59.410304] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2026-02-11T20:30:59.410357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:59.410389] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:59.410415] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:59.410473] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:59.470774] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:59.471676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:59.471952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:59.471985] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:59.597311] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:59.597469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:59.597522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:59.597552] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:59.602089] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=10.04%)
[2026-02-11T20:30:59.602391] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2026-02-11T20:30:59.602530] [INFO ] [sig       ] SAIA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:30:59.748230] [INFO ] [LOCAL     ] Saved forecast: SAIA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SAIA.txt
[2026-02-11T20:30:59.748384] [INFO ] [sig       ] [2669/3412] Completed SAIA in 0.4s | 2.79 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-11T20:30:59.748427] [INFO ] [sig       ] [2670/3412] Forecasting SAIC...
[2026-02-11T20:30:59.748456] [INFO ] [sig       ] Generating forecast for: SAIC
[2026-02-11T20:30:59.748486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2026-02-11T20:30:59.760797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2026-02-11T20:30:59.761205] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2026-02-11T20:30:59.762148] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2026-02-11T20:30:59.762204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:30:59.762238] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:30:59.762266] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:30:59.762325] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:30:59.830263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:30:59.831181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:30:59.831268] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:30:59.831302] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:30:59.954906] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:30:59.955065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:30:59.955107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:30:59.955137] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:30:59.958794] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=83.68%)
[2026-02-11T20:30:59.959097] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2026-02-11T20:30:59.959230] [INFO ] [sig       ] SAIC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:00.111693] [INFO ] [LOCAL     ] Saved forecast: SAIC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SAIC.txt
[2026-02-11T20:31:00.111852] [INFO ] [sig       ] [2670/3412] Completed SAIC in 0.4s | 2.79 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-11T20:31:00.111894] [INFO ] [sig       ] [2671/3412] Forecasting SAM...
[2026-02-11T20:31:00.111924] [INFO ] [sig       ] Generating forecast for: SAM
[2026-02-11T20:31:00.111956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2026-02-11T20:31:00.126372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2026-02-11T20:31:00.126733] [INFO ] [FORECASTER] Starting predict_future for SAM
[2026-02-11T20:31:00.127911] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2026-02-11T20:31:00.127969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:00.128002] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:00.128028] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:00.128085] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:00.191340] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:00.192270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:00.192358] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:00.192401] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:00.316817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:00.316980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:00.317023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:00.317053] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:00.320736] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: UP (p=52.54%)
[2026-02-11T20:31:00.321049] [INFO ] [FORECASTER] Completed predict_future for SAM
[2026-02-11T20:31:00.321194] [INFO ] [sig       ] SAM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:00.469839] [INFO ] [LOCAL     ] Saved forecast: SAM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SAM.txt
[2026-02-11T20:31:00.469993] [INFO ] [sig       ] [2671/3412] Completed SAM in 0.4s | 2.79 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-11T20:31:00.470032] [INFO ] [sig       ] [2672/3412] Forecasting SAMG...
[2026-02-11T20:31:00.470062] [INFO ] [sig       ] Generating forecast for: SAMG
[2026-02-11T20:31:00.470093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2026-02-11T20:31:00.482309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2026-02-11T20:31:00.482726] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2026-02-11T20:31:00.483730] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2026-02-11T20:31:00.483782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:00.483815] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:00.483842] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:00.483900] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:00.544978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:00.545884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:00.545977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:00.546010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:00.663112] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:00.663271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:00.663328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:00.663359] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:00.666896] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2026-02-11T20:31:00.667185] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2026-02-11T20:31:00.667323] [INFO ] [sig       ] SAMG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:00.826220] [INFO ] [LOCAL     ] Saved forecast: SAMG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SAMG.txt
[2026-02-11T20:31:00.826356] [INFO ] [sig       ] [2672/3412] Completed SAMG in 0.4s | 2.79 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-11T20:31:00.826395] [INFO ] [sig       ] [2673/3412] Forecasting SAN...
[2026-02-11T20:31:00.826426] [INFO ] [sig       ] Generating forecast for: SAN
[2026-02-11T20:31:00.826461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2026-02-11T20:31:00.840810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2026-02-11T20:31:00.841145] [INFO ] [FORECASTER] Starting predict_future for SAN
[2026-02-11T20:31:00.842002] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2026-02-11T20:31:00.842054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:00.842086] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:00.842114] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:00.842172] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:00.901363] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:00.902309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:00.902393] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:00.902427] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:01.029528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:01.029730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:01.030977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:01.031013] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:01.034512] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=74.52%)
[2026-02-11T20:31:01.034812] [INFO ] [FORECASTER] Completed predict_future for SAN
[2026-02-11T20:31:01.034945] [INFO ] [sig       ] SAN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:01.179251] [INFO ] [LOCAL     ] Saved forecast: SAN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SAN.txt
[2026-02-11T20:31:01.179413] [INFO ] [sig       ] [2673/3412] Completed SAN in 0.4s | 2.79 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-11T20:31:01.179456] [INFO ] [sig       ] [2674/3412] Forecasting SANA...
[2026-02-11T20:31:01.179484] [INFO ] [sig       ] Generating forecast for: SANA
[2026-02-11T20:31:01.179514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2026-02-11T20:31:01.193424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2026-02-11T20:31:01.193846] [INFO ] [FORECASTER] Starting predict_future for SANA
[2026-02-11T20:31:01.194921] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2026-02-11T20:31:01.194974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:01.195005] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:01.195176] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:01.195233] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:01.262665] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:01.263892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:01.264007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:01.264040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:01.409789] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:01.410053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:01.410108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:01.410148] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:01.414872] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2026-02-11T20:31:01.415333] [INFO ] [FORECASTER] Completed predict_future for SANA
[2026-02-11T20:31:01.415542] [INFO ] [sig       ] SANA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:01.581610] [INFO ] [LOCAL     ] Saved forecast: SANA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SANA.txt
[2026-02-11T20:31:01.581791] [INFO ] [sig       ] [2674/3412] Completed SANA in 0.4s | 2.79 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-11T20:31:01.581843] [INFO ] [sig       ] [2675/3412] Forecasting SANM...
[2026-02-11T20:31:01.581878] [INFO ] [sig       ] Generating forecast for: SANM
[2026-02-11T20:31:01.581915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2026-02-11T20:31:01.595180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2026-02-11T20:31:01.595542] [INFO ] [FORECASTER] Starting predict_future for SANM
[2026-02-11T20:31:01.596790] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2026-02-11T20:31:01.596862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:01.596897] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:01.596925] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:01.596985] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:01.660147] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:01.661103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:01.661196] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:01.661231] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:01.794696] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:01.794859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:01.794905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:01.794936] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:01.798779] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=73.99%)
[2026-02-11T20:31:01.799176] [INFO ] [FORECASTER] Completed predict_future for SANM
[2026-02-11T20:31:01.799328] [INFO ] [sig       ] SANM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:01.972670] [INFO ] [LOCAL     ] Saved forecast: SANM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SANM.txt
[2026-02-11T20:31:01.972859] [INFO ] [sig       ] [2675/3412] Completed SANM in 0.4s | 2.79 sym/s | Total: 16.0m | ETA: 4.4m
[2026-02-11T20:31:01.972902] [INFO ] [sig       ] [2676/3412] Forecasting SAP...
[2026-02-11T20:31:01.972936] [INFO ] [sig       ] Generating forecast for: SAP
[2026-02-11T20:31:01.972968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2026-02-11T20:31:01.985249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2026-02-11T20:31:01.985680] [INFO ] [FORECASTER] Starting predict_future for SAP
[2026-02-11T20:31:01.986568] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2026-02-11T20:31:01.986653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:01.986700] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:01.986728] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:01.986785] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:02.049618] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:02.050757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:02.050866] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:02.050901] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:02.184756] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:02.184938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:02.184986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:02.185016] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:02.189035] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=12.63%)
[2026-02-11T20:31:02.189443] [INFO ] [FORECASTER] Completed predict_future for SAP
[2026-02-11T20:31:02.189623] [INFO ] [sig       ] SAP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:02.346021] [INFO ] [LOCAL     ] Saved forecast: SAP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SAP.txt
[2026-02-11T20:31:02.346190] [INFO ] [sig       ] [2676/3412] Completed SAP in 0.4s | 2.79 sym/s | Total: 16.0m | ETA: 4.4m
[2026-02-11T20:31:02.346235] [INFO ] [sig       ] [2677/3412] Forecasting SARK...
[2026-02-11T20:31:02.346264] [INFO ] [sig       ] Generating forecast for: SARK
[2026-02-11T20:31:02.346295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2026-02-11T20:31:02.358634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2026-02-11T20:31:02.359042] [INFO ] [FORECASTER] Starting predict_future for SARK
[2026-02-11T20:31:02.359950] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2026-02-11T20:31:02.360009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:02.360043] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:02.360072] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:02.360131] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:02.419635] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:02.420564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:02.420681] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:02.420714] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:02.551480] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:02.551669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:02.551713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:02.551742] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:02.555709] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=76.22%)
[2026-02-11T20:31:02.556234] [INFO ] [FORECASTER] Completed predict_future for SARK
[2026-02-11T20:31:02.556380] [INFO ] [sig       ] SARK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:02.710291] [INFO ] [LOCAL     ] Saved forecast: SARK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SARK.txt
[2026-02-11T20:31:02.710461] [INFO ] [sig       ] [2677/3412] Completed SARK in 0.4s | 2.79 sym/s | Total: 16.0m | ETA: 4.4m
[2026-02-11T20:31:02.710538] [INFO ] [sig       ] [2678/3412] Forecasting SATL...
[2026-02-11T20:31:02.710590] [INFO ] [sig       ] Generating forecast for: SATL
[2026-02-11T20:31:02.710644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2026-02-11T20:31:02.723927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2026-02-11T20:31:02.724360] [INFO ] [FORECASTER] Starting predict_future for SATL
[2026-02-11T20:31:02.725300] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2026-02-11T20:31:02.725360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:02.725393] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:02.725421] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:02.725481] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:02.791966] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:02.792986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:02.793085] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:02.793120] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:02.923265] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:02.923429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:02.923473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:02.923503] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:02.927105] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: UP (p=52.84%)
[2026-02-11T20:31:02.927443] [INFO ] [FORECASTER] Completed predict_future for SATL
[2026-02-11T20:31:02.927639] [INFO ] [sig       ] SATL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:03.084308] [INFO ] [LOCAL     ] Saved forecast: SATL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SATL.txt
[2026-02-11T20:31:03.084484] [INFO ] [sig       ] [2678/3412] Completed SATL in 0.4s | 2.79 sym/s | Total: 16.0m | ETA: 4.4m
[2026-02-11T20:31:03.084526] [INFO ] [sig       ] [2679/3412] Forecasting SATS...
[2026-02-11T20:31:03.084554] [INFO ] [sig       ] Generating forecast for: SATS
[2026-02-11T20:31:03.084604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2026-02-11T20:31:03.101411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2026-02-11T20:31:03.101901] [INFO ] [FORECASTER] Starting predict_future for SATS
[2026-02-11T20:31:03.103049] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2026-02-11T20:31:03.103113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:03.103153] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:03.103185] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:03.103249] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:03.170720] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:03.172033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:03.172144] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:03.172179] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:03.315909] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:03.316077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:03.316120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:03.316150] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:03.320226] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=20.18%)
[2026-02-11T20:31:03.320550] [INFO ] [FORECASTER] Completed predict_future for SATS
[2026-02-11T20:31:03.320721] [INFO ] [sig       ] SATS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:03.495461] [INFO ] [LOCAL     ] Saved forecast: SATS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SATS.txt
[2026-02-11T20:31:03.495653] [INFO ] [sig       ] [2679/3412] Completed SATS in 0.4s | 2.79 sym/s | Total: 16.0m | ETA: 4.4m
[2026-02-11T20:31:03.495703] [INFO ] [sig       ] [2680/3412] Forecasting SAVA...
[2026-02-11T20:31:03.495735] [INFO ] [sig       ] Generating forecast for: SAVA
[2026-02-11T20:31:03.495766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2026-02-11T20:31:03.509072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2026-02-11T20:31:03.509481] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2026-02-11T20:31:03.510376] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2026-02-11T20:31:03.510431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:03.510463] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:03.510491] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:03.510553] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:03.572707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:03.573657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:03.573754] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:03.573789] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:03.700175] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:03.700347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:03.700389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:03.700419] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:03.704119] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=8.87%)
[2026-02-11T20:31:03.704446] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2026-02-11T20:31:03.704609] [INFO ] [sig       ] SAVA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:03.854253] [INFO ] [LOCAL     ] Saved forecast: SAVA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SAVA.txt
[2026-02-11T20:31:03.854414] [INFO ] [sig       ] [2680/3412] Completed SAVA in 0.4s | 2.79 sym/s | Total: 16.0m | ETA: 4.4m
[2026-02-11T20:31:03.854454] [INFO ] [sig       ] [2681/3412] Forecasting SB...
[2026-02-11T20:31:03.854485] [INFO ] [sig       ] Generating forecast for: SB
[2026-02-11T20:31:03.854516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2026-02-11T20:31:03.866392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2026-02-11T20:31:03.866828] [INFO ] [FORECASTER] Starting predict_future for SB
[2026-02-11T20:31:03.867787] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2026-02-11T20:31:03.867844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:03.867879] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:03.867943] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:03.868030] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:03.930093] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:03.931035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:03.931139] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:03.931174] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:04.058139] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:04.058311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:04.058355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:04.058387] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:04.062641] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2026-02-11T20:31:04.063102] [INFO ] [FORECASTER] Completed predict_future for SB
[2026-02-11T20:31:04.063300] [INFO ] [sig       ] SB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:04.227283] [INFO ] [LOCAL     ] Saved forecast: SB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SB.txt
[2026-02-11T20:31:04.227460] [INFO ] [sig       ] [2681/3412] Completed SB in 0.4s | 2.79 sym/s | Total: 16.0m | ETA: 4.4m
[2026-02-11T20:31:04.227537] [INFO ] [sig       ] [2682/3412] Forecasting SBAC...
[2026-02-11T20:31:04.227591] [INFO ] [sig       ] Generating forecast for: SBAC
[2026-02-11T20:31:04.227626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2026-02-11T20:31:04.242208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2026-02-11T20:31:04.242894] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2026-02-11T20:31:04.244351] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2026-02-11T20:31:04.244415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:04.244449] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:04.244477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:04.244535] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:04.315161] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:04.316114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:04.316206] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:04.316240] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:04.448391] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:04.448554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:04.448619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:04.448675] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:04.452501] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: UP (p=92.75%)
[2026-02-11T20:31:04.452851] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2026-02-11T20:31:04.453005] [INFO ] [sig       ] SBAC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:04.630651] [INFO ] [LOCAL     ] Saved forecast: SBAC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SBAC.txt
[2026-02-11T20:31:04.630831] [INFO ] [sig       ] [2682/3412] Completed SBAC in 0.4s | 2.79 sym/s | Total: 16.0m | ETA: 4.4m
[2026-02-11T20:31:04.630879] [INFO ] [sig       ] [2683/3412] Forecasting SBCF...
[2026-02-11T20:31:04.630912] [INFO ] [sig       ] Generating forecast for: SBCF
[2026-02-11T20:31:04.630945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2026-02-11T20:31:04.645904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2026-02-11T20:31:04.646338] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2026-02-11T20:31:04.647668] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2026-02-11T20:31:04.647742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:04.647793] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:04.647836] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:04.647933] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:04.724405] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:04.725756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:04.725921] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:04.725978] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:04.877705] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:04.877878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:04.877929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:04.877983] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:04.881816] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2026-02-11T20:31:04.882202] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2026-02-11T20:31:04.882352] [INFO ] [sig       ] SBCF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:05.035434] [INFO ] [LOCAL     ] Saved forecast: SBCF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SBCF.txt
[2026-02-11T20:31:05.035614] [INFO ] [sig       ] [2683/3412] Completed SBCF in 0.4s | 2.79 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-11T20:31:05.035661] [INFO ] [sig       ] [2684/3412] Forecasting SBFM...
[2026-02-11T20:31:05.035691] [INFO ] [sig       ] Generating forecast for: SBFM
[2026-02-11T20:31:05.035721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2026-02-11T20:31:05.051260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2026-02-11T20:31:05.051718] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2026-02-11T20:31:05.052714] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2026-02-11T20:31:05.052779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:05.052814] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:05.052843] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:05.052905] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:05.125098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:05.126261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:05.126380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:05.126419] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:05.251439] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:05.251633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:05.251677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:05.251706] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:05.255641] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: UP (p=77.24%)
[2026-02-11T20:31:05.255979] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2026-02-11T20:31:05.256127] [INFO ] [sig       ] SBFM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:05.406186] [INFO ] [LOCAL     ] Saved forecast: SBFM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SBFM.txt
[2026-02-11T20:31:05.406351] [INFO ] [sig       ] [2684/3412] Completed SBFM in 0.4s | 2.79 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-11T20:31:05.406395] [INFO ] [sig       ] [2685/3412] Forecasting SBGI...
[2026-02-11T20:31:05.406425] [INFO ] [sig       ] Generating forecast for: SBGI
[2026-02-11T20:31:05.406456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2026-02-11T20:31:05.419358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2026-02-11T20:31:05.419756] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2026-02-11T20:31:05.420666] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2026-02-11T20:31:05.420723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:05.420757] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:05.420785] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:05.420844] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:05.480174] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:05.481127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:05.481239] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:05.481274] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:05.602653] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:05.602817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:05.602857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:05.602887] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:05.606557] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: UP (p=75.16%)
[2026-02-11T20:31:05.606887] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2026-02-11T20:31:05.607027] [INFO ] [sig       ] SBGI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:05.749757] [INFO ] [LOCAL     ] Saved forecast: SBGI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SBGI.txt
[2026-02-11T20:31:05.749922] [INFO ] [sig       ] [2685/3412] Completed SBGI in 0.3s | 2.79 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-11T20:31:05.749968] [INFO ] [sig       ] [2686/3412] Forecasting SBH...
[2026-02-11T20:31:05.749997] [INFO ] [sig       ] Generating forecast for: SBH
[2026-02-11T20:31:05.750028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2026-02-11T20:31:05.761842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2026-02-11T20:31:05.762271] [INFO ] [FORECASTER] Starting predict_future for SBH
[2026-02-11T20:31:05.763247] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2026-02-11T20:31:05.763305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:05.763337] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:05.763365] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:05.763422] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:05.826021] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:05.827061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:05.827175] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:05.827232] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:05.959996] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:05.960190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:05.960243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:05.960283] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:05.964072] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=42.18%)
[2026-02-11T20:31:05.964471] [INFO ] [FORECASTER] Completed predict_future for SBH
[2026-02-11T20:31:05.964681] [INFO ] [sig       ] SBH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:06.126466] [INFO ] [LOCAL     ] Saved forecast: SBH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SBH.txt
[2026-02-11T20:31:06.126686] [INFO ] [sig       ] [2686/3412] Completed SBH in 0.4s | 2.79 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-11T20:31:06.126753] [INFO ] [sig       ] [2687/3412] Forecasting SBI...
[2026-02-11T20:31:06.126800] [INFO ] [sig       ] Generating forecast for: SBI
[2026-02-11T20:31:06.126847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2026-02-11T20:31:06.138706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2026-02-11T20:31:06.139072] [INFO ] [FORECASTER] Starting predict_future for SBI
[2026-02-11T20:31:06.139918] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2026-02-11T20:31:06.139974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:06.140006] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:06.140044] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:06.140102] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:06.201300] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:06.202023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:06.202105] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:06.202139] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:06.325951] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:06.326142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:06.326188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:06.326218] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:06.329829] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=72.63%)
[2026-02-11T20:31:06.330128] [INFO ] [FORECASTER] Completed predict_future for SBI
[2026-02-11T20:31:06.330271] [INFO ] [sig       ] SBI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:06.470949] [INFO ] [LOCAL     ] Saved forecast: SBI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SBI.txt
[2026-02-11T20:31:06.471075] [INFO ] [sig       ] [2687/3412] Completed SBI in 0.3s | 2.79 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-11T20:31:06.471116] [INFO ] [sig       ] [2688/3412] Forecasting SBLK...
[2026-02-11T20:31:06.471145] [INFO ] [sig       ] Generating forecast for: SBLK
[2026-02-11T20:31:06.471176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2026-02-11T20:31:06.483559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2026-02-11T20:31:06.483938] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2026-02-11T20:31:06.484760] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2026-02-11T20:31:06.484813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:06.484845] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:06.484872] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:06.484929] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:06.542884] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:06.543719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:06.543807] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:06.543842] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:06.673317] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:06.673487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:06.673533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:06.673597] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:06.677361] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2026-02-11T20:31:06.677734] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2026-02-11T20:31:06.677893] [INFO ] [sig       ] SBLK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:06.822219] [INFO ] [LOCAL     ] Saved forecast: SBLK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SBLK.txt
[2026-02-11T20:31:06.822382] [INFO ] [sig       ] [2688/3412] Completed SBLK in 0.4s | 2.79 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-11T20:31:06.822427] [INFO ] [sig       ] [2689/3412] Forecasting SBRA...
[2026-02-11T20:31:06.822456] [INFO ] [sig       ] Generating forecast for: SBRA
[2026-02-11T20:31:06.822487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2026-02-11T20:31:06.835806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2026-02-11T20:31:06.836265] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2026-02-11T20:31:06.837269] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2026-02-11T20:31:06.837327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:06.837361] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:06.837389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:06.837449] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:06.904077] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:06.905249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:06.905341] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:06.905376] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:07.053905] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:07.054078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:07.054119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:07.054148] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:07.058482] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: UP (p=50.02%)
[2026-02-11T20:31:07.058799] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2026-02-11T20:31:07.058947] [INFO ] [sig       ] SBRA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:07.209422] [INFO ] [LOCAL     ] Saved forecast: SBRA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SBRA.txt
[2026-02-11T20:31:07.209608] [INFO ] [sig       ] [2689/3412] Completed SBRA in 0.4s | 2.79 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-11T20:31:07.209654] [INFO ] [sig       ] [2690/3412] Forecasting SBS...
[2026-02-11T20:31:07.209685] [INFO ] [sig       ] Generating forecast for: SBS
[2026-02-11T20:31:07.209716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2026-02-11T20:31:07.222528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2026-02-11T20:31:07.222970] [INFO ] [FORECASTER] Starting predict_future for SBS
[2026-02-11T20:31:07.224055] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2026-02-11T20:31:07.224112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:07.224146] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:07.224174] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:07.224232] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:07.284780] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:07.285891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:07.286002] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:07.286036] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:07.422358] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:07.422526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:07.422600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:07.422657] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:07.426243] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=34.60%)
[2026-02-11T20:31:07.426556] [INFO ] [FORECASTER] Completed predict_future for SBS
[2026-02-11T20:31:07.426726] [INFO ] [sig       ] SBS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:07.572188] [INFO ] [LOCAL     ] Saved forecast: SBS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SBS.txt
[2026-02-11T20:31:07.572346] [INFO ] [sig       ] [2690/3412] Completed SBS in 0.4s | 2.79 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-11T20:31:07.572389] [INFO ] [sig       ] [2691/3412] Forecasting SBSI...
[2026-02-11T20:31:07.572418] [INFO ] [sig       ] Generating forecast for: SBSI
[2026-02-11T20:31:07.572455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2026-02-11T20:31:07.584471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2026-02-11T20:31:07.584863] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2026-02-11T20:31:07.585772] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2026-02-11T20:31:07.585826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:07.585858] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:07.585887] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:07.585947] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:07.648908] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:07.650082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:07.650248] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:07.650295] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:07.772819] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:07.772972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:07.773015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:07.773044] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:07.776480] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=13.47%)
[2026-02-11T20:31:07.776781] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2026-02-11T20:31:07.776914] [INFO ] [sig       ] SBSI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:07.932137] [INFO ] [LOCAL     ] Saved forecast: SBSI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SBSI.txt
[2026-02-11T20:31:07.932311] [INFO ] [sig       ] [2691/3412] Completed SBSI in 0.4s | 2.79 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-11T20:31:07.932356] [INFO ] [sig       ] [2692/3412] Forecasting SBUX...
[2026-02-11T20:31:07.932398] [INFO ] [sig       ] Generating forecast for: SBUX
[2026-02-11T20:31:07.932446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2026-02-11T20:31:07.945426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2026-02-11T20:31:07.945836] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2026-02-11T20:31:07.946804] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2026-02-11T20:31:07.946871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:07.946918] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:07.946976] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:07.947062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:08.010978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:08.011891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:08.011981] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:08.012017] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:08.137657] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:08.137822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:08.137865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:08.137897] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:08.141532] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=47.15%)
[2026-02-11T20:31:08.141843] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2026-02-11T20:31:08.142000] [INFO ] [sig       ] SBUX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:08.293887] [INFO ] [LOCAL     ] Saved forecast: SBUX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SBUX.txt
[2026-02-11T20:31:08.294039] [INFO ] [sig       ] [2692/3412] Completed SBUX in 0.4s | 2.79 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-11T20:31:08.294084] [INFO ] [sig       ] [2693/3412] Forecasting SCD...
[2026-02-11T20:31:08.294114] [INFO ] [sig       ] Generating forecast for: SCD
[2026-02-11T20:31:08.294146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2026-02-11T20:31:08.307104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2026-02-11T20:31:08.307716] [INFO ] [FORECASTER] Starting predict_future for SCD
[2026-02-11T20:31:08.308862] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2026-02-11T20:31:08.308930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:08.308980] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:08.309016] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:08.309082] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:08.379119] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:08.380350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:08.380446] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:08.380482] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:08.513140] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:08.513501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:08.513546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:08.513622] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:08.517687] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=83.39%)
[2026-02-11T20:31:08.518001] [INFO ] [FORECASTER] Completed predict_future for SCD
[2026-02-11T20:31:08.518371] [INFO ] [sig       ] SCD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:08.685456] [INFO ] [LOCAL     ] Saved forecast: SCD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SCD.txt
[2026-02-11T20:31:08.685651] [INFO ] [sig       ] [2693/3412] Completed SCD in 0.4s | 2.79 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-11T20:31:08.685697] [INFO ] [sig       ] [2694/3412] Forecasting SCHL...
[2026-02-11T20:31:08.685730] [INFO ] [sig       ] Generating forecast for: SCHL
[2026-02-11T20:31:08.685762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2026-02-11T20:31:08.698880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2026-02-11T20:31:08.699271] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2026-02-11T20:31:08.700136] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2026-02-11T20:31:08.700189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:08.700222] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:08.700249] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:08.700307] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:08.758122] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:08.759066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:08.759153] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:08.759186] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:08.884970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:08.885138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:08.885181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:08.885211] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:08.889462] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: UP (p=71.03%)
[2026-02-11T20:31:08.889897] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2026-02-11T20:31:08.890071] [INFO ] [sig       ] SCHL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:09.057973] [INFO ] [LOCAL     ] Saved forecast: SCHL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SCHL.txt
[2026-02-11T20:31:09.058209] [INFO ] [sig       ] [2694/3412] Completed SCHL in 0.4s | 2.79 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-11T20:31:09.058256] [INFO ] [sig       ] [2695/3412] Forecasting SCI...
[2026-02-11T20:31:09.058286] [INFO ] [sig       ] Generating forecast for: SCI
[2026-02-11T20:31:09.058318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2026-02-11T20:31:09.071055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2026-02-11T20:31:09.071427] [INFO ] [FORECASTER] Starting predict_future for SCI
[2026-02-11T20:31:09.072301] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2026-02-11T20:31:09.072355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:09.072390] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:09.072419] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:09.072481] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:09.136079] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:09.137008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:09.137103] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:09.137135] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:09.265149] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:09.265312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:09.265355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:09.265388] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:09.269521] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=59.00%)
[2026-02-11T20:31:09.269864] [INFO ] [FORECASTER] Completed predict_future for SCI
[2026-02-11T20:31:09.270025] [INFO ] [sig       ] SCI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:09.425131] [INFO ] [LOCAL     ] Saved forecast: SCI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SCI.txt
[2026-02-11T20:31:09.425297] [INFO ] [sig       ] [2695/3412] Completed SCI in 0.4s | 2.79 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-11T20:31:09.425342] [INFO ] [sig       ] [2696/3412] Forecasting SCL...
[2026-02-11T20:31:09.425374] [INFO ] [sig       ] Generating forecast for: SCL
[2026-02-11T20:31:09.425407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2026-02-11T20:31:09.438494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2026-02-11T20:31:09.438897] [INFO ] [FORECASTER] Starting predict_future for SCL
[2026-02-11T20:31:09.439805] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2026-02-11T20:31:09.439862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:09.439901] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:09.439929] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:09.439988] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:09.512733] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:09.514092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:09.514209] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:09.514250] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:09.646989] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:09.647153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:09.647195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:09.647223] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:09.650962] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2026-02-11T20:31:09.651254] [INFO ] [FORECASTER] Completed predict_future for SCL
[2026-02-11T20:31:09.651391] [INFO ] [sig       ] SCL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:09.797390] [INFO ] [LOCAL     ] Saved forecast: SCL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SCL.txt
[2026-02-11T20:31:09.797561] [INFO ] [sig       ] [2696/3412] Completed SCL in 0.4s | 2.79 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-11T20:31:09.797620] [INFO ] [sig       ] [2697/3412] Forecasting SCM...
[2026-02-11T20:31:09.797650] [INFO ] [sig       ] Generating forecast for: SCM
[2026-02-11T20:31:09.797680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2026-02-11T20:31:09.811229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2026-02-11T20:31:09.811664] [INFO ] [FORECASTER] Starting predict_future for SCM
[2026-02-11T20:31:09.812542] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2026-02-11T20:31:09.812619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:09.812655] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:09.812682] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:09.812740] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:09.869871] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:09.870749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:09.870854] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:09.870889] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:09.991177] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:09.991349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:09.991389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:09.991419] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:09.994917] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2026-02-11T20:31:09.995209] [INFO ] [FORECASTER] Completed predict_future for SCM
[2026-02-11T20:31:09.995342] [INFO ] [sig       ] SCM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:10.135623] [INFO ] [LOCAL     ] Saved forecast: SCM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SCM.txt
[2026-02-11T20:31:10.135780] [INFO ] [sig       ] [2697/3412] Completed SCM in 0.3s | 2.79 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-11T20:31:10.135821] [INFO ] [sig       ] [2698/3412] Forecasting SCSC...
[2026-02-11T20:31:10.135850] [INFO ] [sig       ] Generating forecast for: SCSC
[2026-02-11T20:31:10.135878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2026-02-11T20:31:10.152204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2026-02-11T20:31:10.152609] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2026-02-11T20:31:10.153498] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2026-02-11T20:31:10.153551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:10.153637] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:10.153667] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:10.153724] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:10.210984] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:10.211906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:10.211999] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:10.212031] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:10.341260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:10.341420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:10.341463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:10.341493] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:10.345195] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=90.87%)
[2026-02-11T20:31:10.345496] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2026-02-11T20:31:10.345663] [INFO ] [sig       ] SCSC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:10.496909] [INFO ] [LOCAL     ] Saved forecast: SCSC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SCSC.txt
[2026-02-11T20:31:10.497065] [INFO ] [sig       ] [2698/3412] Completed SCSC in 0.4s | 2.79 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-11T20:31:10.497106] [INFO ] [sig       ] [2699/3412] Forecasting SCVL...
[2026-02-11T20:31:10.497137] [INFO ] [sig       ] Generating forecast for: SCVL
[2026-02-11T20:31:10.497167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2026-02-11T20:31:10.509998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2026-02-11T20:31:10.510399] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2026-02-11T20:31:10.511266] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2026-02-11T20:31:10.511319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:10.511352] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:10.511380] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:10.511439] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:10.570722] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:10.571615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:10.571708] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:10.571743] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:10.691560] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:10.691745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:10.691786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:10.691816] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:10.695404] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: UP (p=69.60%)
[2026-02-11T20:31:10.695715] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2026-02-11T20:31:10.695852] [INFO ] [sig       ] SCVL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:10.835233] [INFO ] [LOCAL     ] Saved forecast: SCVL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SCVL.txt
[2026-02-11T20:31:10.835386] [INFO ] [sig       ] [2699/3412] Completed SCVL in 0.3s | 2.79 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-11T20:31:10.835426] [INFO ] [sig       ] [2700/3412] Forecasting SCZ...
[2026-02-11T20:31:10.835456] [INFO ] [sig       ] Generating forecast for: SCZ
[2026-02-11T20:31:10.835487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2026-02-11T20:31:10.847062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2026-02-11T20:31:10.847387] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2026-02-11T20:31:10.848269] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2026-02-11T20:31:10.848333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:10.848367] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:10.848394] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:10.848451] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:10.908030] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:10.908918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:10.909006] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:10.909040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:11.035369] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:11.035585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:11.035643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:11.035675] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:11.039520] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2026-02-11T20:31:11.039846] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2026-02-11T20:31:11.039982] [INFO ] [sig       ] SCZ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:11.182731] [INFO ] [LOCAL     ] Saved forecast: SCZ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SCZ.txt
[2026-02-11T20:31:11.182901] [INFO ] [sig       ] [2700/3412] Completed SCZ in 0.3s | 2.79 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-11T20:31:11.182943] [INFO ] [sig       ] [2701/3412] Forecasting SD...
[2026-02-11T20:31:11.182974] [INFO ] [sig       ] Generating forecast for: SD
[2026-02-11T20:31:11.183019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2026-02-11T20:31:11.373244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2026-02-11T20:31:11.373653] [INFO ] [FORECASTER] Starting predict_future for SD
[2026-02-11T20:31:11.374490] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2026-02-11T20:31:11.374545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:11.374597] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:11.374629] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:11.374696] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:11.433347] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:11.434322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:11.434410] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:11.434444] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:11.558080] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:11.558256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:11.558298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:11.558368] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:11.561926] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2026-02-11T20:31:11.562222] [INFO ] [FORECASTER] Completed predict_future for SD
[2026-02-11T20:31:11.562360] [INFO ] [sig       ] SD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:11.720412] [INFO ] [LOCAL     ] Saved forecast: SD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SD.txt
[2026-02-11T20:31:11.720607] [INFO ] [sig       ] [2701/3412] Completed SD in 0.5s | 2.79 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-11T20:31:11.720652] [INFO ] [sig       ] [2702/3412] Forecasting SDA...
[2026-02-11T20:31:11.720685] [INFO ] [sig       ] Generating forecast for: SDA
[2026-02-11T20:31:11.720716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2026-02-11T20:31:11.733064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2026-02-11T20:31:11.733508] [INFO ] [FORECASTER] Starting predict_future for SDA
[2026-02-11T20:31:11.734396] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2026-02-11T20:31:11.734450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:11.734484] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:11.734512] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:11.734594] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:11.795733] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:11.796683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:11.796775] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:11.796810] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:11.922515] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:11.922728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:11.922777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:11.922807] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:11.927069] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=28.98%)
[2026-02-11T20:31:11.927613] [INFO ] [FORECASTER] Completed predict_future for SDA
[2026-02-11T20:31:11.927780] [INFO ] [sig       ] SDA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:12.081726] [INFO ] [LOCAL     ] Saved forecast: SDA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SDA.txt
[2026-02-11T20:31:12.081885] [INFO ] [sig       ] [2702/3412] Completed SDA in 0.4s | 2.79 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-11T20:31:12.081925] [INFO ] [sig       ] [2703/3412] Forecasting SDHY...
[2026-02-11T20:31:12.081956] [INFO ] [sig       ] Generating forecast for: SDHY
[2026-02-11T20:31:12.081995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2026-02-11T20:31:12.097057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2026-02-11T20:31:12.097798] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2026-02-11T20:31:12.099339] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2026-02-11T20:31:12.099399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:12.099432] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:12.099459] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:12.099542] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:12.156705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:12.157439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:12.157566] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:12.157619] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:12.277416] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:12.277599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:12.277642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:12.277670] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:12.281074] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=41.05%)
[2026-02-11T20:31:12.281385] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2026-02-11T20:31:12.281515] [INFO ] [sig       ] SDHY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:12.423119] [INFO ] [LOCAL     ] Saved forecast: SDHY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SDHY.txt
[2026-02-11T20:31:12.423244] [INFO ] [sig       ] [2703/3412] Completed SDHY in 0.3s | 2.79 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-11T20:31:12.423288] [INFO ] [sig       ] [2704/3412] Forecasting SDRL...
[2026-02-11T20:31:12.423316] [INFO ] [sig       ] Generating forecast for: SDRL
[2026-02-11T20:31:12.423347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2026-02-11T20:31:12.436419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2026-02-11T20:31:12.436773] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2026-02-11T20:31:12.437797] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2026-02-11T20:31:12.437850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:12.437881] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:12.437907] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:12.437964] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:12.496837] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:12.497458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:12.497588] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:12.497631] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:12.616792] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:12.616923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:12.616962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:12.616990] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:12.620444] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=29.06%)
[2026-02-11T20:31:12.620772] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2026-02-11T20:31:12.620905] [INFO ] [sig       ] SDRL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:12.763857] [INFO ] [LOCAL     ] Saved forecast: SDRL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SDRL.txt
[2026-02-11T20:31:12.764001] [INFO ] [sig       ] [2704/3412] Completed SDRL in 0.3s | 2.79 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-11T20:31:12.764041] [INFO ] [sig       ] [2705/3412] Forecasting SDVY...
[2026-02-11T20:31:12.764069] [INFO ] [sig       ] Generating forecast for: SDVY
[2026-02-11T20:31:12.764099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2026-02-11T20:31:12.777640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2026-02-11T20:31:12.777942] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2026-02-11T20:31:12.778784] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2026-02-11T20:31:12.778837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:12.778869] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:12.778897] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:12.778954] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:12.836514] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:12.837235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:12.837334] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:12.837368] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:12.960504] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:12.960687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:12.960730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:12.960759] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:12.964223] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2026-02-11T20:31:12.964505] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2026-02-11T20:31:12.964672] [INFO ] [sig       ] SDVY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:13.104151] [INFO ] [LOCAL     ] Saved forecast: SDVY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SDVY.txt
[2026-02-11T20:31:13.104297] [INFO ] [sig       ] [2705/3412] Completed SDVY in 0.3s | 2.79 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-11T20:31:13.104338] [INFO ] [sig       ] [2706/3412] Forecasting SE...
[2026-02-11T20:31:13.104366] [INFO ] [sig       ] Generating forecast for: SE
[2026-02-11T20:31:13.104395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2026-02-11T20:31:13.117246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2026-02-11T20:31:13.117661] [INFO ] [FORECASTER] Starting predict_future for SE
[2026-02-11T20:31:13.118470] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2026-02-11T20:31:13.118522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:13.118554] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:13.118601] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:13.118661] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:13.176061] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:13.176979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:13.177073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:13.177106] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:13.298678] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:13.298842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:13.298886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:13.298915] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:13.302434] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=68.37%)
[2026-02-11T20:31:13.302748] [INFO ] [FORECASTER] Completed predict_future for SE
[2026-02-11T20:31:13.302883] [INFO ] [sig       ] SE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:13.445794] [INFO ] [LOCAL     ] Saved forecast: SE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SE.txt
[2026-02-11T20:31:13.445934] [INFO ] [sig       ] [2706/3412] Completed SE in 0.3s | 2.79 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-11T20:31:13.445972] [INFO ] [sig       ] [2707/3412] Forecasting SEDG...
[2026-02-11T20:31:13.446001] [INFO ] [sig       ] Generating forecast for: SEDG
[2026-02-11T20:31:13.446033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2026-02-11T20:31:13.463982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2026-02-11T20:31:13.464357] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2026-02-11T20:31:13.465244] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2026-02-11T20:31:13.465296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:13.465328] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:13.465355] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:13.465412] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:13.524283] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:13.525112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:13.525200] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:13.525233] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:13.646620] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:13.646785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:13.646844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:13.646873] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:13.650561] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2026-02-11T20:31:13.650897] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2026-02-11T20:31:13.651039] [INFO ] [sig       ] SEDG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:13.852124] [INFO ] [LOCAL     ] Saved forecast: SEDG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SEDG.txt
[2026-02-11T20:31:13.852517] [INFO ] [sig       ] [2707/3412] Completed SEDG in 0.4s | 2.79 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-11T20:31:13.852600] [INFO ] [sig       ] [2708/3412] Forecasting SEE...
[2026-02-11T20:31:13.852655] [INFO ] [sig       ] Generating forecast for: SEE
[2026-02-11T20:31:13.852703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2026-02-11T20:31:13.866345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2026-02-11T20:31:13.866868] [INFO ] [FORECASTER] Starting predict_future for SEE
[2026-02-11T20:31:13.867765] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2026-02-11T20:31:13.867819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:13.867853] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:13.867881] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:13.867939] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:13.942698] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:13.943706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:13.943838] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:13.943873] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:14.068380] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:14.068560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:14.068621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:14.068651] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:14.072181] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=95.35%)
[2026-02-11T20:31:14.072475] [INFO ] [FORECASTER] Completed predict_future for SEE
[2026-02-11T20:31:14.072632] [INFO ] [sig       ] SEE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:14.218962] [INFO ] [LOCAL     ] Saved forecast: SEE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SEE.txt
[2026-02-11T20:31:14.219123] [INFO ] [sig       ] [2708/3412] Completed SEE in 0.4s | 2.79 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-11T20:31:14.219171] [INFO ] [sig       ] [2709/3412] Forecasting SEIC...
[2026-02-11T20:31:14.219209] [INFO ] [sig       ] Generating forecast for: SEIC
[2026-02-11T20:31:14.219245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2026-02-11T20:31:14.231736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2026-02-11T20:31:14.232063] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2026-02-11T20:31:14.232909] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2026-02-11T20:31:14.232963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:14.232996] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:14.233023] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:14.233087] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:14.296098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:14.297039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:14.297169] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:14.297213] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:14.420302] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:14.420463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:14.420503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:14.420531] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:14.423992] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=32.42%)
[2026-02-11T20:31:14.424288] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2026-02-11T20:31:14.424423] [INFO ] [sig       ] SEIC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:14.566312] [INFO ] [LOCAL     ] Saved forecast: SEIC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SEIC.txt
[2026-02-11T20:31:14.566450] [INFO ] [sig       ] [2709/3412] Completed SEIC in 0.3s | 2.79 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-11T20:31:14.566490] [INFO ] [sig       ] [2710/3412] Forecasting SELF...
[2026-02-11T20:31:14.566520] [INFO ] [sig       ] Generating forecast for: SELF
[2026-02-11T20:31:14.566551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2026-02-11T20:31:14.579137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2026-02-11T20:31:14.579485] [INFO ] [FORECASTER] Starting predict_future for SELF
[2026-02-11T20:31:14.580361] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2026-02-11T20:31:14.580422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:14.580464] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:14.580499] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:14.580587] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:14.641910] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:14.642740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:14.642829] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:14.642863] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:14.766804] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:14.766972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:14.767016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:14.767046] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:14.770680] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: DOWN (p=38.04%)
[2026-02-11T20:31:14.771001] [INFO ] [FORECASTER] Completed predict_future for SELF
[2026-02-11T20:31:14.771155] [INFO ] [sig       ] SELF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:14.927444] [INFO ] [LOCAL     ] Saved forecast: SELF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SELF.txt
[2026-02-11T20:31:14.927736] [INFO ] [sig       ] [2710/3412] Completed SELF in 0.4s | 2.79 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-11T20:31:14.927794] [INFO ] [sig       ] [2711/3412] Forecasting SEM...
[2026-02-11T20:31:14.927825] [INFO ] [sig       ] Generating forecast for: SEM
[2026-02-11T20:31:14.927856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2026-02-11T20:31:14.943873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2026-02-11T20:31:14.944253] [INFO ] [FORECASTER] Starting predict_future for SEM
[2026-02-11T20:31:14.945164] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2026-02-11T20:31:14.945217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:14.945260] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:14.945300] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:14.945395] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:15.026235] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:15.027238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:15.027328] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:15.027361] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:15.152935] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:15.153093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:15.153134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:15.153165] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:15.157294] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: UP (p=50.06%)
[2026-02-11T20:31:15.157640] [INFO ] [FORECASTER] Completed predict_future for SEM
[2026-02-11T20:31:15.157781] [INFO ] [sig       ] SEM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:15.308296] [INFO ] [LOCAL     ] Saved forecast: SEM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SEM.txt
[2026-02-11T20:31:15.308538] [INFO ] [sig       ] [2711/3412] Completed SEM in 0.4s | 2.79 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-11T20:31:15.308622] [INFO ] [sig       ] [2712/3412] Forecasting SENEA...
[2026-02-11T20:31:15.308668] [INFO ] [sig       ] Generating forecast for: SENEA
[2026-02-11T20:31:15.308711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2026-02-11T20:31:15.320646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2026-02-11T20:31:15.321045] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2026-02-11T20:31:15.322063] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2026-02-11T20:31:15.322119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:15.322153] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:15.322181] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:15.322240] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:15.381207] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:15.382174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:15.382266] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:15.382299] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:15.523855] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:15.524040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:15.524107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:15.524161] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:15.530618] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=42.46%)
[2026-02-11T20:31:15.531220] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2026-02-11T20:31:15.531633] [INFO ] [sig       ] SENEA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:15.707941] [INFO ] [LOCAL     ] Saved forecast: SENEA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SENEA.txt
[2026-02-11T20:31:15.708113] [INFO ] [sig       ] [2712/3412] Completed SENEA in 0.4s | 2.79 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-11T20:31:15.708155] [INFO ] [sig       ] [2713/3412] Forecasting SENS...
[2026-02-11T20:31:15.708188] [INFO ] [sig       ] Generating forecast for: SENS
[2026-02-11T20:31:15.708219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2026-02-11T20:31:15.721177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2026-02-11T20:31:15.721602] [INFO ] [FORECASTER] Starting predict_future for SENS
[2026-02-11T20:31:15.722451] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2026-02-11T20:31:15.722505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:15.722537] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:15.722565] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:15.722642] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:15.784731] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:15.785671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:15.785765] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:15.785800] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:15.923376] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:15.923589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:15.923644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:15.923674] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:15.928079] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: UP (p=90.20%)
[2026-02-11T20:31:15.928558] [INFO ] [FORECASTER] Completed predict_future for SENS
[2026-02-11T20:31:15.928761] [INFO ] [sig       ] SENS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:16.086148] [INFO ] [LOCAL     ] Saved forecast: SENS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SENS.txt
[2026-02-11T20:31:16.086319] [INFO ] [sig       ] [2713/3412] Completed SENS in 0.4s | 2.79 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-11T20:31:16.086359] [INFO ] [sig       ] [2714/3412] Forecasting SERA...
[2026-02-11T20:31:16.086390] [INFO ] [sig       ] Generating forecast for: SERA
[2026-02-11T20:31:16.086421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2026-02-11T20:31:16.101290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2026-02-11T20:31:16.101914] [INFO ] [FORECASTER] Starting predict_future for SERA
[2026-02-11T20:31:16.103292] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2026-02-11T20:31:16.103370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:16.103629] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:16.103676] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:16.103771] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:16.169676] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:16.170954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:16.171066] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:16.171101] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:16.302387] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:16.302650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:16.302702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:16.302733] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:16.307821] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2026-02-11T20:31:16.308169] [INFO ] [FORECASTER] Completed predict_future for SERA
[2026-02-11T20:31:16.308326] [INFO ] [sig       ] SERA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:16.470051] [INFO ] [LOCAL     ] Saved forecast: SERA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SERA.txt
[2026-02-11T20:31:16.470282] [INFO ] [sig       ] [2714/3412] Completed SERA in 0.4s | 2.79 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-11T20:31:16.470326] [INFO ] [sig       ] [2715/3412] Forecasting SES...
[2026-02-11T20:31:16.470370] [INFO ] [sig       ] Generating forecast for: SES
[2026-02-11T20:31:16.470403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2026-02-11T20:31:16.486623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2026-02-11T20:31:16.487245] [INFO ] [FORECASTER] Starting predict_future for SES
[2026-02-11T20:31:16.488426] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2026-02-11T20:31:16.488496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:16.488566] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:16.488625] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:16.488688] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:16.555597] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:16.556945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:16.557052] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:16.557090] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:16.692834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:16.693016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:16.693060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:16.693091] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:16.697028] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2026-02-11T20:31:16.697410] [INFO ] [FORECASTER] Completed predict_future for SES
[2026-02-11T20:31:16.697625] [INFO ] [sig       ] SES: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:16.852677] [INFO ] [LOCAL     ] Saved forecast: SES	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SES.txt
[2026-02-11T20:31:16.852879] [INFO ] [sig       ] [2715/3412] Completed SES in 0.4s | 2.79 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-11T20:31:16.852933] [INFO ] [sig       ] [2716/3412] Forecasting SEVN...
[2026-02-11T20:31:16.852977] [INFO ] [sig       ] Generating forecast for: SEVN
[2026-02-11T20:31:16.853014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2026-02-11T20:31:16.865437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2026-02-11T20:31:16.865879] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2026-02-11T20:31:16.866813] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2026-02-11T20:31:16.866870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:16.866902] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:16.866928] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:16.866992] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:16.928633] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:16.929646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:16.929751] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:16.929786] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:17.048191] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:17.048369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:17.048411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:17.048441] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:17.052024] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: UP (p=58.81%)
[2026-02-11T20:31:17.052348] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2026-02-11T20:31:17.052491] [INFO ] [sig       ] SEVN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:17.201144] [INFO ] [LOCAL     ] Saved forecast: SEVN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SEVN.txt
[2026-02-11T20:31:17.201306] [INFO ] [sig       ] [2716/3412] Completed SEVN in 0.3s | 2.79 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-11T20:31:17.201347] [INFO ] [sig       ] [2717/3412] Forecasting SEZL...
[2026-02-11T20:31:17.201378] [INFO ] [sig       ] Generating forecast for: SEZL
[2026-02-11T20:31:17.201408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2026-02-11T20:31:17.212854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2026-02-11T20:31:17.213171] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2026-02-11T20:31:17.214011] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2026-02-11T20:31:17.214063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:17.214094] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:17.214120] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:17.214176] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:17.272076] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:17.272940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:17.273025] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:17.273058] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:17.393805] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:17.393978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:17.394019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:17.394047] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:17.397783] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=84.31%)
[2026-02-11T20:31:17.398118] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2026-02-11T20:31:17.398265] [INFO ] [sig       ] SEZL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:17.542233] [INFO ] [LOCAL     ] Saved forecast: SEZL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SEZL.txt
[2026-02-11T20:31:17.542399] [INFO ] [sig       ] [2717/3412] Completed SEZL in 0.3s | 2.79 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-11T20:31:17.542441] [INFO ] [sig       ] [2718/3412] Forecasting SF...
[2026-02-11T20:31:17.542470] [INFO ] [sig       ] Generating forecast for: SF
[2026-02-11T20:31:17.542504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2026-02-11T20:31:17.555985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2026-02-11T20:31:17.556413] [INFO ] [FORECASTER] Starting predict_future for SF
[2026-02-11T20:31:17.557320] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2026-02-11T20:31:17.557377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:17.557410] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:17.557438] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:17.557531] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:17.618669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:17.619745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:17.619839] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:17.619874] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:17.743154] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:17.743332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:17.743374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:17.743472] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:17.747122] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2026-02-11T20:31:17.747413] [INFO ] [FORECASTER] Completed predict_future for SF
[2026-02-11T20:31:17.747590] [INFO ] [sig       ] SF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:17.889702] [INFO ] [LOCAL     ] Saved forecast: SF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SF.txt
[2026-02-11T20:31:17.889852] [INFO ] [sig       ] [2718/3412] Completed SF in 0.3s | 2.79 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-11T20:31:17.889894] [INFO ] [sig       ] [2719/3412] Forecasting SFB...
[2026-02-11T20:31:17.889925] [INFO ] [sig       ] Generating forecast for: SFB
[2026-02-11T20:31:17.889959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2026-02-11T20:31:17.900913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2026-02-11T20:31:17.901240] [INFO ] [FORECASTER] Starting predict_future for SFB
[2026-02-11T20:31:17.902157] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2026-02-11T20:31:17.902217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:17.902250] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:17.902278] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:17.902337] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:17.959980] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:17.960879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:17.960965] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:17.960998] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:18.070033] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:18.070189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:18.070229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:18.070258] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:18.073831] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=16.54%)
[2026-02-11T20:31:18.074128] [INFO ] [FORECASTER] Completed predict_future for SFB
[2026-02-11T20:31:18.074261] [INFO ] [sig       ] SFB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:18.216720] [INFO ] [LOCAL     ] Saved forecast: SFB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SFB.txt
[2026-02-11T20:31:18.216889] [INFO ] [sig       ] [2719/3412] Completed SFB in 0.3s | 2.79 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-11T20:31:18.216931] [INFO ] [sig       ] [2720/3412] Forecasting SFBS...
[2026-02-11T20:31:18.216960] [INFO ] [sig       ] Generating forecast for: SFBS
[2026-02-11T20:31:18.216991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2026-02-11T20:31:18.228734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2026-02-11T20:31:18.229118] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2026-02-11T20:31:18.230055] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2026-02-11T20:31:18.230112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:18.230144] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:18.230170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:18.230229] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:18.291073] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:18.292082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:18.292180] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:18.292233] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:18.421273] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:18.421489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:18.421539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:18.421588] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:18.425295] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=15.28%)
[2026-02-11T20:31:18.425614] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2026-02-11T20:31:18.425746] [INFO ] [sig       ] SFBS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:18.570826] [INFO ] [LOCAL     ] Saved forecast: SFBS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SFBS.txt
[2026-02-11T20:31:18.570974] [INFO ] [sig       ] [2720/3412] Completed SFBS in 0.4s | 2.79 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-11T20:31:18.571015] [INFO ] [sig       ] [2721/3412] Forecasting SFIX...
[2026-02-11T20:31:18.571045] [INFO ] [sig       ] Generating forecast for: SFIX
[2026-02-11T20:31:18.571077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2026-02-11T20:31:18.583206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2026-02-11T20:31:18.583550] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2026-02-11T20:31:18.584371] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2026-02-11T20:31:18.584423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:18.584455] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:18.584480] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:18.584537] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:18.645739] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:18.646530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:18.646645] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:18.646683] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:18.777222] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:18.777607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:18.777661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:18.777695] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:18.781605] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: DOWN (p=46.58%)
[2026-02-11T20:31:18.781907] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2026-02-11T20:31:18.782054] [INFO ] [sig       ] SFIX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:18.929363] [INFO ] [LOCAL     ] Saved forecast: SFIX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SFIX.txt
[2026-02-11T20:31:18.929758] [INFO ] [sig       ] [2721/3412] Completed SFIX in 0.4s | 2.79 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-11T20:31:18.929810] [INFO ] [sig       ] [2722/3412] Forecasting SFL...
[2026-02-11T20:31:18.929849] [INFO ] [sig       ] Generating forecast for: SFL
[2026-02-11T20:31:18.929887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2026-02-11T20:31:18.942710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2026-02-11T20:31:18.943074] [INFO ] [FORECASTER] Starting predict_future for SFL
[2026-02-11T20:31:18.943956] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2026-02-11T20:31:18.944011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:18.944045] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:18.944072] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:18.944141] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:19.006096] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:19.007246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:19.007336] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:19.007370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:19.163279] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:19.163478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:19.163547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:19.163628] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:19.172033] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=87.03%)
[2026-02-11T20:31:19.172493] [INFO ] [FORECASTER] Completed predict_future for SFL
[2026-02-11T20:31:19.172664] [INFO ] [sig       ] SFL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:19.325794] [INFO ] [LOCAL     ] Saved forecast: SFL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SFL.txt
[2026-02-11T20:31:19.325962] [INFO ] [sig       ] [2722/3412] Completed SFL in 0.4s | 2.79 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-11T20:31:19.326003] [INFO ] [sig       ] [2723/3412] Forecasting SFLO...
[2026-02-11T20:31:19.326032] [INFO ] [sig       ] Generating forecast for: SFLO
[2026-02-11T20:31:19.326064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2026-02-11T20:31:19.338111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2026-02-11T20:31:19.338534] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2026-02-11T20:31:19.339431] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2026-02-11T20:31:19.339485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:19.339519] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:19.339548] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:19.339627] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:19.397889] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:19.398865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:19.398959] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:19.398995] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:19.521247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:19.521421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:19.521465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:19.521495] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:19.525339] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: DOWN (p=24.81%)
[2026-02-11T20:31:19.525821] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2026-02-11T20:31:19.525961] [INFO ] [sig       ] SFLO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:19.675830] [INFO ] [LOCAL     ] Saved forecast: SFLO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SFLO.txt
[2026-02-11T20:31:19.676007] [INFO ] [sig       ] [2723/3412] Completed SFLO in 0.3s | 2.79 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-11T20:31:19.676048] [INFO ] [sig       ] [2724/3412] Forecasting SFM...
[2026-02-11T20:31:19.676079] [INFO ] [sig       ] Generating forecast for: SFM
[2026-02-11T20:31:19.676112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2026-02-11T20:31:19.689601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2026-02-11T20:31:19.690037] [INFO ] [FORECASTER] Starting predict_future for SFM
[2026-02-11T20:31:19.690946] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2026-02-11T20:31:19.691032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:19.691068] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:19.691096] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:19.691156] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:19.750668] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:19.751615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:19.751707] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:19.751741] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:19.877044] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:19.877213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:19.877257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:19.877287] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:19.880947] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=31.87%)
[2026-02-11T20:31:19.881328] [INFO ] [FORECASTER] Completed predict_future for SFM
[2026-02-11T20:31:19.881496] [INFO ] [sig       ] SFM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:20.043286] [INFO ] [LOCAL     ] Saved forecast: SFM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SFM.txt
[2026-02-11T20:31:20.043454] [INFO ] [sig       ] [2724/3412] Completed SFM in 0.4s | 2.79 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-11T20:31:20.043496] [INFO ] [sig       ] [2725/3412] Forecasting SFNC...
[2026-02-11T20:31:20.043528] [INFO ] [sig       ] Generating forecast for: SFNC
[2026-02-11T20:31:20.043560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2026-02-11T20:31:20.059118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2026-02-11T20:31:20.059533] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2026-02-11T20:31:20.060435] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2026-02-11T20:31:20.060490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:20.060522] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:20.060551] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:20.060642] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:20.122196] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:20.123126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:20.123253] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:20.123291] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:20.252367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:20.252558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:20.252619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:20.252651] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:20.256356] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=63.72%)
[2026-02-11T20:31:20.256724] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2026-02-11T20:31:20.256873] [INFO ] [sig       ] SFNC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:20.407260] [INFO ] [LOCAL     ] Saved forecast: SFNC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SFNC.txt
[2026-02-11T20:31:20.407436] [INFO ] [sig       ] [2725/3412] Completed SFNC in 0.4s | 2.79 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-11T20:31:20.407479] [INFO ] [sig       ] [2726/3412] Forecasting SG...
[2026-02-11T20:31:20.407535] [INFO ] [sig       ] Generating forecast for: SG
[2026-02-11T20:31:20.407589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2026-02-11T20:31:20.420912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2026-02-11T20:31:20.421273] [INFO ] [FORECASTER] Starting predict_future for SG
[2026-02-11T20:31:20.422182] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2026-02-11T20:31:20.422244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:20.422285] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:20.422320] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:20.422393] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:20.484477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:20.485471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:20.485569] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:20.485627] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:20.619732] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:20.619899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:20.619940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:20.619969] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:20.623948] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=47.39%)
[2026-02-11T20:31:20.624240] [INFO ] [FORECASTER] Completed predict_future for SG
[2026-02-11T20:31:20.624378] [INFO ] [sig       ] SG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:20.776281] [INFO ] [LOCAL     ] Saved forecast: SG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SG.txt
[2026-02-11T20:31:20.776442] [INFO ] [sig       ] [2726/3412] Completed SG in 0.4s | 2.79 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-11T20:31:20.776484] [INFO ] [sig       ] [2727/3412] Forecasting SGC...
[2026-02-11T20:31:20.776514] [INFO ] [sig       ] Generating forecast for: SGC
[2026-02-11T20:31:20.776547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2026-02-11T20:31:20.791085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2026-02-11T20:31:20.791446] [INFO ] [FORECASTER] Starting predict_future for SGC
[2026-02-11T20:31:20.792696] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2026-02-11T20:31:20.792750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:20.792784] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:20.792812] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:20.792870] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:20.857026] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:20.858061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:20.858159] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:20.858194] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:20.980791] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:20.980955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:20.981001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:20.981031] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:20.984910] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=19.50%)
[2026-02-11T20:31:20.985203] [INFO ] [FORECASTER] Completed predict_future for SGC
[2026-02-11T20:31:20.985338] [INFO ] [sig       ] SGC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:21.129170] [INFO ] [LOCAL     ] Saved forecast: SGC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SGC.txt
[2026-02-11T20:31:21.129331] [INFO ] [sig       ] [2727/3412] Completed SGC in 0.4s | 2.79 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-11T20:31:21.129374] [INFO ] [sig       ] [2728/3412] Forecasting SGHC...
[2026-02-11T20:31:21.129405] [INFO ] [sig       ] Generating forecast for: SGHC
[2026-02-11T20:31:21.129438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2026-02-11T20:31:21.141445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2026-02-11T20:31:21.141836] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2026-02-11T20:31:21.142939] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2026-02-11T20:31:21.142993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:21.143026] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:21.143053] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:21.143114] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:21.206914] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:21.207843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:21.207936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:21.207971] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:21.335862] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:21.336029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:21.336071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:21.336104] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:21.339936] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=54.44%)
[2026-02-11T20:31:21.340226] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2026-02-11T20:31:21.340387] [INFO ] [sig       ] SGHC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:21.483622] [INFO ] [LOCAL     ] Saved forecast: SGHC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SGHC.txt
[2026-02-11T20:31:21.483786] [INFO ] [sig       ] [2728/3412] Completed SGHC in 0.4s | 2.79 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-11T20:31:21.483827] [INFO ] [sig       ] [2729/3412] Forecasting SGRY...
[2026-02-11T20:31:21.483857] [INFO ] [sig       ] Generating forecast for: SGRY
[2026-02-11T20:31:21.483889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2026-02-11T20:31:21.496765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2026-02-11T20:31:21.497169] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2026-02-11T20:31:21.498099] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2026-02-11T20:31:21.498155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:21.498188] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:21.498215] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:21.498277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:21.557720] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:21.558472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:21.558558] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:21.558611] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:21.689874] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:21.690030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:21.690072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:21.690102] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:21.693754] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2026-02-11T20:31:21.694078] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2026-02-11T20:31:21.694216] [INFO ] [sig       ] SGRY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:21.843908] [INFO ] [LOCAL     ] Saved forecast: SGRY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SGRY.txt
[2026-02-11T20:31:21.844065] [INFO ] [sig       ] [2729/3412] Completed SGRY in 0.4s | 2.79 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-11T20:31:21.844106] [INFO ] [sig       ] [2730/3412] Forecasting SHAK...
[2026-02-11T20:31:21.844136] [INFO ] [sig       ] Generating forecast for: SHAK
[2026-02-11T20:31:21.844168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2026-02-11T20:31:21.857245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2026-02-11T20:31:21.857710] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2026-02-11T20:31:21.858827] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2026-02-11T20:31:21.858883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:21.858916] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:21.858943] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:21.859001] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:21.922790] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:21.923705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:21.923795] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:21.923829] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:22.049144] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:22.049305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:22.049347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:22.049378] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:22.052976] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=10.38%)
[2026-02-11T20:31:22.053270] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2026-02-11T20:31:22.053405] [INFO ] [sig       ] SHAK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:22.200069] [INFO ] [LOCAL     ] Saved forecast: SHAK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SHAK.txt
[2026-02-11T20:31:22.200226] [INFO ] [sig       ] [2730/3412] Completed SHAK in 0.4s | 2.79 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-11T20:31:22.200266] [INFO ] [sig       ] [2731/3412] Forecasting SHBI...
[2026-02-11T20:31:22.200297] [INFO ] [sig       ] Generating forecast for: SHBI
[2026-02-11T20:31:22.200328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2026-02-11T20:31:22.211587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2026-02-11T20:31:22.211895] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2026-02-11T20:31:22.212726] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2026-02-11T20:31:22.212779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:22.212812] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:22.212838] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:22.212895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:22.271661] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:22.272454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:22.272544] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:22.272598] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:22.395527] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:22.395718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:22.395762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:22.395792] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:22.399394] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: UP (p=63.50%)
[2026-02-11T20:31:22.399738] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2026-02-11T20:31:22.399894] [INFO ] [sig       ] SHBI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:22.542091] [INFO ] [LOCAL     ] Saved forecast: SHBI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SHBI.txt
[2026-02-11T20:31:22.542227] [INFO ] [sig       ] [2731/3412] Completed SHBI in 0.3s | 2.79 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-11T20:31:22.542267] [INFO ] [sig       ] [2732/3412] Forecasting SHC...
[2026-02-11T20:31:22.542303] [INFO ] [sig       ] Generating forecast for: SHC
[2026-02-11T20:31:22.542340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2026-02-11T20:31:22.554754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2026-02-11T20:31:22.555063] [INFO ] [FORECASTER] Starting predict_future for SHC
[2026-02-11T20:31:22.555876] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2026-02-11T20:31:22.555928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:22.555984] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:22.556013] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:22.556070] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:22.616120] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:22.616976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:22.617063] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:22.617097] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:22.755188] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:22.755370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:22.755414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:22.755446] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:22.759058] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2026-02-11T20:31:22.759343] [INFO ] [FORECASTER] Completed predict_future for SHC
[2026-02-11T20:31:22.759479] [INFO ] [sig       ] SHC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:22.922147] [INFO ] [LOCAL     ] Saved forecast: SHC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SHC.txt
[2026-02-11T20:31:22.922318] [INFO ] [sig       ] [2732/3412] Completed SHC in 0.4s | 2.79 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-11T20:31:22.922367] [INFO ] [sig       ] [2733/3412] Forecasting SHEL...
[2026-02-11T20:31:22.922404] [INFO ] [sig       ] Generating forecast for: SHEL
[2026-02-11T20:31:22.922441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2026-02-11T20:31:22.934807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2026-02-11T20:31:22.935162] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2026-02-11T20:31:22.936024] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2026-02-11T20:31:22.936076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:22.936108] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:22.936134] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:22.936191] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:22.994621] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:22.995496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:22.995805] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:22.995839] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:23.118362] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:23.118533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:23.118593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:23.118627] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:23.122084] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=7.69%)
[2026-02-11T20:31:23.122378] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2026-02-11T20:31:23.122513] [INFO ] [sig       ] SHEL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:23.272659] [INFO ] [LOCAL     ] Saved forecast: SHEL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SHEL.txt
[2026-02-11T20:31:23.273021] [INFO ] [sig       ] [2733/3412] Completed SHEL in 0.4s | 2.79 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-11T20:31:23.273063] [INFO ] [sig       ] [2734/3412] Forecasting SHEN...
[2026-02-11T20:31:23.273093] [INFO ] [sig       ] Generating forecast for: SHEN
[2026-02-11T20:31:23.273124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2026-02-11T20:31:23.286793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2026-02-11T20:31:23.287238] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2026-02-11T20:31:23.288530] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2026-02-11T20:31:23.288801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:23.288847] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:23.288887] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:23.288964] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:23.349468] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:23.350369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:23.350459] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:23.350492] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:23.468648] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:23.468815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:23.468855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:23.468882] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:23.472348] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: DOWN (p=5.99%)
[2026-02-11T20:31:23.472668] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2026-02-11T20:31:23.472807] [INFO ] [sig       ] SHEN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:23.617010] [INFO ] [LOCAL     ] Saved forecast: SHEN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SHEN.txt
[2026-02-11T20:31:23.617173] [INFO ] [sig       ] [2734/3412] Completed SHEN in 0.3s | 2.79 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-11T20:31:23.617214] [INFO ] [sig       ] [2735/3412] Forecasting SHG...
[2026-02-11T20:31:23.617244] [INFO ] [sig       ] Generating forecast for: SHG
[2026-02-11T20:31:23.617274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2026-02-11T20:31:23.628990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2026-02-11T20:31:23.629386] [INFO ] [FORECASTER] Starting predict_future for SHG
[2026-02-11T20:31:23.630221] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2026-02-11T20:31:23.630275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:23.630318] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:23.630350] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:23.630408] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:23.690480] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:23.691441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:23.691539] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:23.691593] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:23.819078] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:23.819255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:23.819297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:23.819365] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:23.822965] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2026-02-11T20:31:23.823258] [INFO ] [FORECASTER] Completed predict_future for SHG
[2026-02-11T20:31:23.823395] [INFO ] [sig       ] SHG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:23.968957] [INFO ] [LOCAL     ] Saved forecast: SHG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SHG.txt
[2026-02-11T20:31:23.969116] [INFO ] [sig       ] [2735/3412] Completed SHG in 0.4s | 2.79 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-11T20:31:23.969157] [INFO ] [sig       ] [2736/3412] Forecasting SHIP...
[2026-02-11T20:31:23.969188] [INFO ] [sig       ] Generating forecast for: SHIP
[2026-02-11T20:31:23.969219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2026-02-11T20:31:23.981009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2026-02-11T20:31:23.981383] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2026-02-11T20:31:23.982201] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2026-02-11T20:31:23.982254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:23.982286] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:23.982312] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:23.982375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:24.042819] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:24.043748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:24.043843] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:24.043876] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:24.173121] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:24.173292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:24.173353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:24.173391] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:24.177054] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2026-02-11T20:31:24.177360] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2026-02-11T20:31:24.177523] [INFO ] [sig       ] SHIP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:24.330018] [INFO ] [LOCAL     ] Saved forecast: SHIP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SHIP.txt
[2026-02-11T20:31:24.330227] [INFO ] [sig       ] [2736/3412] Completed SHIP in 0.4s | 2.79 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-11T20:31:24.330275] [INFO ] [sig       ] [2737/3412] Forecasting SHLS...
[2026-02-11T20:31:24.330306] [INFO ] [sig       ] Generating forecast for: SHLS
[2026-02-11T20:31:24.330353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2026-02-11T20:31:24.345555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2026-02-11T20:31:24.346025] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2026-02-11T20:31:24.347045] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2026-02-11T20:31:24.347100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:24.347138] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:24.347167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:24.347231] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:24.408187] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:24.409469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:24.409796] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:24.409834] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:24.539166] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:24.539338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:24.539380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:24.539409] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:24.543097] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=78.23%)
[2026-02-11T20:31:24.543383] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2026-02-11T20:31:24.543516] [INFO ] [sig       ] SHLS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:24.693606] [INFO ] [LOCAL     ] Saved forecast: SHLS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SHLS.txt
[2026-02-11T20:31:24.693768] [INFO ] [sig       ] [2737/3412] Completed SHLS in 0.4s | 2.79 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-11T20:31:24.693809] [INFO ] [sig       ] [2738/3412] Forecasting SHO...
[2026-02-11T20:31:24.693838] [INFO ] [sig       ] Generating forecast for: SHO
[2026-02-11T20:31:24.693872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2026-02-11T20:31:24.707819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2026-02-11T20:31:24.708209] [INFO ] [FORECASTER] Starting predict_future for SHO
[2026-02-11T20:31:24.709071] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2026-02-11T20:31:24.709123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:24.709154] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:24.709181] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:24.709238] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:24.769016] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:24.769921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:24.770008] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:24.770046] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:24.897326] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:24.897511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:24.897554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:24.897601] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:24.901093] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2026-02-11T20:31:24.901390] [INFO ] [FORECASTER] Completed predict_future for SHO
[2026-02-11T20:31:24.901525] [INFO ] [sig       ] SHO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:25.045209] [INFO ] [LOCAL     ] Saved forecast: SHO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SHO.txt
[2026-02-11T20:31:25.045387] [INFO ] [sig       ] [2738/3412] Completed SHO in 0.4s | 2.79 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-11T20:31:25.045436] [INFO ] [sig       ] [2739/3412] Forecasting SHOC...
[2026-02-11T20:31:25.045468] [INFO ] [sig       ] Generating forecast for: SHOC
[2026-02-11T20:31:25.045498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2026-02-11T20:31:25.058169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2026-02-11T20:31:25.058638] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2026-02-11T20:31:25.059537] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2026-02-11T20:31:25.059621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:25.059655] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:25.059682] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:25.059739] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:25.121214] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:25.122125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:25.122214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:25.122247] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:25.242908] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:25.243073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:25.243115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:25.243145] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:25.246695] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=32.02%)
[2026-02-11T20:31:25.246999] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2026-02-11T20:31:25.247140] [INFO ] [sig       ] SHOC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:25.396057] [INFO ] [LOCAL     ] Saved forecast: SHOC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SHOC.txt
[2026-02-11T20:31:25.396218] [INFO ] [sig       ] [2739/3412] Completed SHOC in 0.4s | 2.79 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-11T20:31:25.396259] [INFO ] [sig       ] [2740/3412] Forecasting SHOO...
[2026-02-11T20:31:25.396290] [INFO ] [sig       ] Generating forecast for: SHOO
[2026-02-11T20:31:25.396320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2026-02-11T20:31:25.410501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2026-02-11T20:31:25.410927] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2026-02-11T20:31:25.411762] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2026-02-11T20:31:25.411815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:25.411847] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:25.411875] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:25.411932] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:25.470185] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:25.471124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:25.471216] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:25.471250] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:25.596139] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:25.596305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:25.596345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:25.596374] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:25.599868] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=15.14%)
[2026-02-11T20:31:25.600178] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2026-02-11T20:31:25.600331] [INFO ] [sig       ] SHOO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:25.745642] [INFO ] [LOCAL     ] Saved forecast: SHOO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SHOO.txt
[2026-02-11T20:31:25.745804] [INFO ] [sig       ] [2740/3412] Completed SHOO in 0.3s | 2.79 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-11T20:31:25.745846] [INFO ] [sig       ] [2741/3412] Forecasting SHOP...
[2026-02-11T20:31:25.745877] [INFO ] [sig       ] Generating forecast for: SHOP
[2026-02-11T20:31:25.745908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2026-02-11T20:31:25.758807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2026-02-11T20:31:25.759211] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2026-02-11T20:31:25.760082] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2026-02-11T20:31:25.760136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:25.760167] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:25.760194] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:25.760251] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:25.821991] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:25.823141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:25.823290] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:25.823326] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:25.955148] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:25.955315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:25.955361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:25.955395] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:25.958973] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=63.59%)
[2026-02-11T20:31:25.959298] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2026-02-11T20:31:25.959450] [INFO ] [sig       ] SHOP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:26.121785] [INFO ] [LOCAL     ] Saved forecast: SHOP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SHOP.txt
[2026-02-11T20:31:26.121959] [INFO ] [sig       ] [2741/3412] Completed SHOP in 0.4s | 2.79 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-11T20:31:26.122017] [INFO ] [sig       ] [2742/3412] Forecasting SHY...
[2026-02-11T20:31:26.122052] [INFO ] [sig       ] Generating forecast for: SHY
[2026-02-11T20:31:26.122093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2026-02-11T20:31:26.136684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2026-02-11T20:31:26.137069] [INFO ] [FORECASTER] Starting predict_future for SHY
[2026-02-11T20:31:26.137995] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2026-02-11T20:31:26.138050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:26.138083] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:26.138111] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:26.138169] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:26.196547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:26.197443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:26.197600] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:26.197637] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:26.323693] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:26.323854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:26.323915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:26.323952] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:26.327464] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=59.03%)
[2026-02-11T20:31:26.327806] [INFO ] [FORECASTER] Completed predict_future for SHY
[2026-02-11T20:31:26.327940] [INFO ] [sig       ] SHY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:26.469118] [INFO ] [LOCAL     ] Saved forecast: SHY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SHY.txt
[2026-02-11T20:31:26.469244] [INFO ] [sig       ] [2742/3412] Completed SHY in 0.3s | 2.79 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-11T20:31:26.469293] [INFO ] [sig       ] [2743/3412] Forecasting SIBN...
[2026-02-11T20:31:26.469325] [INFO ] [sig       ] Generating forecast for: SIBN
[2026-02-11T20:31:26.469356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2026-02-11T20:31:26.481302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2026-02-11T20:31:26.481595] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2026-02-11T20:31:26.482397] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2026-02-11T20:31:26.482449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:26.482480] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:26.482507] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:26.482563] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:26.543035] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:26.543720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:26.543802] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:26.543836] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:26.664909] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:26.665072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:26.665112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:26.665140] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:26.668641] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=30.61%)
[2026-02-11T20:31:26.668931] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2026-02-11T20:31:26.669065] [INFO ] [sig       ] SIBN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:26.811991] [INFO ] [LOCAL     ] Saved forecast: SIBN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SIBN.txt
[2026-02-11T20:31:26.812153] [INFO ] [sig       ] [2743/3412] Completed SIBN in 0.3s | 2.79 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-11T20:31:26.812202] [INFO ] [sig       ] [2744/3412] Forecasting SID...
[2026-02-11T20:31:26.812233] [INFO ] [sig       ] Generating forecast for: SID
[2026-02-11T20:31:26.812265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2026-02-11T20:31:26.825464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2026-02-11T20:31:26.825887] [INFO ] [FORECASTER] Starting predict_future for SID
[2026-02-11T20:31:26.826750] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2026-02-11T20:31:26.826802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:26.826834] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:26.826860] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:26.826917] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:26.886244] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:26.887167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:26.887287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:26.887321] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:27.009126] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:27.009286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:27.009327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:27.009356] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:27.012856] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=17.02%)
[2026-02-11T20:31:27.013132] [INFO ] [FORECASTER] Completed predict_future for SID
[2026-02-11T20:31:27.013260] [INFO ] [sig       ] SID: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:27.156801] [INFO ] [LOCAL     ] Saved forecast: SID	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SID.txt
[2026-02-11T20:31:27.156967] [INFO ] [sig       ] [2744/3412] Completed SID in 0.3s | 2.79 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-11T20:31:27.157015] [INFO ] [sig       ] [2745/3412] Forecasting SIEB...
[2026-02-11T20:31:27.157052] [INFO ] [sig       ] Generating forecast for: SIEB
[2026-02-11T20:31:27.157088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2026-02-11T20:31:27.169285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2026-02-11T20:31:27.169642] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2026-02-11T20:31:27.170865] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2026-02-11T20:31:27.170916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:27.170948] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:27.170975] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:27.171033] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:27.228451] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:27.229338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:27.229423] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:27.229459] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:27.348840] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:27.348994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:27.349035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:27.349066] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:27.352634] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=27.61%)
[2026-02-11T20:31:27.352920] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2026-02-11T20:31:27.353053] [INFO ] [sig       ] SIEB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:27.497406] [INFO ] [LOCAL     ] Saved forecast: SIEB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SIEB.txt
[2026-02-11T20:31:27.497675] [INFO ] [sig       ] [2745/3412] Completed SIEB in 0.3s | 2.79 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-11T20:31:27.497747] [INFO ] [sig       ] [2746/3412] Forecasting SIFY...
[2026-02-11T20:31:27.497781] [INFO ] [sig       ] Generating forecast for: SIFY
[2026-02-11T20:31:27.497811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2026-02-11T20:31:27.509277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2026-02-11T20:31:27.509703] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2026-02-11T20:31:27.510525] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2026-02-11T20:31:27.510597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:27.510644] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:27.510673] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:27.510730] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:27.568732] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:27.569829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:27.569918] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:27.569952] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:27.690680] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:27.690849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:27.690892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:27.690946] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:27.694383] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: DOWN (p=11.93%)
[2026-02-11T20:31:27.694688] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2026-02-11T20:31:27.694820] [INFO ] [sig       ] SIFY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:27.837908] [INFO ] [LOCAL     ] Saved forecast: SIFY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SIFY.txt
[2026-02-11T20:31:27.838067] [INFO ] [sig       ] [2746/3412] Completed SIFY in 0.3s | 2.79 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-11T20:31:27.838107] [INFO ] [sig       ] [2747/3412] Forecasting SIG...
[2026-02-11T20:31:27.838137] [INFO ] [sig       ] Generating forecast for: SIG
[2026-02-11T20:31:27.838169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2026-02-11T20:31:27.850751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2026-02-11T20:31:27.851098] [INFO ] [FORECASTER] Starting predict_future for SIG
[2026-02-11T20:31:27.851921] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2026-02-11T20:31:27.851973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:27.852004] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:27.852031] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:27.852088] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:27.910115] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:27.911029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:27.911114] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:27.911147] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:28.032379] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:28.032541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:28.032603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:28.032635] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:28.036069] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2026-02-11T20:31:28.036343] [INFO ] [FORECASTER] Completed predict_future for SIG
[2026-02-11T20:31:28.036469] [INFO ] [sig       ] SIG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:28.181688] [INFO ] [LOCAL     ] Saved forecast: SIG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SIG.txt
[2026-02-11T20:31:28.181819] [INFO ] [sig       ] [2747/3412] Completed SIG in 0.3s | 2.79 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-11T20:31:28.181858] [INFO ] [sig       ] [2748/3412] Forecasting SIGA...
[2026-02-11T20:31:28.181888] [INFO ] [sig       ] Generating forecast for: SIGA
[2026-02-11T20:31:28.181918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2026-02-11T20:31:28.193848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2026-02-11T20:31:28.194129] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2026-02-11T20:31:28.194990] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2026-02-11T20:31:28.195042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:28.195073] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:28.195099] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:28.195155] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:28.254861] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:28.255491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:28.255589] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:28.255623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:28.379264] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:28.379396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:28.379442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:28.379477] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:28.382849] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=50.82%)
[2026-02-11T20:31:28.383122] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2026-02-11T20:31:28.383250] [INFO ] [sig       ] SIGA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:28.527239] [INFO ] [LOCAL     ] Saved forecast: SIGA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SIGA.txt
[2026-02-11T20:31:28.527394] [INFO ] [sig       ] [2748/3412] Completed SIGA in 0.3s | 2.79 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-11T20:31:28.527444] [INFO ] [sig       ] [2749/3412] Forecasting SIGI...
[2026-02-11T20:31:28.527481] [INFO ] [sig       ] Generating forecast for: SIGI
[2026-02-11T20:31:28.527532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2026-02-11T20:31:28.539542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2026-02-11T20:31:28.539897] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2026-02-11T20:31:28.540712] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2026-02-11T20:31:28.540765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:28.540832] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:28.540861] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:28.540919] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:28.600429] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:28.601318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:28.601403] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:28.601444] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:28.729280] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:28.729447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:28.729490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:28.729520] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:28.733145] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=82.37%)
[2026-02-11T20:31:28.733467] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2026-02-11T20:31:28.733635] [INFO ] [sig       ] SIGI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:28.884912] [INFO ] [LOCAL     ] Saved forecast: SIGI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SIGI.txt
[2026-02-11T20:31:28.885076] [INFO ] [sig       ] [2749/3412] Completed SIGI in 0.4s | 2.79 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-11T20:31:28.885127] [INFO ] [sig       ] [2750/3412] Forecasting SII...
[2026-02-11T20:31:28.885167] [INFO ] [sig       ] Generating forecast for: SII
[2026-02-11T20:31:28.885200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2026-02-11T20:31:28.896969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2026-02-11T20:31:28.897307] [INFO ] [FORECASTER] Starting predict_future for SII
[2026-02-11T20:31:28.898340] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2026-02-11T20:31:28.898393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:28.898425] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:28.898452] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:28.898508] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:28.959358] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:28.960284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:28.960410] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:28.960448] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:29.092303] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:29.092472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:29.092518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:29.092549] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:29.096471] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2026-02-11T20:31:29.097052] [INFO ] [FORECASTER] Completed predict_future for SII
[2026-02-11T20:31:29.097205] [INFO ] [sig       ] SII: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:29.335830] [INFO ] [LOCAL     ] Saved forecast: SII	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SII.txt
[2026-02-11T20:31:29.335987] [INFO ] [sig       ] [2750/3412] Completed SII in 0.5s | 2.79 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-11T20:31:29.336029] [INFO ] [sig       ] [2751/3412] Forecasting SIMO...
[2026-02-11T20:31:29.336058] [INFO ] [sig       ] Generating forecast for: SIMO
[2026-02-11T20:31:29.336089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2026-02-11T20:31:29.348091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2026-02-11T20:31:29.348461] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2026-02-11T20:31:29.349329] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2026-02-11T20:31:29.349382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:29.349417] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:29.349450] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:29.349520] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:29.408930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:29.410098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:29.410183] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:29.410216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:29.534103] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:29.534262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:29.534307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:29.534336] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:29.538075] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2026-02-11T20:31:29.538377] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2026-02-11T20:31:29.538532] [INFO ] [sig       ] SIMO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:29.683257] [INFO ] [LOCAL     ] Saved forecast: SIMO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SIMO.txt
[2026-02-11T20:31:29.683440] [INFO ] [sig       ] [2751/3412] Completed SIMO in 0.3s | 2.79 sym/s | Total: 16.4m | ETA: 3.9m
[2026-02-11T20:31:29.683485] [INFO ] [sig       ] [2752/3412] Forecasting SIRI...
[2026-02-11T20:31:29.683518] [INFO ] [sig       ] Generating forecast for: SIRI
[2026-02-11T20:31:29.683551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2026-02-11T20:31:29.699541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2026-02-11T20:31:29.700134] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2026-02-11T20:31:29.701512] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2026-02-11T20:31:29.701653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:29.701701] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:29.701738] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:29.701823] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:29.766621] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:29.767598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:29.767694] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:29.767729] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:29.896886] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:29.897059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:29.897109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:29.897175] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:29.901727] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=84.91%)
[2026-02-11T20:31:29.902128] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2026-02-11T20:31:29.902312] [INFO ] [sig       ] SIRI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:30.068041] [INFO ] [LOCAL     ] Saved forecast: SIRI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SIRI.txt
[2026-02-11T20:31:30.068243] [INFO ] [sig       ] [2752/3412] Completed SIRI in 0.4s | 2.79 sym/s | Total: 16.4m | ETA: 3.9m
[2026-02-11T20:31:30.068291] [INFO ] [sig       ] [2753/3412] Forecasting SITC...
[2026-02-11T20:31:30.068323] [INFO ] [sig       ] Generating forecast for: SITC
[2026-02-11T20:31:30.068357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2026-02-11T20:31:30.080066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2026-02-11T20:31:30.080428] [INFO ] [FORECASTER] Starting predict_future for SITC
[2026-02-11T20:31:30.081312] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2026-02-11T20:31:30.081368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:30.081401] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:30.081430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:30.081492] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:30.147929] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:30.148932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:30.149025] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:30.149066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:30.285562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:30.285761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:30.285807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:30.285855] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:30.290142] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=29.89%)
[2026-02-11T20:31:30.290529] [INFO ] [FORECASTER] Completed predict_future for SITC
[2026-02-11T20:31:30.290730] [INFO ] [sig       ] SITC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:30.439031] [INFO ] [LOCAL     ] Saved forecast: SITC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SITC.txt
[2026-02-11T20:31:30.439181] [INFO ] [sig       ] [2753/3412] Completed SITC in 0.4s | 2.79 sym/s | Total: 16.4m | ETA: 3.9m
[2026-02-11T20:31:30.439222] [INFO ] [sig       ] [2754/3412] Forecasting SITE...
[2026-02-11T20:31:30.439253] [INFO ] [sig       ] Generating forecast for: SITE
[2026-02-11T20:31:30.439283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2026-02-11T20:31:30.452019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2026-02-11T20:31:30.452419] [INFO ] [FORECASTER] Starting predict_future for SITE
[2026-02-11T20:31:30.453288] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2026-02-11T20:31:30.453341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:30.453373] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:30.453399] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:30.453457] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:30.513274] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:30.514208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:30.514309] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:30.514344] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:30.649132] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:30.649305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:30.649350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:30.649381] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:30.653083] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=26.69%)
[2026-02-11T20:31:30.653445] [INFO ] [FORECASTER] Completed predict_future for SITE
[2026-02-11T20:31:30.653624] [INFO ] [sig       ] SITE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:30.798408] [INFO ] [LOCAL     ] Saved forecast: SITE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SITE.txt
[2026-02-11T20:31:30.798617] [INFO ] [sig       ] [2754/3412] Completed SITE in 0.4s | 2.79 sym/s | Total: 16.4m | ETA: 3.9m
[2026-02-11T20:31:30.798661] [INFO ] [sig       ] [2755/3412] Forecasting SITM...
[2026-02-11T20:31:30.798693] [INFO ] [sig       ] Generating forecast for: SITM
[2026-02-11T20:31:30.798726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2026-02-11T20:31:30.811267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2026-02-11T20:31:30.811744] [INFO ] [FORECASTER] Starting predict_future for SITM
[2026-02-11T20:31:30.812673] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2026-02-11T20:31:30.812730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:30.812763] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:30.812791] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:30.812849] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:30.870677] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:30.871669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:30.871771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:30.871824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:30.998955] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:30.999115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:30.999156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:30.999184] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:31.002784] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: UP (p=61.81%)
[2026-02-11T20:31:31.003100] [INFO ] [FORECASTER] Completed predict_future for SITM
[2026-02-11T20:31:31.003239] [INFO ] [sig       ] SITM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:31.144744] [INFO ] [LOCAL     ] Saved forecast: SITM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SITM.txt
[2026-02-11T20:31:31.144933] [INFO ] [sig       ] [2755/3412] Completed SITM in 0.3s | 2.79 sym/s | Total: 16.4m | ETA: 3.9m
[2026-02-11T20:31:31.144990] [INFO ] [sig       ] [2756/3412] Forecasting SIXG...
[2026-02-11T20:31:31.145031] [INFO ] [sig       ] Generating forecast for: SIXG
[2026-02-11T20:31:31.145071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2026-02-11T20:31:31.156286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2026-02-11T20:31:31.156674] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2026-02-11T20:31:31.157529] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2026-02-11T20:31:31.157601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:31.157636] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:31.157663] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:31.157720] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:31.215378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:31.216302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:31.216390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:31.216427] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:31.334445] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:31.334646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:31.334694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:31.334724] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:31.338378] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: DOWN (p=42.99%)
[2026-02-11T20:31:31.338738] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2026-02-11T20:31:31.338883] [INFO ] [sig       ] SIXG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:31.483800] [INFO ] [LOCAL     ] Saved forecast: SIXG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SIXG.txt
[2026-02-11T20:31:31.483962] [INFO ] [sig       ] [2756/3412] Completed SIXG in 0.3s | 2.79 sym/s | Total: 16.4m | ETA: 3.9m
[2026-02-11T20:31:31.484004] [INFO ] [sig       ] [2757/3412] Forecasting SJM...
[2026-02-11T20:31:31.484035] [INFO ] [sig       ] Generating forecast for: SJM
[2026-02-11T20:31:31.484066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2026-02-11T20:31:31.497391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2026-02-11T20:31:31.497877] [INFO ] [FORECASTER] Starting predict_future for SJM
[2026-02-11T20:31:31.498743] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2026-02-11T20:31:31.498797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:31.498830] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:31.498868] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:31.498928] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:31.559263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:31.560233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:31.560324] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:31.560357] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:31.689262] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:31.689426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:31.689470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:31.689507] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:31.693163] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=68.30%)
[2026-02-11T20:31:31.693482] [INFO ] [FORECASTER] Completed predict_future for SJM
[2026-02-11T20:31:31.693647] [INFO ] [sig       ] SJM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:31.836111] [INFO ] [LOCAL     ] Saved forecast: SJM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SJM.txt
[2026-02-11T20:31:31.836267] [INFO ] [sig       ] [2757/3412] Completed SJM in 0.4s | 2.79 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-11T20:31:31.836309] [INFO ] [sig       ] [2758/3412] Forecasting SKE...
[2026-02-11T20:31:31.836338] [INFO ] [sig       ] Generating forecast for: SKE
[2026-02-11T20:31:31.836369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2026-02-11T20:31:31.848266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2026-02-11T20:31:31.848669] [INFO ] [FORECASTER] Starting predict_future for SKE
[2026-02-11T20:31:31.849499] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2026-02-11T20:31:31.849564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:31.849633] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:31.849668] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:31.849734] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:31.908595] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:31.909527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:31.909656] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:31.909693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:32.031266] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:32.031429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:32.031470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:32.031498] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:32.035033] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=46.49%)
[2026-02-11T20:31:32.035331] [INFO ] [FORECASTER] Completed predict_future for SKE
[2026-02-11T20:31:32.035482] [INFO ] [sig       ] SKE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:32.177920] [INFO ] [LOCAL     ] Saved forecast: SKE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SKE.txt
[2026-02-11T20:31:32.178075] [INFO ] [sig       ] [2758/3412] Completed SKE in 0.3s | 2.79 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-11T20:31:32.178116] [INFO ] [sig       ] [2759/3412] Forecasting SKIL...
[2026-02-11T20:31:32.178148] [INFO ] [sig       ] Generating forecast for: SKIL
[2026-02-11T20:31:32.178178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2026-02-11T20:31:32.189754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2026-02-11T20:31:32.190157] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2026-02-11T20:31:32.191013] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2026-02-11T20:31:32.191065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:32.191096] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:32.191122] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:32.191180] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:32.248369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:32.249288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:32.249419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:32.249453] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:32.368075] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:32.368240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:32.368282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:32.368312] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:32.371986] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: UP (p=91.16%)
[2026-02-11T20:31:32.372364] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2026-02-11T20:31:32.372521] [INFO ] [sig       ] SKIL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:32.514691] [INFO ] [LOCAL     ] Saved forecast: SKIL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SKIL.txt
[2026-02-11T20:31:32.514851] [INFO ] [sig       ] [2759/3412] Completed SKIL in 0.3s | 2.79 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-11T20:31:32.514892] [INFO ] [sig       ] [2760/3412] Forecasting SKIN...
[2026-02-11T20:31:32.514924] [INFO ] [sig       ] Generating forecast for: SKIN
[2026-02-11T20:31:32.514955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2026-02-11T20:31:32.527709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2026-02-11T20:31:32.528125] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2026-02-11T20:31:32.529011] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2026-02-11T20:31:32.529065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:32.529098] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:32.529124] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:32.529181] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:32.587557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:32.588469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:32.588596] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:32.588641] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:32.709802] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:32.709963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:32.710004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:32.710033] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:32.713593] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: DOWN (p=20.32%)
[2026-02-11T20:31:32.713890] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2026-02-11T20:31:32.714024] [INFO ] [sig       ] SKIN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:32.854913] [INFO ] [LOCAL     ] Saved forecast: SKIN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SKIN.txt
[2026-02-11T20:31:32.855068] [INFO ] [sig       ] [2760/3412] Completed SKIN in 0.3s | 2.79 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-11T20:31:32.855109] [INFO ] [sig       ] [2761/3412] Forecasting SKLZ...
[2026-02-11T20:31:32.855139] [INFO ] [sig       ] Generating forecast for: SKLZ
[2026-02-11T20:31:32.855177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2026-02-11T20:31:32.866648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2026-02-11T20:31:32.866993] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2026-02-11T20:31:32.867839] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2026-02-11T20:31:32.867891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:32.867922] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:32.867948] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:32.868003] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:32.926720] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:32.927615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:32.927722] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:32.927756] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:33.047606] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:33.047774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:33.047815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:33.047843] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:33.051356] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=31.28%)
[2026-02-11T20:31:33.051667] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2026-02-11T20:31:33.051805] [INFO ] [sig       ] SKLZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:33.192441] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SKLZ.txt
[2026-02-11T20:31:33.192621] [INFO ] [sig       ] [2761/3412] Completed SKLZ in 0.3s | 2.79 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-11T20:31:33.192664] [INFO ] [sig       ] [2762/3412] Forecasting SKM...
[2026-02-11T20:31:33.192695] [INFO ] [sig       ] Generating forecast for: SKM
[2026-02-11T20:31:33.192725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2026-02-11T20:31:33.205077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2026-02-11T20:31:33.205474] [INFO ] [FORECASTER] Starting predict_future for SKM
[2026-02-11T20:31:33.206381] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2026-02-11T20:31:33.206436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:33.206468] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:33.206495] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:33.206562] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:33.270391] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:33.271282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:33.271372] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:33.271406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:33.391845] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:33.392012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:33.392054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:33.392083] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:33.395628] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2026-02-11T20:31:33.395924] [INFO ] [FORECASTER] Completed predict_future for SKM
[2026-02-11T20:31:33.396060] [INFO ] [sig       ] SKM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:33.544789] [INFO ] [LOCAL     ] Saved forecast: SKM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SKM.txt
[2026-02-11T20:31:33.545007] [INFO ] [sig       ] [2762/3412] Completed SKM in 0.4s | 2.79 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-11T20:31:33.545051] [INFO ] [sig       ] [2763/3412] Forecasting SKRE...
[2026-02-11T20:31:33.545081] [INFO ] [sig       ] Generating forecast for: SKRE
[2026-02-11T20:31:33.545111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2026-02-11T20:31:33.556930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2026-02-11T20:31:33.557352] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2026-02-11T20:31:33.558284] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2026-02-11T20:31:33.558339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:33.558372] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:33.558401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:33.558460] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:33.621220] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:33.622112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:33.622237] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:33.622273] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:33.739830] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:33.740001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:33.740043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:33.740072] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:33.743726] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2026-02-11T20:31:33.744057] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2026-02-11T20:31:33.744202] [INFO ] [sig       ] SKRE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:33.905916] [INFO ] [LOCAL     ] Saved forecast: SKRE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SKRE.txt
[2026-02-11T20:31:33.906085] [INFO ] [sig       ] [2763/3412] Completed SKRE in 0.4s | 2.79 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-11T20:31:33.906129] [INFO ] [sig       ] [2764/3412] Forecasting SKWD...
[2026-02-11T20:31:33.906160] [INFO ] [sig       ] Generating forecast for: SKWD
[2026-02-11T20:31:33.906193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2026-02-11T20:31:33.919050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2026-02-11T20:31:33.919439] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2026-02-11T20:31:33.920282] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2026-02-11T20:31:33.920334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:33.920367] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:33.920395] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:33.920452] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:33.979511] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:33.980450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:33.980541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:33.980595] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:34.108108] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:34.108271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:34.108315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:34.108344] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:34.112022] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: UP (p=59.45%)
[2026-02-11T20:31:34.112322] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2026-02-11T20:31:34.112461] [INFO ] [sig       ] SKWD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:34.256218] [INFO ] [LOCAL     ] Saved forecast: SKWD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SKWD.txt
[2026-02-11T20:31:34.256351] [INFO ] [sig       ] [2764/3412] Completed SKWD in 0.4s | 2.79 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-11T20:31:34.256390] [INFO ] [sig       ] [2765/3412] Forecasting SKY...
[2026-02-11T20:31:34.256421] [INFO ] [sig       ] Generating forecast for: SKY
[2026-02-11T20:31:34.256451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2026-02-11T20:31:34.268226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2026-02-11T20:31:34.268526] [INFO ] [FORECASTER] Starting predict_future for SKY
[2026-02-11T20:31:34.269338] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2026-02-11T20:31:34.269391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:34.269424] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:34.269451] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:34.269507] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:34.326892] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:34.327509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:34.327626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:34.327669] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:34.451352] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:34.451501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:34.451541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:34.451588] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:34.455378] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=12.22%)
[2026-02-11T20:31:34.455708] [INFO ] [FORECASTER] Completed predict_future for SKY
[2026-02-11T20:31:34.456036] [INFO ] [sig       ] SKY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:34.599460] [INFO ] [LOCAL     ] Saved forecast: SKY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SKY.txt
[2026-02-11T20:31:34.599609] [INFO ] [sig       ] [2765/3412] Completed SKY in 0.3s | 2.79 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-11T20:31:34.599660] [INFO ] [sig       ] [2766/3412] Forecasting SKYH...
[2026-02-11T20:31:34.599696] [INFO ] [sig       ] Generating forecast for: SKYH
[2026-02-11T20:31:34.599731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2026-02-11T20:31:34.611797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2026-02-11T20:31:34.612109] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2026-02-11T20:31:34.612955] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2026-02-11T20:31:34.613008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:34.613086] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:34.613114] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:34.613172] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:34.671832] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:34.672465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:34.672545] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:34.672599] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:34.794663] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:34.794822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:34.794864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:34.794894] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:34.798725] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=83.70%)
[2026-02-11T20:31:34.799031] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2026-02-11T20:31:34.799184] [INFO ] [sig       ] SKYH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:34.953737] [INFO ] [LOCAL     ] Saved forecast: SKYH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SKYH.txt
[2026-02-11T20:31:34.954087] [INFO ] [sig       ] [2766/3412] Completed SKYH in 0.4s | 2.79 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-11T20:31:34.954129] [INFO ] [sig       ] [2767/3412] Forecasting SKYX...
[2026-02-11T20:31:34.954158] [INFO ] [sig       ] Generating forecast for: SKYX
[2026-02-11T20:31:34.954188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2026-02-11T20:31:34.968739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2026-02-11T20:31:34.969152] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2026-02-11T20:31:34.970386] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2026-02-11T20:31:34.970452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:34.970499] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:34.970540] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:34.970639] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:35.032647] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:35.033733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:35.033824] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:35.034049] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:35.148528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:35.148732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:35.148785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:35.148815] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:35.152393] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2026-02-11T20:31:35.152744] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2026-02-11T20:31:35.152882] [INFO ] [sig       ] SKYX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:35.295553] [INFO ] [LOCAL     ] Saved forecast: SKYX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SKYX.txt
[2026-02-11T20:31:35.295749] [INFO ] [sig       ] [2767/3412] Completed SKYX in 0.3s | 2.79 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-11T20:31:35.295792] [INFO ] [sig       ] [2768/3412] Forecasting SKYY...
[2026-02-11T20:31:35.295820] [INFO ] [sig       ] Generating forecast for: SKYY
[2026-02-11T20:31:35.295850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2026-02-11T20:31:35.308511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2026-02-11T20:31:35.308933] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2026-02-11T20:31:35.309880] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2026-02-11T20:31:35.309937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:35.309971] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:35.309999] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:35.310058] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:35.370102] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:35.370998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:35.371096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:35.371135] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:35.494142] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:35.494312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:35.494355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:35.494385] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:35.498062] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: UP (p=64.04%)
[2026-02-11T20:31:35.498357] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2026-02-11T20:31:35.498496] [INFO ] [sig       ] SKYY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:35.643160] [INFO ] [LOCAL     ] Saved forecast: SKYY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SKYY.txt
[2026-02-11T20:31:35.643324] [INFO ] [sig       ] [2768/3412] Completed SKYY in 0.3s | 2.79 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-11T20:31:35.643366] [INFO ] [sig       ] [2769/3412] Forecasting SLAB...
[2026-02-11T20:31:35.643396] [INFO ] [sig       ] Generating forecast for: SLAB
[2026-02-11T20:31:35.643427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2026-02-11T20:31:35.657694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2026-02-11T20:31:35.658191] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2026-02-11T20:31:35.659345] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2026-02-11T20:31:35.659412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:35.659461] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:35.659507] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:35.659625] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:35.728360] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:35.729297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:35.729391] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:35.729425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:35.857902] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:35.858067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:35.858110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:35.858204] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:35.862120] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: UP (p=84.70%)
[2026-02-11T20:31:35.862426] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2026-02-11T20:31:35.862602] [INFO ] [sig       ] SLAB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:36.013275] [INFO ] [LOCAL     ] Saved forecast: SLAB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SLAB.txt
[2026-02-11T20:31:36.013415] [INFO ] [sig       ] [2769/3412] Completed SLAB in 0.4s | 2.79 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-11T20:31:36.013455] [INFO ] [sig       ] [2770/3412] Forecasting SLB...
[2026-02-11T20:31:36.013484] [INFO ] [sig       ] Generating forecast for: SLB
[2026-02-11T20:31:36.013514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2026-02-11T20:31:36.026991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2026-02-11T20:31:36.027593] [INFO ] [FORECASTER] Starting predict_future for SLB
[2026-02-11T20:31:36.028435] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2026-02-11T20:31:36.028513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:36.028547] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:36.028594] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:36.028657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:36.088839] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:36.089623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:36.089713] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:36.089747] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:36.212278] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:36.212440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:36.212482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:36.212513] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:36.216216] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2026-02-11T20:31:36.216507] [INFO ] [FORECASTER] Completed predict_future for SLB
[2026-02-11T20:31:36.216678] [INFO ] [sig       ] SLB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:36.363632] [INFO ] [LOCAL     ] Saved forecast: SLB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SLB.txt
[2026-02-11T20:31:36.363803] [INFO ] [sig       ] [2770/3412] Completed SLB in 0.4s | 2.79 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-11T20:31:36.363845] [INFO ] [sig       ] [2771/3412] Forecasting SLDB...
[2026-02-11T20:31:36.363874] [INFO ] [sig       ] Generating forecast for: SLDB
[2026-02-11T20:31:36.363903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2026-02-11T20:31:36.375758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2026-02-11T20:31:36.376143] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2026-02-11T20:31:36.376979] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2026-02-11T20:31:36.377032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:36.377063] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:36.377089] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:36.377146] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:36.437179] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:36.438038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:36.438126] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:36.438161] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:36.572392] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:36.572554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:36.572617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:36.572654] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:36.576374] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: UP (p=74.61%)
[2026-02-11T20:31:36.576728] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2026-02-11T20:31:36.576877] [INFO ] [sig       ] SLDB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:36.742481] [INFO ] [LOCAL     ] Saved forecast: SLDB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SLDB.txt
[2026-02-11T20:31:36.742660] [INFO ] [sig       ] [2771/3412] Completed SLDB in 0.4s | 2.79 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-11T20:31:36.742711] [INFO ] [sig       ] [2772/3412] Forecasting SLDP...
[2026-02-11T20:31:36.742747] [INFO ] [sig       ] Generating forecast for: SLDP
[2026-02-11T20:31:36.742785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2026-02-11T20:31:36.754927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2026-02-11T20:31:36.755265] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2026-02-11T20:31:36.756094] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2026-02-11T20:31:36.756146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:36.756178] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:36.756204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:36.756261] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:36.817860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:36.818780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:36.818870] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:36.818908] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:36.939873] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:36.940044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:36.940086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:36.940116] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:36.943777] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=62.25%)
[2026-02-11T20:31:36.944107] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2026-02-11T20:31:36.944250] [INFO ] [sig       ] SLDP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:37.096280] [INFO ] [LOCAL     ] Saved forecast: SLDP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SLDP.txt
[2026-02-11T20:31:37.096442] [INFO ] [sig       ] [2772/3412] Completed SLDP in 0.4s | 2.79 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-11T20:31:37.096485] [INFO ] [sig       ] [2773/3412] Forecasting SLF...
[2026-02-11T20:31:37.096514] [INFO ] [sig       ] Generating forecast for: SLF
[2026-02-11T20:31:37.096545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2026-02-11T20:31:37.109689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2026-02-11T20:31:37.110085] [INFO ] [FORECASTER] Starting predict_future for SLF
[2026-02-11T20:31:37.110990] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2026-02-11T20:31:37.111045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:37.111079] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:37.111108] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:37.111167] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:37.172310] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:37.173186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:37.173286] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:37.173335] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:37.302148] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:37.302311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:37.302354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:37.302384] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:37.305960] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=38.44%)
[2026-02-11T20:31:37.306248] [INFO ] [FORECASTER] Completed predict_future for SLF
[2026-02-11T20:31:37.306383] [INFO ] [sig       ] SLF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:37.450223] [INFO ] [LOCAL     ] Saved forecast: SLF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SLF.txt
[2026-02-11T20:31:37.450378] [INFO ] [sig       ] [2773/3412] Completed SLF in 0.4s | 2.79 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-11T20:31:37.450427] [INFO ] [sig       ] [2774/3412] Forecasting SLG...
[2026-02-11T20:31:37.450457] [INFO ] [sig       ] Generating forecast for: SLG
[2026-02-11T20:31:37.450487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2026-02-11T20:31:37.462442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2026-02-11T20:31:37.462891] [INFO ] [FORECASTER] Starting predict_future for SLG
[2026-02-11T20:31:37.463779] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2026-02-11T20:31:37.463832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:37.463865] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:37.463892] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:37.463950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:37.525387] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:37.526215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:37.526303] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:37.526339] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:37.656330] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:37.656486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:37.656526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:37.656554] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:37.660158] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=62.97%)
[2026-02-11T20:31:37.660437] [INFO ] [FORECASTER] Completed predict_future for SLG
[2026-02-11T20:31:37.660585] [INFO ] [sig       ] SLG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:37.806196] [INFO ] [LOCAL     ] Saved forecast: SLG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SLG.txt
[2026-02-11T20:31:37.806363] [INFO ] [sig       ] [2774/3412] Completed SLG in 0.4s | 2.79 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-11T20:31:37.806406] [INFO ] [sig       ] [2775/3412] Forecasting SLGN...
[2026-02-11T20:31:37.806436] [INFO ] [sig       ] Generating forecast for: SLGN
[2026-02-11T20:31:37.806469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2026-02-11T20:31:37.819229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2026-02-11T20:31:37.819640] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2026-02-11T20:31:37.820459] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2026-02-11T20:31:37.820511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:37.820543] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:37.820605] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:37.820678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:37.879623] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:37.880500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:37.880608] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:37.880646] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:38.000621] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:38.000775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:38.000818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:38.000847] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:38.004513] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=84.56%)
[2026-02-11T20:31:38.004841] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2026-02-11T20:31:38.004998] [INFO ] [sig       ] SLGN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:38.149464] [INFO ] [LOCAL     ] Saved forecast: SLGN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SLGN.txt
[2026-02-11T20:31:38.149618] [INFO ] [sig       ] [2775/3412] Completed SLGN in 0.3s | 2.79 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-11T20:31:38.149667] [INFO ] [sig       ] [2776/3412] Forecasting SLM...
[2026-02-11T20:31:38.149703] [INFO ] [sig       ] Generating forecast for: SLM
[2026-02-11T20:31:38.149739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2026-02-11T20:31:38.161563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2026-02-11T20:31:38.161943] [INFO ] [FORECASTER] Starting predict_future for SLM
[2026-02-11T20:31:38.162766] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2026-02-11T20:31:38.162818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:38.162850] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:38.162878] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:38.162936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:38.220523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:38.221428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:38.221566] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:38.221620] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:38.341670] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:38.341842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:38.341887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:38.341918] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:38.345610] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2026-02-11T20:31:38.345975] [INFO ] [FORECASTER] Completed predict_future for SLM
[2026-02-11T20:31:38.346138] [INFO ] [sig       ] SLM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:38.493278] [INFO ] [LOCAL     ] Saved forecast: SLM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SLM.txt
[2026-02-11T20:31:38.493445] [INFO ] [sig       ] [2776/3412] Completed SLM in 0.3s | 2.79 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-11T20:31:38.493488] [INFO ] [sig       ] [2777/3412] Forecasting SLN...
[2026-02-11T20:31:38.493520] [INFO ] [sig       ] Generating forecast for: SLN
[2026-02-11T20:31:38.493553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2026-02-11T20:31:38.506588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2026-02-11T20:31:38.506973] [INFO ] [FORECASTER] Starting predict_future for SLN
[2026-02-11T20:31:38.507897] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2026-02-11T20:31:38.507954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:38.507988] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:38.508015] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:38.508074] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:38.574994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:38.575952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:38.576046] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:38.576081] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:38.699251] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:38.699418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:38.699479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:38.699511] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:38.703162] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2026-02-11T20:31:38.703455] [INFO ] [FORECASTER] Completed predict_future for SLN
[2026-02-11T20:31:38.703614] [INFO ] [sig       ] SLN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:38.855977] [INFO ] [LOCAL     ] Saved forecast: SLN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SLN.txt
[2026-02-11T20:31:38.856134] [INFO ] [sig       ] [2777/3412] Completed SLN in 0.4s | 2.79 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-11T20:31:38.856175] [INFO ] [sig       ] [2778/3412] Forecasting SLNO...
[2026-02-11T20:31:38.856206] [INFO ] [sig       ] Generating forecast for: SLNO
[2026-02-11T20:31:38.856235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2026-02-11T20:31:38.868621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2026-02-11T20:31:38.869000] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2026-02-11T20:31:38.870223] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2026-02-11T20:31:38.870275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:38.870307] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:38.870332] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:38.870388] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:38.931364] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:38.932277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:38.932372] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:38.932406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:39.059591] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:39.059766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:39.059809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:39.059839] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:39.064042] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2026-02-11T20:31:39.064736] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2026-02-11T20:31:39.065120] [INFO ] [sig       ] SLNO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:39.209991] [INFO ] [LOCAL     ] Saved forecast: SLNO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SLNO.txt
[2026-02-11T20:31:39.210154] [INFO ] [sig       ] [2778/3412] Completed SLNO in 0.4s | 2.79 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-11T20:31:39.210197] [INFO ] [sig       ] [2779/3412] Forecasting SLP...
[2026-02-11T20:31:39.210229] [INFO ] [sig       ] Generating forecast for: SLP
[2026-02-11T20:31:39.210261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2026-02-11T20:31:39.223443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2026-02-11T20:31:39.223861] [INFO ] [FORECASTER] Starting predict_future for SLP
[2026-02-11T20:31:39.225102] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2026-02-11T20:31:39.225155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:39.225188] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:39.225215] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:39.225276] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:39.287547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:39.288448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:39.288534] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:39.288567] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:39.408961] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:39.409118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:39.409161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:39.409190] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:39.412761] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2026-02-11T20:31:39.413068] [INFO ] [FORECASTER] Completed predict_future for SLP
[2026-02-11T20:31:39.413199] [INFO ] [sig       ] SLP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:39.560432] [INFO ] [LOCAL     ] Saved forecast: SLP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SLP.txt
[2026-02-11T20:31:39.560644] [INFO ] [sig       ] [2779/3412] Completed SLP in 0.4s | 2.79 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-11T20:31:39.560690] [INFO ] [sig       ] [2780/3412] Forecasting SLQD...
[2026-02-11T20:31:39.560724] [INFO ] [sig       ] Generating forecast for: SLQD
[2026-02-11T20:31:39.560756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2026-02-11T20:31:39.573254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2026-02-11T20:31:39.573695] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2026-02-11T20:31:39.574601] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2026-02-11T20:31:39.574658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:39.574693] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:39.574721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:39.574781] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:39.634937] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:39.635840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:39.635926] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:39.636119] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:39.752881] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:39.753044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:39.753088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:39.753118] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:39.756633] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2026-02-11T20:31:39.756920] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2026-02-11T20:31:39.757052] [INFO ] [sig       ] SLQD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:39.902951] [INFO ] [LOCAL     ] Saved forecast: SLQD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SLQD.txt
[2026-02-11T20:31:39.903105] [INFO ] [sig       ] [2780/3412] Completed SLQD in 0.3s | 2.79 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-11T20:31:39.903147] [INFO ] [sig       ] [2781/3412] Forecasting SLRC...
[2026-02-11T20:31:39.903175] [INFO ] [sig       ] Generating forecast for: SLRC
[2026-02-11T20:31:39.903206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2026-02-11T20:31:39.915432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2026-02-11T20:31:39.915815] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2026-02-11T20:31:39.916660] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2026-02-11T20:31:39.916722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:39.916775] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:39.916812] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:39.916879] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:39.976710] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:39.977723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:39.977834] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:39.977873] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:40.098110] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:40.098278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:40.098323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:40.098353] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:40.102092] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=37.95%)
[2026-02-11T20:31:40.102434] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2026-02-11T20:31:40.102597] [INFO ] [sig       ] SLRC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:40.249246] [INFO ] [LOCAL     ] Saved forecast: SLRC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SLRC.txt
[2026-02-11T20:31:40.249413] [INFO ] [sig       ] [2781/3412] Completed SLRC in 0.3s | 2.79 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-11T20:31:40.249456] [INFO ] [sig       ] [2782/3412] Forecasting SLS...
[2026-02-11T20:31:40.249487] [INFO ] [sig       ] Generating forecast for: SLS
[2026-02-11T20:31:40.249518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2026-02-11T20:31:40.261503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2026-02-11T20:31:40.261869] [INFO ] [FORECASTER] Starting predict_future for SLS
[2026-02-11T20:31:40.262688] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2026-02-11T20:31:40.262741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:40.262774] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:40.262801] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:40.262859] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:40.321228] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:40.322063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:40.322147] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:40.322180] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:40.440046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:40.440208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:40.440249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:40.440280] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:40.443861] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2026-02-11T20:31:40.444159] [INFO ] [FORECASTER] Completed predict_future for SLS
[2026-02-11T20:31:40.444292] [INFO ] [sig       ] SLS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:40.604051] [INFO ] [LOCAL     ] Saved forecast: SLS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SLS.txt
[2026-02-11T20:31:40.604199] [INFO ] [sig       ] [2782/3412] Completed SLS in 0.4s | 2.79 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-11T20:31:40.604240] [INFO ] [sig       ] [2783/3412] Forecasting SLVM...
[2026-02-11T20:31:40.604268] [INFO ] [sig       ] Generating forecast for: SLVM
[2026-02-11T20:31:40.604299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2026-02-11T20:31:40.615747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2026-02-11T20:31:40.616105] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2026-02-11T20:31:40.616925] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2026-02-11T20:31:40.616978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:40.617037] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:40.617065] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:40.617123] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:40.676215] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:40.676925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:40.677007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:40.677040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:40.798585] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:40.798745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:40.798788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:40.798819] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:40.802376] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=42.96%)
[2026-02-11T20:31:40.802733] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2026-02-11T20:31:40.802873] [INFO ] [sig       ] SLVM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:40.949943] [INFO ] [LOCAL     ] Saved forecast: SLVM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SLVM.txt
[2026-02-11T20:31:40.950080] [INFO ] [sig       ] [2783/3412] Completed SLVM in 0.3s | 2.79 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-11T20:31:40.950122] [INFO ] [sig       ] [2784/3412] Forecasting SLVO...
[2026-02-11T20:31:40.950152] [INFO ] [sig       ] Generating forecast for: SLVO
[2026-02-11T20:31:40.950182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2026-02-11T20:31:40.961264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2026-02-11T20:31:40.961632] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2026-02-11T20:31:40.962432] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2026-02-11T20:31:40.962485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:40.962516] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:40.962543] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:40.962628] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:41.026022] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:41.026959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:41.027049] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:41.027085] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:41.147217] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:41.147377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:41.147419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:41.147451] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:41.151040] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2026-02-11T20:31:41.151332] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2026-02-11T20:31:41.151465] [INFO ] [sig       ] SLVO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:41.294318] [INFO ] [LOCAL     ] Saved forecast: SLVO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SLVO.txt
[2026-02-11T20:31:41.294479] [INFO ] [sig       ] [2784/3412] Completed SLVO in 0.3s | 2.79 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-11T20:31:41.294520] [INFO ] [sig       ] [2785/3412] Forecasting SLXN...
[2026-02-11T20:31:41.294557] [INFO ] [sig       ] Generating forecast for: SLXN
[2026-02-11T20:31:41.294610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2026-02-11T20:31:41.305828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2026-02-11T20:31:41.306197] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2026-02-11T20:31:41.307097] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2026-02-11T20:31:41.307152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:41.307186] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:41.307214] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:41.307274] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:41.365906] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:41.366806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:41.366893] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:41.366928] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:41.485030] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:41.485187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:41.485227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:41.485255] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:41.488817] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: UP (p=61.78%)
[2026-02-11T20:31:41.489130] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2026-02-11T20:31:41.489264] [INFO ] [sig       ] SLXN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:41.632613] [INFO ] [LOCAL     ] Saved forecast: SLXN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SLXN.txt
[2026-02-11T20:31:41.632782] [INFO ] [sig       ] [2785/3412] Completed SLXN in 0.3s | 2.79 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-11T20:31:41.632833] [INFO ] [sig       ] [2786/3412] Forecasting SM...
[2026-02-11T20:31:41.632868] [INFO ] [sig       ] Generating forecast for: SM
[2026-02-11T20:31:41.632904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2026-02-11T20:31:41.645824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2026-02-11T20:31:41.646230] [INFO ] [FORECASTER] Starting predict_future for SM
[2026-02-11T20:31:41.647137] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2026-02-11T20:31:41.647202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:41.647245] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:41.647280] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:41.647366] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:41.705864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:41.706731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:41.706820] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:41.706853] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:41.829110] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:41.829268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:41.829309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:41.829372] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:41.832870] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=82.53%)
[2026-02-11T20:31:41.833167] [INFO ] [FORECASTER] Completed predict_future for SM
[2026-02-11T20:31:41.833296] [INFO ] [sig       ] SM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:41.990805] [INFO ] [LOCAL     ] Saved forecast: SM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SM.txt
[2026-02-11T20:31:41.991024] [INFO ] [sig       ] [2786/3412] Completed SM in 0.4s | 2.79 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-11T20:31:41.991088] [INFO ] [sig       ] [2787/3412] Forecasting SMBC...
[2026-02-11T20:31:41.991137] [INFO ] [sig       ] Generating forecast for: SMBC
[2026-02-11T20:31:41.991187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2026-02-11T20:31:42.005991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2026-02-11T20:31:42.006441] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2026-02-11T20:31:42.007610] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2026-02-11T20:31:42.007670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:42.007703] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:42.007730] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:42.007787] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:42.065407] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:42.066333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:42.066423] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:42.066457] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:42.185789] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:42.185949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:42.185989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:42.186017] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:42.189495] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=36.11%)
[2026-02-11T20:31:42.189822] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2026-02-11T20:31:42.189957] [INFO ] [sig       ] SMBC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:42.329872] [INFO ] [LOCAL     ] Saved forecast: SMBC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SMBC.txt
[2026-02-11T20:31:42.330044] [INFO ] [sig       ] [2787/3412] Completed SMBC in 0.3s | 2.79 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-11T20:31:42.330086] [INFO ] [sig       ] [2788/3412] Forecasting SMBK...
[2026-02-11T20:31:42.330116] [INFO ] [sig       ] Generating forecast for: SMBK
[2026-02-11T20:31:42.330147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2026-02-11T20:31:42.341719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2026-02-11T20:31:42.342081] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2026-02-11T20:31:42.342933] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2026-02-11T20:31:42.342987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:42.343019] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:42.343046] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:42.343104] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:42.401106] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:42.402020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:42.402106] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:42.402139] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:42.525727] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:42.525902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:42.525948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:42.525997] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:42.529768] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=14.55%)
[2026-02-11T20:31:42.530091] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2026-02-11T20:31:42.530228] [INFO ] [sig       ] SMBK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:42.683028] [INFO ] [LOCAL     ] Saved forecast: SMBK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SMBK.txt
[2026-02-11T20:31:42.683181] [INFO ] [sig       ] [2788/3412] Completed SMBK in 0.4s | 2.79 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-11T20:31:42.683223] [INFO ] [sig       ] [2789/3412] Forecasting SMCI...
[2026-02-11T20:31:42.683253] [INFO ] [sig       ] Generating forecast for: SMCI
[2026-02-11T20:31:42.683284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2026-02-11T20:31:42.695203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2026-02-11T20:31:42.695540] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2026-02-11T20:31:42.696350] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2026-02-11T20:31:42.696402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:42.696435] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:42.696461] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:42.696518] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:42.755225] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:42.755957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:42.756043] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:42.756077] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:42.884781] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:42.884943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:42.884987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:42.885016] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:42.888953] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: DOWN (p=26.80%)
[2026-02-11T20:31:42.889268] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2026-02-11T20:31:42.889397] [INFO ] [sig       ] SMCI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:43.042379] [INFO ] [LOCAL     ] Saved forecast: SMCI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SMCI.txt
[2026-02-11T20:31:43.042511] [INFO ] [sig       ] [2789/3412] Completed SMCI in 0.4s | 2.79 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-11T20:31:43.042549] [INFO ] [sig       ] [2790/3412] Forecasting SMCX...
[2026-02-11T20:31:43.042597] [INFO ] [sig       ] Generating forecast for: SMCX
[2026-02-11T20:31:43.042629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2026-02-11T20:31:43.055591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2026-02-11T20:31:43.055934] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2026-02-11T20:31:43.056770] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2026-02-11T20:31:43.056827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:43.056859] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:43.056886] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:43.056943] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:43.118400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:43.119307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:43.119392] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:43.119441] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:43.248102] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:43.248263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:43.248305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:43.248337] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:43.251971] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: DOWN (p=21.03%)
[2026-02-11T20:31:43.252258] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2026-02-11T20:31:43.252397] [INFO ] [sig       ] SMCX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:43.403290] [INFO ] [LOCAL     ] Saved forecast: SMCX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SMCX.txt
[2026-02-11T20:31:43.403445] [INFO ] [sig       ] [2790/3412] Completed SMCX in 0.4s | 2.79 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-11T20:31:43.403485] [INFO ] [sig       ] [2791/3412] Forecasting SMFG...
[2026-02-11T20:31:43.403516] [INFO ] [sig       ] Generating forecast for: SMFG
[2026-02-11T20:31:43.403545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2026-02-11T20:31:43.416688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2026-02-11T20:31:43.417082] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2026-02-11T20:31:43.417952] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2026-02-11T20:31:43.418006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:43.418039] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:43.418067] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:43.418124] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:43.478797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:43.479703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:43.479792] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:43.479835] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:43.607039] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:43.607201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:43.607243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:43.607272] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:43.610790] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=21.36%)
[2026-02-11T20:31:43.611074] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2026-02-11T20:31:43.611203] [INFO ] [sig       ] SMFG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:43.759322] [INFO ] [LOCAL     ] Saved forecast: SMFG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SMFG.txt
[2026-02-11T20:31:43.759462] [INFO ] [sig       ] [2791/3412] Completed SMFG in 0.4s | 2.79 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-11T20:31:43.759504] [INFO ] [sig       ] [2792/3412] Forecasting SMH...
[2026-02-11T20:31:43.759535] [INFO ] [sig       ] Generating forecast for: SMH
[2026-02-11T20:31:43.759567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2026-02-11T20:31:43.772240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2026-02-11T20:31:43.772611] [INFO ] [FORECASTER] Starting predict_future for SMH
[2026-02-11T20:31:43.773397] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2026-02-11T20:31:43.773449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:43.773481] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:43.773518] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:43.773594] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:43.833366] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:43.834288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:43.834377] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:43.834410] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:43.963764] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:43.963941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:43.963989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:43.964018] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:43.967706] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=81.37%)
[2026-02-11T20:31:43.968100] [INFO ] [FORECASTER] Completed predict_future for SMH
[2026-02-11T20:31:43.968249] [INFO ] [sig       ] SMH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:44.113553] [INFO ] [LOCAL     ] Saved forecast: SMH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SMH.txt
[2026-02-11T20:31:44.113732] [INFO ] [sig       ] [2792/3412] Completed SMH in 0.4s | 2.79 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-11T20:31:44.113774] [INFO ] [sig       ] [2793/3412] Forecasting SMHI...
[2026-02-11T20:31:44.113807] [INFO ] [sig       ] Generating forecast for: SMHI
[2026-02-11T20:31:44.113844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2026-02-11T20:31:44.125739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2026-02-11T20:31:44.126061] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2026-02-11T20:31:44.126918] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2026-02-11T20:31:44.126975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:44.127022] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:44.127057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:44.127119] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:44.188810] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:44.189679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:44.189830] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:44.189885] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:44.310853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:44.311011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:44.311053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:44.311084] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:44.314494] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2026-02-11T20:31:44.314788] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2026-02-11T20:31:44.314916] [INFO ] [sig       ] SMHI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:44.459184] [INFO ] [LOCAL     ] Saved forecast: SMHI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SMHI.txt
[2026-02-11T20:31:44.459350] [INFO ] [sig       ] [2793/3412] Completed SMHI in 0.3s | 2.79 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-11T20:31:44.459391] [INFO ] [sig       ] [2794/3412] Forecasting SMHX...
[2026-02-11T20:31:44.459420] [INFO ] [sig       ] Generating forecast for: SMHX
[2026-02-11T20:31:44.459450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2026-02-11T20:31:44.471870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2026-02-11T20:31:44.472314] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2026-02-11T20:31:44.473277] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2026-02-11T20:31:44.473341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:44.473402] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:44.473443] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:44.473504] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:44.536807] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:44.537940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:44.538037] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:44.538072] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:44.665817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:44.665983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:44.666025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:44.666056] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:44.670054] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: DOWN (p=10.23%)
[2026-02-11T20:31:44.670538] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2026-02-11T20:31:44.670694] [INFO ] [sig       ] SMHX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:44.828620] [INFO ] [LOCAL     ] Saved forecast: SMHX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SMHX.txt
[2026-02-11T20:31:44.828784] [INFO ] [sig       ] [2794/3412] Completed SMHX in 0.4s | 2.79 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-11T20:31:44.828826] [INFO ] [sig       ] [2795/3412] Forecasting SMID...
[2026-02-11T20:31:44.828856] [INFO ] [sig       ] Generating forecast for: SMID
[2026-02-11T20:31:44.828888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2026-02-11T20:31:44.841726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2026-02-11T20:31:44.842141] [INFO ] [FORECASTER] Starting predict_future for SMID
[2026-02-11T20:31:44.843006] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2026-02-11T20:31:44.843061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:44.843094] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:44.843122] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:44.843181] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:44.905376] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:44.906326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:44.906426] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:44.906459] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:45.018785] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:45.018951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:45.018993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:45.019021] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:45.023468] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: UP (p=60.32%)
[2026-02-11T20:31:45.023780] [INFO ] [FORECASTER] Completed predict_future for SMID
[2026-02-11T20:31:45.023945] [INFO ] [sig       ] SMID: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:45.170260] [INFO ] [LOCAL     ] Saved forecast: SMID	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SMID.txt
[2026-02-11T20:31:45.170423] [INFO ] [sig       ] [2795/3412] Completed SMID in 0.3s | 2.79 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-11T20:31:45.170465] [INFO ] [sig       ] [2796/3412] Forecasting SMPL...
[2026-02-11T20:31:45.170496] [INFO ] [sig       ] Generating forecast for: SMPL
[2026-02-11T20:31:45.170533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2026-02-11T20:31:45.183360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2026-02-11T20:31:45.183767] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2026-02-11T20:31:45.184835] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2026-02-11T20:31:45.184893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:45.184926] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:45.184954] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:45.185203] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:45.252215] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:45.253431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:45.253528] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:45.253563] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:45.397643] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:45.397829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:45.397893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:45.397941] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:45.402402] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2026-02-11T20:31:45.402779] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2026-02-11T20:31:45.402947] [INFO ] [sig       ] SMPL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:45.553880] [INFO ] [LOCAL     ] Saved forecast: SMPL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SMPL.txt
[2026-02-11T20:31:45.554065] [INFO ] [sig       ] [2796/3412] Completed SMPL in 0.4s | 2.79 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-11T20:31:45.554106] [INFO ] [sig       ] [2797/3412] Forecasting SMTC...
[2026-02-11T20:31:45.554138] [INFO ] [sig       ] Generating forecast for: SMTC
[2026-02-11T20:31:45.554168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2026-02-11T20:31:45.565745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2026-02-11T20:31:45.566136] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2026-02-11T20:31:45.567015] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2026-02-11T20:31:45.567070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:45.567104] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:45.567133] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:45.567194] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:45.630741] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:45.631745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:45.631845] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:45.631885] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:45.772897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:45.773068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:45.773113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:45.773142] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:45.776914] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=69.78%)
[2026-02-11T20:31:45.777269] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2026-02-11T20:31:45.777425] [INFO ] [sig       ] SMTC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:45.920282] [INFO ] [LOCAL     ] Saved forecast: SMTC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SMTC.txt
[2026-02-11T20:31:45.920453] [INFO ] [sig       ] [2797/3412] Completed SMTC in 0.4s | 2.79 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-11T20:31:45.920496] [INFO ] [sig       ] [2798/3412] Forecasting SMTI...
[2026-02-11T20:31:45.920526] [INFO ] [sig       ] Generating forecast for: SMTI
[2026-02-11T20:31:45.920558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2026-02-11T20:31:45.932070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2026-02-11T20:31:45.932464] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2026-02-11T20:31:45.933378] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2026-02-11T20:31:45.933435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:45.933467] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:45.933496] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:45.933556] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:45.993191] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:45.994104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:45.994193] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:45.994227] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:46.121005] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:46.121165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:46.121205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:46.121235] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:46.124962] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: DOWN (p=24.45%)
[2026-02-11T20:31:46.125297] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2026-02-11T20:31:46.125436] [INFO ] [sig       ] SMTI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:46.268357] [INFO ] [LOCAL     ] Saved forecast: SMTI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SMTI.txt
[2026-02-11T20:31:46.268522] [INFO ] [sig       ] [2798/3412] Completed SMTI in 0.3s | 2.79 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-11T20:31:46.268564] [INFO ] [sig       ] [2799/3412] Forecasting SMWB...
[2026-02-11T20:31:46.268621] [INFO ] [sig       ] Generating forecast for: SMWB
[2026-02-11T20:31:46.268654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2026-02-11T20:31:46.279623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2026-02-11T20:31:46.279942] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2026-02-11T20:31:46.280794] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2026-02-11T20:31:46.280848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:46.280882] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:46.280910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:46.280968] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:46.339795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:46.340520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:46.340623] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:46.340660] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:46.465920] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:46.466078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:46.466120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:46.466150] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:46.469686] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: UP (p=51.59%)
[2026-02-11T20:31:46.470008] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2026-02-11T20:31:46.470146] [INFO ] [sig       ] SMWB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:46.612705] [INFO ] [LOCAL     ] Saved forecast: SMWB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SMWB.txt
[2026-02-11T20:31:46.612855] [INFO ] [sig       ] [2799/3412] Completed SMWB in 0.3s | 2.79 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-11T20:31:46.612897] [INFO ] [sig       ] [2800/3412] Forecasting SMX...
[2026-02-11T20:31:46.612934] [INFO ] [sig       ] Generating forecast for: SMX
[2026-02-11T20:31:46.612966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2026-02-11T20:31:46.624682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2026-02-11T20:31:46.624998] [INFO ] [FORECASTER] Starting predict_future for SMX
[2026-02-11T20:31:46.625887] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2026-02-11T20:31:46.625947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:46.626015] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:46.626045] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:46.626106] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:46.686179] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:46.686955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:46.687038] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:46.687070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:46.795190] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:46.795343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:46.795384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:46.795414] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:46.799386] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2026-02-11T20:31:46.799683] [INFO ] [FORECASTER] Completed predict_future for SMX
[2026-02-11T20:31:46.799827] [INFO ] [sig       ] SMX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:46.942762] [INFO ] [LOCAL     ] Saved forecast: SMX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SMX.txt
[2026-02-11T20:31:46.942897] [INFO ] [sig       ] [2800/3412] Completed SMX in 0.3s | 2.79 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-11T20:31:46.942947] [INFO ] [sig       ] [2801/3412] Forecasting SN...
[2026-02-11T20:31:46.942978] [INFO ] [sig       ] Generating forecast for: SN
[2026-02-11T20:31:46.943009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2026-02-11T20:31:46.954868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2026-02-11T20:31:46.955234] [INFO ] [FORECASTER] Starting predict_future for SN
[2026-02-11T20:31:46.956110] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2026-02-11T20:31:46.956164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:46.956197] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:46.956224] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:46.956281] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:47.015257] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:47.016153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:47.016240] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:47.016272] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:47.141559] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:47.141735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:47.141778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:47.141808] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:47.145431] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=33.40%)
[2026-02-11T20:31:47.145737] [INFO ] [FORECASTER] Completed predict_future for SN
[2026-02-11T20:31:47.145891] [INFO ] [sig       ] SN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:47.295439] [INFO ] [LOCAL     ] Saved forecast: SN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SN.txt
[2026-02-11T20:31:47.295597] [INFO ] [sig       ] [2801/3412] Completed SN in 0.4s | 2.79 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-11T20:31:47.295639] [INFO ] [sig       ] [2802/3412] Forecasting SNA...
[2026-02-11T20:31:47.295668] [INFO ] [sig       ] Generating forecast for: SNA
[2026-02-11T20:31:47.295698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2026-02-11T20:31:47.307168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2026-02-11T20:31:47.307485] [INFO ] [FORECASTER] Starting predict_future for SNA
[2026-02-11T20:31:47.308388] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2026-02-11T20:31:47.308442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:47.308476] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:47.308504] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:47.308562] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:47.369002] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:47.369903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:47.369992] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:47.370027] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:47.490490] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:47.490675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:47.490719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:47.490749] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:47.494291] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=93.13%)
[2026-02-11T20:31:47.494594] [INFO ] [FORECASTER] Completed predict_future for SNA
[2026-02-11T20:31:47.494731] [INFO ] [sig       ] SNA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:47.636643] [INFO ] [LOCAL     ] Saved forecast: SNA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SNA.txt
[2026-02-11T20:31:47.636803] [INFO ] [sig       ] [2802/3412] Completed SNA in 0.3s | 2.79 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-11T20:31:47.636842] [INFO ] [sig       ] [2803/3412] Forecasting SNAP...
[2026-02-11T20:31:47.636872] [INFO ] [sig       ] Generating forecast for: SNAP
[2026-02-11T20:31:47.636906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2026-02-11T20:31:47.649010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2026-02-11T20:31:47.649359] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2026-02-11T20:31:47.650170] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2026-02-11T20:31:47.650223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:47.650255] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:47.650281] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:47.650338] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:47.708678] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:47.709401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:47.709484] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:47.709519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:47.828713] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:47.828874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:47.828918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:47.828947] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:47.833021] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2026-02-11T20:31:47.833302] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2026-02-11T20:31:47.833429] [INFO ] [sig       ] SNAP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:47.976252] [INFO ] [LOCAL     ] Saved forecast: SNAP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SNAP.txt
[2026-02-11T20:31:47.976407] [INFO ] [sig       ] [2803/3412] Completed SNAP in 0.3s | 2.79 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-11T20:31:47.976451] [INFO ] [sig       ] [2804/3412] Forecasting SNCY...
[2026-02-11T20:31:47.976481] [INFO ] [sig       ] Generating forecast for: SNCY
[2026-02-11T20:31:47.976512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2026-02-11T20:31:47.990092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2026-02-11T20:31:47.990479] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2026-02-11T20:31:47.991341] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2026-02-11T20:31:47.991395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:47.991430] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:47.991464] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:47.991525] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:48.052152] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:48.053443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:48.053533] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:48.053567] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:48.177313] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:48.177473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:48.177545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:48.177593] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:48.181220] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2026-02-11T20:31:48.181530] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2026-02-11T20:31:48.181690] [INFO ] [sig       ] SNCY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:48.328456] [INFO ] [LOCAL     ] Saved forecast: SNCY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SNCY.txt
[2026-02-11T20:31:48.328606] [INFO ] [sig       ] [2804/3412] Completed SNCY in 0.4s | 2.79 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-11T20:31:48.328649] [INFO ] [sig       ] [2805/3412] Forecasting SND...
[2026-02-11T20:31:48.328679] [INFO ] [sig       ] Generating forecast for: SND
[2026-02-11T20:31:48.328709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2026-02-11T20:31:48.340619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2026-02-11T20:31:48.341027] [INFO ] [FORECASTER] Starting predict_future for SND
[2026-02-11T20:31:48.342160] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2026-02-11T20:31:48.342225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:48.342260] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:48.342287] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:48.342345] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:48.405051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:48.405962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:48.406050] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:48.406083] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:48.524152] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:48.524313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:48.524355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:48.524384] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:48.528026] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2026-02-11T20:31:48.528309] [INFO ] [FORECASTER] Completed predict_future for SND
[2026-02-11T20:31:48.528444] [INFO ] [sig       ] SND: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:48.673174] [INFO ] [LOCAL     ] Saved forecast: SND	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SND.txt
[2026-02-11T20:31:48.673357] [INFO ] [sig       ] [2805/3412] Completed SND in 0.3s | 2.79 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-11T20:31:48.673416] [INFO ] [sig       ] [2806/3412] Forecasting SNDL...
[2026-02-11T20:31:48.673449] [INFO ] [sig       ] Generating forecast for: SNDL
[2026-02-11T20:31:48.673480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2026-02-11T20:31:48.685971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2026-02-11T20:31:48.686331] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2026-02-11T20:31:48.687204] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2026-02-11T20:31:48.687258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:48.687291] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:48.687318] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:48.687376] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:48.748667] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:48.749530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:48.749641] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:48.749679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:48.866865] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:48.867030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:48.867073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:48.867101] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:48.871519] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2026-02-11T20:31:48.871828] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2026-02-11T20:31:48.871968] [INFO ] [sig       ] SNDL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:49.022489] [INFO ] [LOCAL     ] Saved forecast: SNDL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SNDL.txt
[2026-02-11T20:31:49.022666] [INFO ] [sig       ] [2806/3412] Completed SNDL in 0.3s | 2.79 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-11T20:31:49.022712] [INFO ] [sig       ] [2807/3412] Forecasting SNDX...
[2026-02-11T20:31:49.022741] [INFO ] [sig       ] Generating forecast for: SNDX
[2026-02-11T20:31:49.022772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2026-02-11T20:31:49.034826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2026-02-11T20:31:49.035177] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2026-02-11T20:31:49.036017] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2026-02-11T20:31:49.036072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:49.036106] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:49.036135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:49.036193] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:49.097611] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:49.098759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:49.098847] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:49.098880] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:49.229400] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:49.229560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:49.229633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:49.229669] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:49.233435] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=66.21%)
[2026-02-11T20:31:49.233746] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2026-02-11T20:31:49.233885] [INFO ] [sig       ] SNDX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:49.381216] [INFO ] [LOCAL     ] Saved forecast: SNDX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SNDX.txt
[2026-02-11T20:31:49.381353] [INFO ] [sig       ] [2807/3412] Completed SNDX in 0.4s | 2.79 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-11T20:31:49.381393] [INFO ] [sig       ] [2808/3412] Forecasting SNES...
[2026-02-11T20:31:49.381422] [INFO ] [sig       ] Generating forecast for: SNES
[2026-02-11T20:31:49.381452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2026-02-11T20:31:49.392653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2026-02-11T20:31:49.392994] [INFO ] [FORECASTER] Starting predict_future for SNES
[2026-02-11T20:31:49.393867] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2026-02-11T20:31:49.393921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:49.393955] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:49.393982] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:49.394042] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:49.453525] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:49.454535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:49.454645] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:49.454680] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:49.576489] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:49.576671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:49.576718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:49.576749] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:49.580254] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2026-02-11T20:31:49.580550] [INFO ] [FORECASTER] Completed predict_future for SNES
[2026-02-11T20:31:49.580706] [INFO ] [sig       ] SNES: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:49.725813] [INFO ] [LOCAL     ] Saved forecast: SNES	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SNES.txt
[2026-02-11T20:31:49.725971] [INFO ] [sig       ] [2808/3412] Completed SNES in 0.3s | 2.79 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-11T20:31:49.726015] [INFO ] [sig       ] [2809/3412] Forecasting SNEX...
[2026-02-11T20:31:49.726046] [INFO ] [sig       ] Generating forecast for: SNEX
[2026-02-11T20:31:49.726077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2026-02-11T20:31:49.739645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2026-02-11T20:31:49.739905] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2026-02-11T20:31:49.740717] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2026-02-11T20:31:49.740769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:49.740801] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:49.740828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:49.740885] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:49.799653] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:49.800307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:49.800388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:49.800421] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:49.922692] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:49.922856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:49.922900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:49.922929] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:49.926486] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: UP (p=81.07%)
[2026-02-11T20:31:49.926789] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2026-02-11T20:31:49.926923] [INFO ] [sig       ] SNEX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:50.074002] [INFO ] [LOCAL     ] Saved forecast: SNEX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SNEX.txt
[2026-02-11T20:31:50.074143] [INFO ] [sig       ] [2809/3412] Completed SNEX in 0.3s | 2.79 sym/s | Total: 16.8m | ETA: 3.6m
[2026-02-11T20:31:50.074183] [INFO ] [sig       ] [2810/3412] Forecasting SNFCA...
[2026-02-11T20:31:50.074211] [INFO ] [sig       ] Generating forecast for: SNFCA
[2026-02-11T20:31:50.074241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2026-02-11T20:31:50.085622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2026-02-11T20:31:50.085984] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2026-02-11T20:31:50.086872] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2026-02-11T20:31:50.086927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:50.086961] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:50.086991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:50.087050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:50.148095] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:50.149100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:50.149226] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:50.149263] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:50.268926] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:50.269096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:50.269141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:50.269172] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:50.272826] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2026-02-11T20:31:50.273145] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2026-02-11T20:31:50.273470] [INFO ] [sig       ] SNFCA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:50.429544] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SNFCA.txt
[2026-02-11T20:31:50.429736] [INFO ] [sig       ] [2810/3412] Completed SNFCA in 0.4s | 2.79 sym/s | Total: 16.8m | ETA: 3.6m
[2026-02-11T20:31:50.429780] [INFO ] [sig       ] [2811/3412] Forecasting SNGX...
[2026-02-11T20:31:50.429812] [INFO ] [sig       ] Generating forecast for: SNGX
[2026-02-11T20:31:50.429844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2026-02-11T20:31:50.442444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2026-02-11T20:31:50.442860] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2026-02-11T20:31:50.443725] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2026-02-11T20:31:50.443781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:50.443814] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:50.443842] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:50.443901] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:50.507847] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:50.508806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:50.508903] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:50.508939] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:50.630414] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:50.630597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:50.630641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:50.630669] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:50.634366] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2026-02-11T20:31:50.634665] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2026-02-11T20:31:50.634798] [INFO ] [sig       ] SNGX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:50.778951] [INFO ] [LOCAL     ] Saved forecast: SNGX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SNGX.txt
[2026-02-11T20:31:50.779125] [INFO ] [sig       ] [2811/3412] Completed SNGX in 0.3s | 2.79 sym/s | Total: 16.8m | ETA: 3.6m
[2026-02-11T20:31:50.779165] [INFO ] [sig       ] [2812/3412] Forecasting SNN...
[2026-02-11T20:31:50.779194] [INFO ] [sig       ] Generating forecast for: SNN
[2026-02-11T20:31:50.779223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2026-02-11T20:31:50.791903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2026-02-11T20:31:50.792309] [INFO ] [FORECASTER] Starting predict_future for SNN
[2026-02-11T20:31:50.793186] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2026-02-11T20:31:50.793240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:50.793271] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:50.793299] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:50.793356] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:50.853003] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:50.853930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:50.854018] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:50.854052] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:50.986377] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:50.986561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:50.986657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:50.986699] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:50.991392] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2026-02-11T20:31:50.991728] [INFO ] [FORECASTER] Completed predict_future for SNN
[2026-02-11T20:31:50.991879] [INFO ] [sig       ] SNN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:51.140167] [INFO ] [LOCAL     ] Saved forecast: SNN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SNN.txt
[2026-02-11T20:31:51.140344] [INFO ] [sig       ] [2812/3412] Completed SNN in 0.4s | 2.79 sym/s | Total: 16.8m | ETA: 3.6m
[2026-02-11T20:31:51.140392] [INFO ] [sig       ] [2813/3412] Forecasting SNOA...
[2026-02-11T20:31:51.140421] [INFO ] [sig       ] Generating forecast for: SNOA
[2026-02-11T20:31:51.140450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2026-02-11T20:31:51.152609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2026-02-11T20:31:51.152931] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2026-02-11T20:31:51.153755] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2026-02-11T20:31:51.153807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:51.153839] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:51.153865] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:51.153922] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:51.213777] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:51.214644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:51.214753] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:51.214788] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:51.335559] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:51.335738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:51.335778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:51.335807] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:51.339830] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: UP (p=54.30%)
[2026-02-11T20:31:51.340111] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2026-02-11T20:31:51.340242] [INFO ] [sig       ] SNOA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:51.480693] [INFO ] [LOCAL     ] Saved forecast: SNOA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SNOA.txt
[2026-02-11T20:31:51.480865] [INFO ] [sig       ] [2813/3412] Completed SNOA in 0.3s | 2.79 sym/s | Total: 16.8m | ETA: 3.6m
[2026-02-11T20:31:51.480908] [INFO ] [sig       ] [2814/3412] Forecasting SNPS...
[2026-02-11T20:31:51.480938] [INFO ] [sig       ] Generating forecast for: SNPS
[2026-02-11T20:31:51.480973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2026-02-11T20:31:51.493623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2026-02-11T20:31:51.493982] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2026-02-11T20:31:51.494858] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2026-02-11T20:31:51.494922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:51.494969] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:51.495000] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:51.495063] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:51.555864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:51.556926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:51.557021] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:51.557061] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:51.684713] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:51.684880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:51.684924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:51.684953] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:51.688649] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: DOWN (p=43.33%)
[2026-02-11T20:31:51.688941] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2026-02-11T20:31:51.689076] [INFO ] [sig       ] SNPS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:51.835616] [INFO ] [LOCAL     ] Saved forecast: SNPS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SNPS.txt
[2026-02-11T20:31:51.835764] [INFO ] [sig       ] [2814/3412] Completed SNPS in 0.4s | 2.79 sym/s | Total: 16.8m | ETA: 3.6m
[2026-02-11T20:31:51.835806] [INFO ] [sig       ] [2815/3412] Forecasting SNX...
[2026-02-11T20:31:51.835834] [INFO ] [sig       ] Generating forecast for: SNX
[2026-02-11T20:31:51.835864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2026-02-11T20:31:51.848992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2026-02-11T20:31:51.849333] [INFO ] [FORECASTER] Starting predict_future for SNX
[2026-02-11T20:31:51.850194] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2026-02-11T20:31:51.850247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:51.850279] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:51.850306] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:51.850363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:51.907491] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:51.908266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:51.908370] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:51.908405] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:52.032722] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:52.032882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:52.032924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:52.032953] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:52.036460] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2026-02-11T20:31:52.036759] [INFO ] [FORECASTER] Completed predict_future for SNX
[2026-02-11T20:31:52.036891] [INFO ] [sig       ] SNX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:52.187367] [INFO ] [LOCAL     ] Saved forecast: SNX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SNX.txt
[2026-02-11T20:31:52.187547] [INFO ] [sig       ] [2815/3412] Completed SNX in 0.4s | 2.79 sym/s | Total: 16.8m | ETA: 3.6m
[2026-02-11T20:31:52.187611] [INFO ] [sig       ] [2816/3412] Forecasting SNY...
[2026-02-11T20:31:52.187644] [INFO ] [sig       ] Generating forecast for: SNY
[2026-02-11T20:31:52.187677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2026-02-11T20:31:52.201063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2026-02-11T20:31:52.201422] [INFO ] [FORECASTER] Starting predict_future for SNY
[2026-02-11T20:31:52.202303] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2026-02-11T20:31:52.202357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:52.202401] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:52.202430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:52.202488] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:52.263752] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:52.264539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:52.264640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:52.264674] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:52.380333] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:52.380491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:52.380534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:52.380563] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:52.384011] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=58.76%)
[2026-02-11T20:31:52.384311] [INFO ] [FORECASTER] Completed predict_future for SNY
[2026-02-11T20:31:52.384440] [INFO ] [sig       ] SNY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:52.527973] [INFO ] [LOCAL     ] Saved forecast: SNY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SNY.txt
[2026-02-11T20:31:52.528182] [INFO ] [sig       ] [2816/3412] Completed SNY in 0.3s | 2.79 sym/s | Total: 16.8m | ETA: 3.6m
[2026-02-11T20:31:52.528226] [INFO ] [sig       ] [2817/3412] Forecasting SO...
[2026-02-11T20:31:52.528255] [INFO ] [sig       ] Generating forecast for: SO
[2026-02-11T20:31:52.528284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2026-02-11T20:31:52.541797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2026-02-11T20:31:52.542205] [INFO ] [FORECASTER] Starting predict_future for SO
[2026-02-11T20:31:52.543123] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2026-02-11T20:31:52.543185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:52.543259] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:52.543288] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:52.543346] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:52.603030] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:52.604020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:52.604118] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:52.604152] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:52.729662] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:52.729831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:52.729874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:52.729904] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:52.733487] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=34.21%)
[2026-02-11T20:31:52.733808] [INFO ] [FORECASTER] Completed predict_future for SO
[2026-02-11T20:31:52.733947] [INFO ] [sig       ] SO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:52.875007] [INFO ] [LOCAL     ] Saved forecast: SO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SO.txt
[2026-02-11T20:31:52.875163] [INFO ] [sig       ] [2817/3412] Completed SO in 0.3s | 2.79 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-11T20:31:52.875207] [INFO ] [sig       ] [2818/3412] Forecasting SOCL...
[2026-02-11T20:31:52.875236] [INFO ] [sig       ] Generating forecast for: SOCL
[2026-02-11T20:31:52.875267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2026-02-11T20:31:52.886053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2026-02-11T20:31:52.886387] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2026-02-11T20:31:52.887208] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2026-02-11T20:31:52.887261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:52.887292] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:52.887318] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:52.887374] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:52.943968] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:52.944841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:52.944926] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:52.944958] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:53.054345] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:53.054506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:53.054549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:53.054596] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:53.058062] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=13.00%)
[2026-02-11T20:31:53.058356] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2026-02-11T20:31:53.058490] [INFO ] [sig       ] SOCL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:53.209519] [INFO ] [LOCAL     ] Saved forecast: SOCL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SOCL.txt
[2026-02-11T20:31:53.209682] [INFO ] [sig       ] [2818/3412] Completed SOCL in 0.3s | 2.79 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-11T20:31:53.209730] [INFO ] [sig       ] [2819/3412] Forecasting SOFI...
[2026-02-11T20:31:53.209761] [INFO ] [sig       ] Generating forecast for: SOFI
[2026-02-11T20:31:53.209793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2026-02-11T20:31:53.221838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2026-02-11T20:31:53.222171] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2026-02-11T20:31:53.223018] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2026-02-11T20:31:53.223077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:53.223111] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:53.223144] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:53.223218] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:53.284397] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:53.285190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:53.285277] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:53.285495] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:53.418168] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:53.418368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:53.418413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:53.418444] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:53.422249] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=70.08%)
[2026-02-11T20:31:53.422558] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2026-02-11T20:31:53.422743] [INFO ] [sig       ] SOFI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:53.570901] [INFO ] [LOCAL     ] Saved forecast: SOFI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SOFI.txt
[2026-02-11T20:31:53.571040] [INFO ] [sig       ] [2819/3412] Completed SOFI in 0.4s | 2.79 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-11T20:31:53.571081] [INFO ] [sig       ] [2820/3412] Forecasting SOGP...
[2026-02-11T20:31:53.571132] [INFO ] [sig       ] Generating forecast for: SOGP
[2026-02-11T20:31:53.571171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2026-02-11T20:31:53.582405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2026-02-11T20:31:53.582809] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2026-02-11T20:31:53.583772] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2026-02-11T20:31:53.583836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:53.583878] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:53.583911] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:53.583973] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:53.643954] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:53.644753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:53.644843] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:53.644878] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:53.761839] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:53.762001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:53.762041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:53.762101] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:53.765625] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2026-02-11T20:31:53.765906] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2026-02-11T20:31:53.766043] [INFO ] [sig       ] SOGP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:53.909394] [INFO ] [LOCAL     ] Saved forecast: SOGP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SOGP.txt
[2026-02-11T20:31:53.909528] [INFO ] [sig       ] [2820/3412] Completed SOGP in 0.3s | 2.79 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-11T20:31:53.909587] [INFO ] [sig       ] [2821/3412] Forecasting SOJC...
[2026-02-11T20:31:53.909622] [INFO ] [sig       ] Generating forecast for: SOJC
[2026-02-11T20:31:53.909654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2026-02-11T20:31:53.920566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2026-02-11T20:31:53.920885] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2026-02-11T20:31:53.921743] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2026-02-11T20:31:53.921797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:53.921830] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:53.921858] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:53.921917] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:53.980158] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:53.980818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:53.980899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:53.980932] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:54.101914] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:54.102092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:54.102140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:54.102171] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:54.106030] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2026-02-11T20:31:54.106333] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2026-02-11T20:31:54.106475] [INFO ] [sig       ] SOJC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:54.248316] [INFO ] [LOCAL     ] Saved forecast: SOJC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SOJC.txt
[2026-02-11T20:31:54.248465] [INFO ] [sig       ] [2821/3412] Completed SOJC in 0.3s | 2.79 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-11T20:31:54.248506] [INFO ] [sig       ] [2822/3412] Forecasting SOJD...
[2026-02-11T20:31:54.248536] [INFO ] [sig       ] Generating forecast for: SOJD
[2026-02-11T20:31:54.248565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2026-02-11T20:31:54.259966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2026-02-11T20:31:54.260275] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2026-02-11T20:31:54.261167] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2026-02-11T20:31:54.261220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:54.261252] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:54.261278] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:54.261336] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:54.320286] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:54.321221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:54.321314] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:54.321350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:54.440096] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:54.440254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:54.440294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:54.440323] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:54.443742] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=72.88%)
[2026-02-11T20:31:54.444018] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2026-02-11T20:31:54.444150] [INFO ] [sig       ] SOJD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:54.586028] [INFO ] [LOCAL     ] Saved forecast: SOJD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SOJD.txt
[2026-02-11T20:31:54.586165] [INFO ] [sig       ] [2822/3412] Completed SOJD in 0.3s | 2.79 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-11T20:31:54.586398] [INFO ] [sig       ] [2823/3412] Forecasting SOJE...
[2026-02-11T20:31:54.586428] [INFO ] [sig       ] Generating forecast for: SOJE
[2026-02-11T20:31:54.586459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2026-02-11T20:31:54.597721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2026-02-11T20:31:54.598072] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2026-02-11T20:31:54.598973] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2026-02-11T20:31:54.599028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:54.599062] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:54.599090] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:54.599150] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:54.658740] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:54.659523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:54.659629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:54.659670] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:54.776786] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:54.776937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:54.776978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:54.777023] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:54.780521] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=76.11%)
[2026-02-11T20:31:54.780815] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2026-02-11T20:31:54.780942] [INFO ] [sig       ] SOJE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:54.933347] [INFO ] [LOCAL     ] Saved forecast: SOJE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SOJE.txt
[2026-02-11T20:31:54.933511] [INFO ] [sig       ] [2823/3412] Completed SOJE in 0.3s | 2.79 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-11T20:31:54.933560] [INFO ] [sig       ] [2824/3412] Forecasting SON...
[2026-02-11T20:31:54.933610] [INFO ] [sig       ] Generating forecast for: SON
[2026-02-11T20:31:54.933649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2026-02-11T20:31:54.945126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2026-02-11T20:31:54.945431] [INFO ] [FORECASTER] Starting predict_future for SON
[2026-02-11T20:31:54.946404] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2026-02-11T20:31:54.946457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:54.946490] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:54.946518] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:54.946591] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:55.010695] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:55.011635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:55.011723] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:55.011757] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:55.135446] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:55.135621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:55.135666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:55.135696] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:55.139199] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: DOWN (p=37.69%)
[2026-02-11T20:31:55.139471] [INFO ] [FORECASTER] Completed predict_future for SON
[2026-02-11T20:31:55.139619] [INFO ] [sig       ] SON: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:55.283022] [INFO ] [LOCAL     ] Saved forecast: SON	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SON.txt
[2026-02-11T20:31:55.283181] [INFO ] [sig       ] [2824/3412] Completed SON in 0.3s | 2.79 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-11T20:31:55.283223] [INFO ] [sig       ] [2825/3412] Forecasting SONO...
[2026-02-11T20:31:55.283252] [INFO ] [sig       ] Generating forecast for: SONO
[2026-02-11T20:31:55.283282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2026-02-11T20:31:55.295122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2026-02-11T20:31:55.295489] [INFO ] [FORECASTER] Starting predict_future for SONO
[2026-02-11T20:31:55.296347] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2026-02-11T20:31:55.296400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:55.296432] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:55.296459] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:55.296516] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:55.356727] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:55.357662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:55.357769] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:55.357804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:55.478729] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:55.478884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:55.478925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:55.478955] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:55.482392] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2026-02-11T20:31:55.482688] [INFO ] [FORECASTER] Completed predict_future for SONO
[2026-02-11T20:31:55.482822] [INFO ] [sig       ] SONO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:55.628561] [INFO ] [LOCAL     ] Saved forecast: SONO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SONO.txt
[2026-02-11T20:31:55.628772] [INFO ] [sig       ] [2825/3412] Completed SONO in 0.3s | 2.79 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-11T20:31:55.628818] [INFO ] [sig       ] [2826/3412] Forecasting SOPA...
[2026-02-11T20:31:55.628847] [INFO ] [sig       ] Generating forecast for: SOPA
[2026-02-11T20:31:55.628878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2026-02-11T20:31:55.640468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2026-02-11T20:31:55.640875] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2026-02-11T20:31:55.641756] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2026-02-11T20:31:55.641810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:55.641843] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:55.641870] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:55.641928] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:55.708851] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:55.709946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:55.710056] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:55.710092] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:55.831529] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:55.831706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:55.831748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:55.831777] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:55.835319] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=35.22%)
[2026-02-11T20:31:55.835615] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2026-02-11T20:31:55.835750] [INFO ] [sig       ] SOPA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:55.995254] [INFO ] [LOCAL     ] Saved forecast: SOPA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SOPA.txt
[2026-02-11T20:31:55.995422] [INFO ] [sig       ] [2826/3412] Completed SOPA in 0.4s | 2.79 sym/s | Total: 16.9m | ETA: 3.5m
[2026-02-11T20:31:55.995463] [INFO ] [sig       ] [2827/3412] Forecasting SOPH...
[2026-02-11T20:31:55.995495] [INFO ] [sig       ] Generating forecast for: SOPH
[2026-02-11T20:31:55.995540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2026-02-11T20:31:56.009624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2026-02-11T20:31:56.010087] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2026-02-11T20:31:56.011360] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2026-02-11T20:31:56.011416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:56.011447] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:56.011485] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:56.011546] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:56.073160] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:56.074047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:56.074168] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:56.074203] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:56.197618] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:56.197770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:56.197813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:56.197843] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:56.202184] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2026-02-11T20:31:56.202512] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2026-02-11T20:31:56.202680] [INFO ] [sig       ] SOPH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:56.354077] [INFO ] [LOCAL     ] Saved forecast: SOPH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SOPH.txt
[2026-02-11T20:31:56.354250] [INFO ] [sig       ] [2827/3412] Completed SOPH in 0.4s | 2.79 sym/s | Total: 16.9m | ETA: 3.5m
[2026-02-11T20:31:56.354297] [INFO ] [sig       ] [2828/3412] Forecasting SOUN...
[2026-02-11T20:31:56.354326] [INFO ] [sig       ] Generating forecast for: SOUN
[2026-02-11T20:31:56.354357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2026-02-11T20:31:56.366966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2026-02-11T20:31:56.367349] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2026-02-11T20:31:56.368370] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2026-02-11T20:31:56.368425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:56.368458] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:56.368484] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:56.368543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:56.428928] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:56.429789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:56.429876] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:56.429910] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:56.556893] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:56.557100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:56.557145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:56.557176] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:56.561242] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: UP (p=91.20%)
[2026-02-11T20:31:56.561547] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2026-02-11T20:31:56.561744] [INFO ] [sig       ] SOUN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:56.710441] [INFO ] [LOCAL     ] Saved forecast: SOUN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SOUN.txt
[2026-02-11T20:31:56.710647] [INFO ] [sig       ] [2828/3412] Completed SOUN in 0.4s | 2.79 sym/s | Total: 16.9m | ETA: 3.5m
[2026-02-11T20:31:56.710695] [INFO ] [sig       ] [2829/3412] Forecasting SOXQ...
[2026-02-11T20:31:56.710727] [INFO ] [sig       ] Generating forecast for: SOXQ
[2026-02-11T20:31:56.710766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2026-02-11T20:31:56.723658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2026-02-11T20:31:56.724055] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2026-02-11T20:31:56.724997] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2026-02-11T20:31:56.725060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:56.725099] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:56.725133] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:56.725231] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:56.785886] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:56.786823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:56.786926] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:56.786962] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:56.923234] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:56.923600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:56.923647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:56.923675] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:56.927801] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: UP (p=84.58%)
[2026-02-11T20:31:56.928151] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2026-02-11T20:31:56.928323] [INFO ] [sig       ] SOXQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:57.074589] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SOXQ.txt
[2026-02-11T20:31:57.074772] [INFO ] [sig       ] [2829/3412] Completed SOXQ in 0.4s | 2.79 sym/s | Total: 16.9m | ETA: 3.5m
[2026-02-11T20:31:57.074815] [INFO ] [sig       ] [2830/3412] Forecasting SOXX...
[2026-02-11T20:31:57.074848] [INFO ] [sig       ] Generating forecast for: SOXX
[2026-02-11T20:31:57.074879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2026-02-11T20:31:57.087674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2026-02-11T20:31:57.088023] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2026-02-11T20:31:57.088859] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2026-02-11T20:31:57.088913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:57.088947] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:57.088975] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:57.089034] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:57.152835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:57.153975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:57.154068] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:57.154102] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:57.287870] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:57.288181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:57.288244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:57.288277] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:57.292221] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=7.17%)
[2026-02-11T20:31:57.292517] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2026-02-11T20:31:57.292681] [INFO ] [sig       ] SOXX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:57.440848] [INFO ] [LOCAL     ] Saved forecast: SOXX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SOXX.txt
[2026-02-11T20:31:57.441034] [INFO ] [sig       ] [2830/3412] Completed SOXX in 0.4s | 2.79 sym/s | Total: 16.9m | ETA: 3.5m
[2026-02-11T20:31:57.441076] [INFO ] [sig       ] [2831/3412] Forecasting SPAI...
[2026-02-11T20:31:57.441115] [INFO ] [sig       ] Generating forecast for: SPAI
[2026-02-11T20:31:57.441146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2026-02-11T20:31:57.454255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2026-02-11T20:31:57.454840] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2026-02-11T20:31:57.455756] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2026-02-11T20:31:57.455812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:57.455847] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:57.455876] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:57.455934] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:57.521732] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:57.522712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:57.522817] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:57.522854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:57.666004] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:57.666175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:57.666221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:57.666254] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:57.670220] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: DOWN (p=34.00%)
[2026-02-11T20:31:57.670542] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2026-02-11T20:31:57.670717] [INFO ] [sig       ] SPAI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:57.820630] [INFO ] [LOCAL     ] Saved forecast: SPAI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SPAI.txt
[2026-02-11T20:31:57.820800] [INFO ] [sig       ] [2831/3412] Completed SPAI in 0.4s | 2.79 sym/s | Total: 16.9m | ETA: 3.5m
[2026-02-11T20:31:57.820844] [INFO ] [sig       ] [2832/3412] Forecasting SPB...
[2026-02-11T20:31:57.820881] [INFO ] [sig       ] Generating forecast for: SPB
[2026-02-11T20:31:57.820917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2026-02-11T20:31:57.833350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2026-02-11T20:31:57.833745] [INFO ] [FORECASTER] Starting predict_future for SPB
[2026-02-11T20:31:57.834618] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2026-02-11T20:31:57.834673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:57.834707] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:57.834736] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:57.834796] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:57.895800] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:57.896697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:57.896789] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:57.896824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:58.036617] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:58.036792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:58.036850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:58.036889] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:58.040870] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=67.28%)
[2026-02-11T20:31:58.041181] [INFO ] [FORECASTER] Completed predict_future for SPB
[2026-02-11T20:31:58.041325] [INFO ] [sig       ] SPB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:58.197726] [INFO ] [LOCAL     ] Saved forecast: SPB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SPB.txt
[2026-02-11T20:31:58.197906] [INFO ] [sig       ] [2832/3412] Completed SPB in 0.4s | 2.79 sym/s | Total: 16.9m | ETA: 3.5m
[2026-02-11T20:31:58.197949] [INFO ] [sig       ] [2833/3412] Forecasting SPCB...
[2026-02-11T20:31:58.197983] [INFO ] [sig       ] Generating forecast for: SPCB
[2026-02-11T20:31:58.198015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2026-02-11T20:31:58.210910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2026-02-11T20:31:58.211272] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2026-02-11T20:31:58.212136] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2026-02-11T20:31:58.212196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:58.212237] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:58.212272] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:58.212331] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:58.278040] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:58.278966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:58.279071] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:58.279119] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:58.400780] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:58.400947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:58.400993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:58.401024] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:58.404592] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: UP (p=86.06%)
[2026-02-11T20:31:58.404874] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2026-02-11T20:31:58.405003] [INFO ] [sig       ] SPCB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:58.558634] [INFO ] [LOCAL     ] Saved forecast: SPCB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SPCB.txt
[2026-02-11T20:31:58.558796] [INFO ] [sig       ] [2833/3412] Completed SPCB in 0.4s | 2.79 sym/s | Total: 16.9m | ETA: 3.5m
[2026-02-11T20:31:58.558836] [INFO ] [sig       ] [2834/3412] Forecasting SPCE...
[2026-02-11T20:31:58.558866] [INFO ] [sig       ] Generating forecast for: SPCE
[2026-02-11T20:31:58.558895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2026-02-11T20:31:58.571452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2026-02-11T20:31:58.571846] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2026-02-11T20:31:58.572686] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2026-02-11T20:31:58.572739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:58.572801] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:58.572831] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:58.572891] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:58.632726] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:58.633713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:58.633805] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:58.633840] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:58.758113] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:58.758296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:58.758345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:58.758392] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:58.762103] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=66.11%)
[2026-02-11T20:31:58.762423] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2026-02-11T20:31:58.762600] [INFO ] [sig       ] SPCE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:31:58.908908] [INFO ] [LOCAL     ] Saved forecast: SPCE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SPCE.txt
[2026-02-11T20:31:58.909056] [INFO ] [sig       ] [2834/3412] Completed SPCE in 0.4s | 2.79 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-11T20:31:58.909096] [INFO ] [sig       ] [2835/3412] Forecasting SPE...
[2026-02-11T20:31:58.909127] [INFO ] [sig       ] Generating forecast for: SPE
[2026-02-11T20:31:58.909158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2026-02-11T20:31:58.922232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2026-02-11T20:31:58.922556] [INFO ] [FORECASTER] Starting predict_future for SPE
[2026-02-11T20:31:58.923613] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2026-02-11T20:31:58.923666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:58.923698] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:58.923724] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:58.923781] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:58.982312] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:58.983160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:58.983262] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:58.983303] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:59.101680] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:59.101841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:59.101883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:59.101913] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:59.105602] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=43.42%)
[2026-02-11T20:31:59.105901] [INFO ] [FORECASTER] Completed predict_future for SPE
[2026-02-11T20:31:59.106036] [INFO ] [sig       ] SPE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:59.251037] [INFO ] [LOCAL     ] Saved forecast: SPE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SPE.txt
[2026-02-11T20:31:59.251184] [INFO ] [sig       ] [2835/3412] Completed SPE in 0.3s | 2.79 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-11T20:31:59.251225] [INFO ] [sig       ] [2836/3412] Forecasting SPFI...
[2026-02-11T20:31:59.251254] [INFO ] [sig       ] Generating forecast for: SPFI
[2026-02-11T20:31:59.251284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2026-02-11T20:31:59.264254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2026-02-11T20:31:59.264615] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2026-02-11T20:31:59.265416] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2026-02-11T20:31:59.265469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:59.265501] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:59.265528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:59.265603] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:59.323238] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:59.324120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:59.324205] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:59.324238] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:59.443091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:59.443263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:59.443313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:59.443344] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:59.446834] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2026-02-11T20:31:59.447127] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2026-02-11T20:31:59.447267] [INFO ] [sig       ] SPFI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:59.594376] [INFO ] [LOCAL     ] Saved forecast: SPFI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SPFI.txt
[2026-02-11T20:31:59.594554] [INFO ] [sig       ] [2836/3412] Completed SPFI in 0.3s | 2.79 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-11T20:31:59.594633] [INFO ] [sig       ] [2837/3412] Forecasting SPG...
[2026-02-11T20:31:59.594666] [INFO ] [sig       ] Generating forecast for: SPG
[2026-02-11T20:31:59.594698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2026-02-11T20:31:59.607998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2026-02-11T20:31:59.608444] [INFO ] [FORECASTER] Starting predict_future for SPG
[2026-02-11T20:31:59.609389] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2026-02-11T20:31:59.609446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:59.609480] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:59.609509] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:59.609568] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:31:59.673072] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:31:59.674066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:31:59.674162] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:31:59.674200] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:31:59.806022] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:31:59.806185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:31:59.806229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:31:59.806305] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:31:59.809935] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=21.94%)
[2026-02-11T20:31:59.810247] [INFO ] [FORECASTER] Completed predict_future for SPG
[2026-02-11T20:31:59.810394] [INFO ] [sig       ] SPG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:31:59.967832] [INFO ] [LOCAL     ] Saved forecast: SPG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SPG.txt
[2026-02-11T20:31:59.967999] [INFO ] [sig       ] [2837/3412] Completed SPG in 0.4s | 2.79 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-11T20:31:59.968040] [INFO ] [sig       ] [2838/3412] Forecasting SPGI...
[2026-02-11T20:31:59.968069] [INFO ] [sig       ] Generating forecast for: SPGI
[2026-02-11T20:31:59.968099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2026-02-11T20:31:59.980720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2026-02-11T20:31:59.981106] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2026-02-11T20:31:59.982004] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2026-02-11T20:31:59.982056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:31:59.982087] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:31:59.982113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:31:59.982179] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:00.041427] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:00.042291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:00.042377] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:00.042410] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:00.165627] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:00.165787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:00.165831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:00.165861] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:00.169610] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=7.83%)
[2026-02-11T20:32:00.169913] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2026-02-11T20:32:00.170052] [INFO ] [sig       ] SPGI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:00.324468] [INFO ] [LOCAL     ] Saved forecast: SPGI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SPGI.txt
[2026-02-11T20:32:00.324664] [INFO ] [sig       ] [2838/3412] Completed SPGI in 0.4s | 2.79 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-11T20:32:00.324729] [INFO ] [sig       ] [2839/3412] Forecasting SPH...
[2026-02-11T20:32:00.324781] [INFO ] [sig       ] Generating forecast for: SPH
[2026-02-11T20:32:00.324820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2026-02-11T20:32:00.339265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2026-02-11T20:32:00.339673] [INFO ] [FORECASTER] Starting predict_future for SPH
[2026-02-11T20:32:00.340545] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2026-02-11T20:32:00.340623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:00.340658] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:00.340686] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:00.340747] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:00.408476] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:00.409609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:00.409710] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:00.409745] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:00.546489] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:00.546686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:00.546740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:00.546774] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:00.550977] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=85.78%)
[2026-02-11T20:32:00.551352] [INFO ] [FORECASTER] Completed predict_future for SPH
[2026-02-11T20:32:00.551510] [INFO ] [sig       ] SPH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:00.707100] [INFO ] [LOCAL     ] Saved forecast: SPH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SPH.txt
[2026-02-11T20:32:00.707265] [INFO ] [sig       ] [2839/3412] Completed SPH in 0.4s | 2.79 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-11T20:32:00.707308] [INFO ] [sig       ] [2840/3412] Forecasting SPOK...
[2026-02-11T20:32:00.707339] [INFO ] [sig       ] Generating forecast for: SPOK
[2026-02-11T20:32:00.707371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2026-02-11T20:32:00.719325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2026-02-11T20:32:00.719738] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2026-02-11T20:32:00.720700] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2026-02-11T20:32:00.720766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:00.720800] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:00.720827] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:00.720885] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:00.782493] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:00.783453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:00.783544] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:00.783599] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:00.915654] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:00.915814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:00.915860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:00.915897] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:00.919699] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: DOWN (p=48.65%)
[2026-02-11T20:32:00.920056] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2026-02-11T20:32:00.920205] [INFO ] [sig       ] SPOK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:01.070265] [INFO ] [LOCAL     ] Saved forecast: SPOK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SPOK.txt
[2026-02-11T20:32:01.070412] [INFO ] [sig       ] [2840/3412] Completed SPOK in 0.4s | 2.79 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-11T20:32:01.070463] [INFO ] [sig       ] [2841/3412] Forecasting SPRO...
[2026-02-11T20:32:01.070497] [INFO ] [sig       ] Generating forecast for: SPRO
[2026-02-11T20:32:01.070529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2026-02-11T20:32:01.081756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2026-02-11T20:32:01.082088] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2026-02-11T20:32:01.082941] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2026-02-11T20:32:01.082996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:01.083031] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:01.083060] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:01.083119] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:01.144181] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:01.145100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:01.145194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:01.145229] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:01.272755] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:01.272924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:01.272967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:01.272999] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:01.276553] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: UP (p=87.47%)
[2026-02-11T20:32:01.276901] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2026-02-11T20:32:01.277042] [INFO ] [sig       ] SPRO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:01.425073] [INFO ] [LOCAL     ] Saved forecast: SPRO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SPRO.txt
[2026-02-11T20:32:01.425237] [INFO ] [sig       ] [2841/3412] Completed SPRO in 0.4s | 2.79 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-11T20:32:01.425282] [INFO ] [sig       ] [2842/3412] Forecasting SPRX...
[2026-02-11T20:32:01.425315] [INFO ] [sig       ] Generating forecast for: SPRX
[2026-02-11T20:32:01.425348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2026-02-11T20:32:01.437299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2026-02-11T20:32:01.437812] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2026-02-11T20:32:01.438890] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2026-02-11T20:32:01.438945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:01.438979] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:01.439008] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:01.439067] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:01.499691] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:01.500821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:01.500911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:01.500943] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:01.630953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:01.631198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:01.631254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:01.631293] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:01.636729] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=50.91%)
[2026-02-11T20:32:01.637249] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2026-02-11T20:32:01.637480] [INFO ] [sig       ] SPRX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:01.814710] [INFO ] [LOCAL     ] Saved forecast: SPRX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SPRX.txt
[2026-02-11T20:32:01.814871] [INFO ] [sig       ] [2842/3412] Completed SPRX in 0.4s | 2.79 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-11T20:32:01.814914] [INFO ] [sig       ] [2843/3412] Forecasting SPRY...
[2026-02-11T20:32:01.814943] [INFO ] [sig       ] Generating forecast for: SPRY
[2026-02-11T20:32:01.814973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2026-02-11T20:32:01.844882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2026-02-11T20:32:01.845297] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2026-02-11T20:32:01.846223] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2026-02-11T20:32:01.846305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:01.846349] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:01.846386] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:01.846448] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:01.907663] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:01.908604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:01.908699] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:01.908737] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:02.038245] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:02.038430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:02.038476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:02.038506] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:02.042337] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=10.67%)
[2026-02-11T20:32:02.042672] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2026-02-11T20:32:02.042815] [INFO ] [sig       ] SPRY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:02.194563] [INFO ] [LOCAL     ] Saved forecast: SPRY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SPRY.txt
[2026-02-11T20:32:02.194773] [INFO ] [sig       ] [2843/3412] Completed SPRY in 0.4s | 2.79 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-11T20:32:02.194818] [INFO ] [sig       ] [2844/3412] Forecasting SPSC...
[2026-02-11T20:32:02.194848] [INFO ] [sig       ] Generating forecast for: SPSC
[2026-02-11T20:32:02.194880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2026-02-11T20:32:02.207955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2026-02-11T20:32:02.208377] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2026-02-11T20:32:02.209286] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2026-02-11T20:32:02.209342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:02.209374] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:02.209403] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:02.209461] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:02.269408] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:02.270351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:02.270478] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:02.270514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:02.392256] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:02.392418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:02.392461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:02.392491] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:02.395974] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=18.09%)
[2026-02-11T20:32:02.396261] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2026-02-11T20:32:02.396390] [INFO ] [sig       ] SPSC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:02.543182] [INFO ] [LOCAL     ] Saved forecast: SPSC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SPSC.txt
[2026-02-11T20:32:02.543352] [INFO ] [sig       ] [2844/3412] Completed SPSC in 0.3s | 2.79 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-11T20:32:02.543396] [INFO ] [sig       ] [2845/3412] Forecasting SPWH...
[2026-02-11T20:32:02.543428] [INFO ] [sig       ] Generating forecast for: SPWH
[2026-02-11T20:32:02.543460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2026-02-11T20:32:02.556879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2026-02-11T20:32:02.557305] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2026-02-11T20:32:02.558224] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2026-02-11T20:32:02.558280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:02.558314] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:02.558340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:02.558400] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:02.618186] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:02.619161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:02.619259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:02.619302] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:02.748123] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:02.748291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:02.748335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:02.748364] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:02.752778] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=28.99%)
[2026-02-11T20:32:02.753116] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2026-02-11T20:32:02.753259] [INFO ] [sig       ] SPWH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:02.934335] [INFO ] [LOCAL     ] Saved forecast: SPWH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SPWH.txt
[2026-02-11T20:32:02.934500] [INFO ] [sig       ] [2845/3412] Completed SPWH in 0.4s | 2.79 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-11T20:32:02.934542] [INFO ] [sig       ] [2846/3412] Forecasting SPXC...
[2026-02-11T20:32:02.934594] [INFO ] [sig       ] Generating forecast for: SPXC
[2026-02-11T20:32:02.934634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2026-02-11T20:32:02.948871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2026-02-11T20:32:02.949275] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2026-02-11T20:32:02.950177] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2026-02-11T20:32:02.950233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:02.950272] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:02.950305] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:02.950378] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:03.020263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:03.021394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:03.021484] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:03.021519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:03.151992] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:03.152158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:03.152201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:03.152230] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:03.156286] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2026-02-11T20:32:03.156618] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2026-02-11T20:32:03.156762] [INFO ] [sig       ] SPXC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:03.314975] [INFO ] [LOCAL     ] Saved forecast: SPXC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SPXC.txt
[2026-02-11T20:32:03.315140] [INFO ] [sig       ] [2846/3412] Completed SPXC in 0.4s | 2.79 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-11T20:32:03.315182] [INFO ] [sig       ] [2847/3412] Forecasting SPXX...
[2026-02-11T20:32:03.315215] [INFO ] [sig       ] Generating forecast for: SPXX
[2026-02-11T20:32:03.315247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2026-02-11T20:32:03.327968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2026-02-11T20:32:03.328344] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2026-02-11T20:32:03.329223] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2026-02-11T20:32:03.329288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:03.329329] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:03.329363] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:03.329429] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:03.394795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:03.395963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:03.396071] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:03.396103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:03.527165] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:03.527388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:03.527443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:03.527477] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:03.531375] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=89.60%)
[2026-02-11T20:32:03.531697] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2026-02-11T20:32:03.531834] [INFO ] [sig       ] SPXX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:03.681501] [INFO ] [LOCAL     ] Saved forecast: SPXX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SPXX.txt
[2026-02-11T20:32:03.681706] [INFO ] [sig       ] [2847/3412] Completed SPXX in 0.4s | 2.79 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-11T20:32:03.681750] [INFO ] [sig       ] [2848/3412] Forecasting SQM...
[2026-02-11T20:32:03.681781] [INFO ] [sig       ] Generating forecast for: SQM
[2026-02-11T20:32:03.681813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2026-02-11T20:32:03.694829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2026-02-11T20:32:03.695112] [INFO ] [FORECASTER] Starting predict_future for SQM
[2026-02-11T20:32:03.695944] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2026-02-11T20:32:03.695998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:03.696030] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:03.696058] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:03.696115] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:03.758044] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:03.759179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:03.759273] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:03.759312] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:03.897407] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:03.897602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:03.897646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:03.897676] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:03.901267] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=72.84%)
[2026-02-11T20:32:03.901616] [INFO ] [FORECASTER] Completed predict_future for SQM
[2026-02-11T20:32:03.901769] [INFO ] [sig       ] SQM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:04.052317] [INFO ] [LOCAL     ] Saved forecast: SQM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SQM.txt
[2026-02-11T20:32:04.052483] [INFO ] [sig       ] [2848/3412] Completed SQM in 0.4s | 2.79 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-11T20:32:04.052527] [INFO ] [sig       ] [2849/3412] Forecasting SQNS...
[2026-02-11T20:32:04.052558] [INFO ] [sig       ] Generating forecast for: SQNS
[2026-02-11T20:32:04.052611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2026-02-11T20:32:04.064407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2026-02-11T20:32:04.064797] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2026-02-11T20:32:04.065710] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2026-02-11T20:32:04.065764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:04.065796] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:04.065823] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:04.065881] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:04.128154] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:04.129083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:04.129173] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:04.129207] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:04.251472] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:04.251659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:04.251704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:04.251734] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:04.255513] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=0.43%)
[2026-02-11T20:32:04.255853] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2026-02-11T20:32:04.256036] [INFO ] [sig       ] SQNS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:04.400994] [INFO ] [LOCAL     ] Saved forecast: SQNS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SQNS.txt
[2026-02-11T20:32:04.401137] [INFO ] [sig       ] [2849/3412] Completed SQNS in 0.3s | 2.79 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-11T20:32:04.401177] [INFO ] [sig       ] [2850/3412] Forecasting SQQQ...
[2026-02-11T20:32:04.401205] [INFO ] [sig       ] Generating forecast for: SQQQ
[2026-02-11T20:32:04.401235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2026-02-11T20:32:04.415138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2026-02-11T20:32:04.415803] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2026-02-11T20:32:04.416671] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2026-02-11T20:32:04.416725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:04.416758] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:04.416786] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:04.416845] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:04.479384] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:04.480283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:04.480391] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:04.480432] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:04.604255] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:04.604418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:04.604460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:04.604490] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:04.608074] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=77.18%)
[2026-02-11T20:32:04.608360] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2026-02-11T20:32:04.608493] [INFO ] [sig       ] SQQQ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:04.765560] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SQQQ.txt
[2026-02-11T20:32:04.765789] [INFO ] [sig       ] [2850/3412] Completed SQQQ in 0.4s | 2.79 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-11T20:32:04.765838] [INFO ] [sig       ] [2851/3412] Forecasting SRAD...
[2026-02-11T20:32:04.765874] [INFO ] [sig       ] Generating forecast for: SRAD
[2026-02-11T20:32:04.765914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2026-02-11T20:32:04.780164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2026-02-11T20:32:04.780815] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2026-02-11T20:32:04.781724] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2026-02-11T20:32:04.781804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:04.781865] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:04.781895] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:04.781953] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:04.846222] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:04.847201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:04.847305] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:04.847355] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:04.996793] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:04.996982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:04.997029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:04.997064] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:05.001374] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2026-02-11T20:32:05.001790] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2026-02-11T20:32:05.001950] [INFO ] [sig       ] SRAD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:05.160093] [INFO ] [LOCAL     ] Saved forecast: SRAD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SRAD.txt
[2026-02-11T20:32:05.160258] [INFO ] [sig       ] [2851/3412] Completed SRAD in 0.4s | 2.79 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-11T20:32:05.160311] [INFO ] [sig       ] [2852/3412] Forecasting SRBK...
[2026-02-11T20:32:05.160350] [INFO ] [sig       ] Generating forecast for: SRBK
[2026-02-11T20:32:05.160388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2026-02-11T20:32:05.173770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2026-02-11T20:32:05.174191] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2026-02-11T20:32:05.175478] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2026-02-11T20:32:05.175549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:05.175618] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:05.175659] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:05.175740] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:05.246922] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:05.248040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:05.248157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:05.248192] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:05.391474] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:05.391657] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-11T20:32:05.391702] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:05.391731] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:05.395244] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2026-02-11T20:32:05.395596] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2026-02-11T20:32:05.395741] [INFO ] [sig       ] SRBK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:05.547740] [INFO ] [LOCAL     ] Saved forecast: SRBK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SRBK.txt
[2026-02-11T20:32:05.547907] [INFO ] [sig       ] [2852/3412] Completed SRBK in 0.4s | 2.79 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-11T20:32:05.547949] [INFO ] [sig       ] [2853/3412] Forecasting SRCE...
[2026-02-11T20:32:05.547980] [INFO ] [sig       ] Generating forecast for: SRCE
[2026-02-11T20:32:05.548011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2026-02-11T20:32:05.561191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2026-02-11T20:32:05.561594] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2026-02-11T20:32:05.562645] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2026-02-11T20:32:05.562699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:05.562731] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:05.562757] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:05.562814] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:05.620652] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:05.621570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:05.621679] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:05.621711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:05.746854] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:05.747022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:05.747063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:05.747091] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:05.752292] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2026-02-11T20:32:05.752834] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2026-02-11T20:32:05.752998] [INFO ] [sig       ] SRCE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:05.915656] [INFO ] [LOCAL     ] Saved forecast: SRCE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SRCE.txt
[2026-02-11T20:32:05.915828] [INFO ] [sig       ] [2853/3412] Completed SRCE in 0.4s | 2.79 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-11T20:32:05.915870] [INFO ] [sig       ] [2854/3412] Forecasting SRE...
[2026-02-11T20:32:05.915903] [INFO ] [sig       ] Generating forecast for: SRE
[2026-02-11T20:32:05.915936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2026-02-11T20:32:05.927596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2026-02-11T20:32:05.927965] [INFO ] [FORECASTER] Starting predict_future for SRE
[2026-02-11T20:32:05.928799] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2026-02-11T20:32:05.928852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:05.928884] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:05.928910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:05.928966] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:05.987100] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:05.988094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:05.988184] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:05.988219] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:06.111562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:06.111753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:06.111796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:06.111867] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:06.115518] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2026-02-11T20:32:06.115868] [INFO ] [FORECASTER] Completed predict_future for SRE
[2026-02-11T20:32:06.116015] [INFO ] [sig       ] SRE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:06.266429] [INFO ] [LOCAL     ] Saved forecast: SRE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SRE.txt
[2026-02-11T20:32:06.266661] [INFO ] [sig       ] [2854/3412] Completed SRE in 0.4s | 2.79 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-11T20:32:06.266732] [INFO ] [sig       ] [2855/3412] Forecasting SREA...
[2026-02-11T20:32:06.266776] [INFO ] [sig       ] Generating forecast for: SREA
[2026-02-11T20:32:06.266818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2026-02-11T20:32:06.281530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2026-02-11T20:32:06.282113] [INFO ] [FORECASTER] Starting predict_future for SREA
[2026-02-11T20:32:06.283407] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2026-02-11T20:32:06.283477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:06.283519] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:06.283552] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:06.283649] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:06.356537] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:06.357670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:06.357808] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:06.357842] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:06.514596] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:06.514773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:06.514817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:06.514845] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:06.519498] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=61.27%)
[2026-02-11T20:32:06.520012] [INFO ] [FORECASTER] Completed predict_future for SREA
[2026-02-11T20:32:06.520215] [INFO ] [sig       ] SREA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:06.767799] [INFO ] [LOCAL     ] Saved forecast: SREA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SREA.txt
[2026-02-11T20:32:06.768024] [INFO ] [sig       ] [2855/3412] Completed SREA in 0.5s | 2.79 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-11T20:32:06.768077] [INFO ] [sig       ] [2856/3412] Forecasting SRFM...
[2026-02-11T20:32:06.768115] [INFO ] [sig       ] Generating forecast for: SRFM
[2026-02-11T20:32:06.768153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2026-02-11T20:32:06.819914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2026-02-11T20:32:06.820466] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2026-02-11T20:32:06.821849] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2026-02-11T20:32:06.821931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:06.821984] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:06.822031] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:06.822124] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:06.947484] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:06.948959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:06.949125] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:06.949179] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:07.136106] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:07.136310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:07.136363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:07.136399] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:07.141763] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2026-02-11T20:32:07.142325] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2026-02-11T20:32:07.142548] [INFO ] [sig       ] SRFM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:07.351364] [INFO ] [LOCAL     ] Saved forecast: SRFM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SRFM.txt
[2026-02-11T20:32:07.351596] [INFO ] [sig       ] [2856/3412] Completed SRFM in 0.6s | 2.79 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-11T20:32:07.351651] [INFO ] [sig       ] [2857/3412] Forecasting SRG...
[2026-02-11T20:32:07.351691] [INFO ] [sig       ] Generating forecast for: SRG
[2026-02-11T20:32:07.351731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2026-02-11T20:32:07.365485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2026-02-11T20:32:07.365961] [INFO ] [FORECASTER] Starting predict_future for SRG
[2026-02-11T20:32:07.366921] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2026-02-11T20:32:07.366977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:07.367010] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:07.367037] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:07.367095] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:07.431357] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:07.432403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:07.432514] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:07.432552] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:07.579401] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:07.579620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:07.579673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:07.579703] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:07.583894] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=34.68%)
[2026-02-11T20:32:07.584332] [INFO ] [FORECASTER] Completed predict_future for SRG
[2026-02-11T20:32:07.584504] [INFO ] [sig       ] SRG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:07.739956] [INFO ] [LOCAL     ] Saved forecast: SRG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SRG.txt
[2026-02-11T20:32:07.740110] [INFO ] [sig       ] [2857/3412] Completed SRG in 0.4s | 2.79 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-11T20:32:07.740151] [INFO ] [sig       ] [2858/3412] Forecasting SRI...
[2026-02-11T20:32:07.740180] [INFO ] [sig       ] Generating forecast for: SRI
[2026-02-11T20:32:07.740212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2026-02-11T20:32:07.753220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2026-02-11T20:32:07.753553] [INFO ] [FORECASTER] Starting predict_future for SRI
[2026-02-11T20:32:07.754379] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2026-02-11T20:32:07.754432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:07.754464] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:07.754490] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:07.754547] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:07.815795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:07.816633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:07.816920] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:07.816955] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:07.942960] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:07.943125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:07.943183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:07.943217] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:07.947015] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=35.06%)
[2026-02-11T20:32:07.947351] [INFO ] [FORECASTER] Completed predict_future for SRI
[2026-02-11T20:32:07.947556] [INFO ] [sig       ] SRI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:08.095599] [INFO ] [LOCAL     ] Saved forecast: SRI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SRI.txt
[2026-02-11T20:32:08.095765] [INFO ] [sig       ] [2858/3412] Completed SRI in 0.4s | 2.79 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-11T20:32:08.095818] [INFO ] [sig       ] [2859/3412] Forecasting SRRK...
[2026-02-11T20:32:08.095852] [INFO ] [sig       ] Generating forecast for: SRRK
[2026-02-11T20:32:08.095883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2026-02-11T20:32:08.109727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2026-02-11T20:32:08.110224] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2026-02-11T20:32:08.111339] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2026-02-11T20:32:08.111429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:08.111500] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:08.111544] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:08.111644] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:08.172621] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:08.173611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:08.173709] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:08.173743] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:08.307909] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:08.308077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:08.308119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:08.308148] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:08.312531] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=26.31%)
[2026-02-11T20:32:08.313070] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2026-02-11T20:32:08.313219] [INFO ] [sig       ] SRRK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:08.476979] [INFO ] [LOCAL     ] Saved forecast: SRRK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SRRK.txt
[2026-02-11T20:32:08.477194] [INFO ] [sig       ] [2859/3412] Completed SRRK in 0.4s | 2.79 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-11T20:32:08.477256] [INFO ] [sig       ] [2860/3412] Forecasting SRTS...
[2026-02-11T20:32:08.477300] [INFO ] [sig       ] Generating forecast for: SRTS
[2026-02-11T20:32:08.477343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2026-02-11T20:32:08.492370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2026-02-11T20:32:08.493034] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2026-02-11T20:32:08.493951] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2026-02-11T20:32:08.494008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:08.494042] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:08.494069] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:08.494128] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:08.572424] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:08.573561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:08.573666] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:08.573701] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:08.701779] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:08.701952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:08.701996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:08.702026] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:08.705993] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=28.53%)
[2026-02-11T20:32:08.706419] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2026-02-11T20:32:08.706603] [INFO ] [sig       ] SRTS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:08.884186] [INFO ] [LOCAL     ] Saved forecast: SRTS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SRTS.txt
[2026-02-11T20:32:08.884362] [INFO ] [sig       ] [2860/3412] Completed SRTS in 0.4s | 2.79 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-11T20:32:08.884408] [INFO ] [sig       ] [2861/3412] Forecasting SSB...
[2026-02-11T20:32:08.884440] [INFO ] [sig       ] Generating forecast for: SSB
[2026-02-11T20:32:08.884472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2026-02-11T20:32:08.897168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2026-02-11T20:32:08.897851] [INFO ] [FORECASTER] Starting predict_future for SSB
[2026-02-11T20:32:08.898937] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2026-02-11T20:32:08.898990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:08.899022] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:08.899048] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:08.899105] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:08.961513] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:08.962707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:08.962834] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:08.962868] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:09.107014] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:09.107182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:09.107224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:09.107254] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:09.110795] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2026-02-11T20:32:09.111093] [INFO ] [FORECASTER] Completed predict_future for SSB
[2026-02-11T20:32:09.111236] [INFO ] [sig       ] SSB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:09.264059] [INFO ] [LOCAL     ] Saved forecast: SSB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SSB.txt
[2026-02-11T20:32:09.264250] [INFO ] [sig       ] [2861/3412] Completed SSB in 0.4s | 2.79 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-11T20:32:09.264291] [INFO ] [sig       ] [2862/3412] Forecasting SSD...
[2026-02-11T20:32:09.264324] [INFO ] [sig       ] Generating forecast for: SSD
[2026-02-11T20:32:09.264355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2026-02-11T20:32:09.278285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2026-02-11T20:32:09.278732] [INFO ] [FORECASTER] Starting predict_future for SSD
[2026-02-11T20:32:09.279610] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2026-02-11T20:32:09.279667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:09.279713] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:09.279744] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:09.279805] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:09.341947] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:09.342903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:09.343004] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:09.343038] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:09.480879] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:09.481057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:09.481101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:09.481132] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:09.484974] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2026-02-11T20:32:09.485392] [INFO ] [FORECASTER] Completed predict_future for SSD
[2026-02-11T20:32:09.485592] [INFO ] [sig       ] SSD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:09.633362] [INFO ] [LOCAL     ] Saved forecast: SSD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SSD.txt
[2026-02-11T20:32:09.633537] [INFO ] [sig       ] [2862/3412] Completed SSD in 0.4s | 2.79 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-11T20:32:09.633601] [INFO ] [sig       ] [2863/3412] Forecasting SSL...
[2026-02-11T20:32:09.633647] [INFO ] [sig       ] Generating forecast for: SSL
[2026-02-11T20:32:09.633679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2026-02-11T20:32:09.646204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2026-02-11T20:32:09.646651] [INFO ] [FORECASTER] Starting predict_future for SSL
[2026-02-11T20:32:09.647663] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2026-02-11T20:32:09.647720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:09.647753] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:09.647780] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:09.647839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:09.707321] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:09.708419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:09.708536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:09.708596] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:09.845376] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:09.845545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:09.845612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:09.845647] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:09.850465] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=16.69%)
[2026-02-11T20:32:09.850925] [INFO ] [FORECASTER] Completed predict_future for SSL
[2026-02-11T20:32:09.851129] [INFO ] [sig       ] SSL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:10.007192] [INFO ] [LOCAL     ] Saved forecast: SSL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SSL.txt
[2026-02-11T20:32:10.007367] [INFO ] [sig       ] [2863/3412] Completed SSL in 0.4s | 2.79 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-11T20:32:10.007415] [INFO ] [sig       ] [2864/3412] Forecasting SSNC...
[2026-02-11T20:32:10.007455] [INFO ] [sig       ] Generating forecast for: SSNC
[2026-02-11T20:32:10.007493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2026-02-11T20:32:10.022089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2026-02-11T20:32:10.022542] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2026-02-11T20:32:10.023825] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2026-02-11T20:32:10.023880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:10.023913] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:10.023941] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:10.024000] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:10.083784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:10.084727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:10.084818] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:10.084852] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:10.205373] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:10.205539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:10.205606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:10.205640] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:10.209259] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2026-02-11T20:32:10.209561] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2026-02-11T20:32:10.209722] [INFO ] [sig       ] SSNC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:10.354245] [INFO ] [LOCAL     ] Saved forecast: SSNC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SSNC.txt
[2026-02-11T20:32:10.354459] [INFO ] [sig       ] [2864/3412] Completed SSNC in 0.3s | 2.79 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-11T20:32:10.354510] [INFO ] [sig       ] [2865/3412] Forecasting SSP...
[2026-02-11T20:32:10.354542] [INFO ] [sig       ] Generating forecast for: SSP
[2026-02-11T20:32:10.354595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2026-02-11T20:32:10.367406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2026-02-11T20:32:10.367875] [INFO ] [FORECASTER] Starting predict_future for SSP
[2026-02-11T20:32:10.368788] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2026-02-11T20:32:10.368842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:10.368876] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:10.368904] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:10.368963] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:10.432569] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:10.433526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:10.433647] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:10.433684] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:10.560078] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:10.560275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:10.560330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:10.560371] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:10.564016] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=38.23%)
[2026-02-11T20:32:10.564351] [INFO ] [FORECASTER] Completed predict_future for SSP
[2026-02-11T20:32:10.564509] [INFO ] [sig       ] SSP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:10.728297] [INFO ] [LOCAL     ] Saved forecast: SSP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SSP.txt
[2026-02-11T20:32:10.728471] [INFO ] [sig       ] [2865/3412] Completed SSP in 0.4s | 2.79 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-11T20:32:10.728513] [INFO ] [sig       ] [2866/3412] Forecasting SSRM...
[2026-02-11T20:32:10.728551] [INFO ] [sig       ] Generating forecast for: SSRM
[2026-02-11T20:32:10.728615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2026-02-11T20:32:10.743508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2026-02-11T20:32:10.744153] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2026-02-11T20:32:10.745093] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2026-02-11T20:32:10.745148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:10.745181] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:10.745211] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:10.745292] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:10.807484] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:10.808504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:10.808620] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:10.808659] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:10.934041] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:10.934210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:10.934251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:10.934278] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:10.937928] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=56.50%)
[2026-02-11T20:32:10.938241] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2026-02-11T20:32:10.938387] [INFO ] [sig       ] SSRM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:11.084090] [INFO ] [LOCAL     ] Saved forecast: SSRM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SSRM.txt
[2026-02-11T20:32:11.084249] [INFO ] [sig       ] [2866/3412] Completed SSRM in 0.4s | 2.79 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-11T20:32:11.084289] [INFO ] [sig       ] [2867/3412] Forecasting SSSS...
[2026-02-11T20:32:11.084317] [INFO ] [sig       ] Generating forecast for: SSSS
[2026-02-11T20:32:11.084349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2026-02-11T20:32:11.096146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2026-02-11T20:32:11.096528] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2026-02-11T20:32:11.097481] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2026-02-11T20:32:11.097607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:11.097661] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:11.097700] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:11.097776] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:11.156964] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:11.157870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:11.157960] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:11.157994] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:11.284184] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:11.284349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:11.284391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:11.284420] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:11.287986] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=7.22%)
[2026-02-11T20:32:11.288304] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2026-02-11T20:32:11.288450] [INFO ] [sig       ] SSSS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:11.431956] [INFO ] [LOCAL     ] Saved forecast: SSSS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SSSS.txt
[2026-02-11T20:32:11.432146] [INFO ] [sig       ] [2867/3412] Completed SSSS in 0.3s | 2.79 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-11T20:32:11.432201] [INFO ] [sig       ] [2868/3412] Forecasting SSTI...
[2026-02-11T20:32:11.432233] [INFO ] [sig       ] Generating forecast for: SSTI
[2026-02-11T20:32:11.432266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2026-02-11T20:32:11.444274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2026-02-11T20:32:11.444691] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2026-02-11T20:32:11.445539] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2026-02-11T20:32:11.445616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:11.445684] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:11.445713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:11.445788] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:11.506540] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:11.507459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:11.507607] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:11.507643] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:11.646834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:11.647008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:11.647049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:11.647079] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:11.650815] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2026-02-11T20:32:11.651150] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2026-02-11T20:32:11.651297] [INFO ] [sig       ] SSTI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:11.816645] [INFO ] [LOCAL     ] Saved forecast: SSTI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SSTI.txt
[2026-02-11T20:32:11.816817] [INFO ] [sig       ] [2868/3412] Completed SSTI in 0.4s | 2.79 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-11T20:32:11.816858] [INFO ] [sig       ] [2869/3412] Forecasting SSTK...
[2026-02-11T20:32:11.816888] [INFO ] [sig       ] Generating forecast for: SSTK
[2026-02-11T20:32:11.816919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2026-02-11T20:32:11.830094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2026-02-11T20:32:11.830546] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2026-02-11T20:32:11.831633] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2026-02-11T20:32:11.831691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:11.831724] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:11.831752] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:11.831813] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:11.890216] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:11.891178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:11.891274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:11.891309] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:12.014791] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:12.014957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:12.014998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:12.015044] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:12.019081] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=10.41%)
[2026-02-11T20:32:12.019408] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2026-02-11T20:32:12.019563] [INFO ] [sig       ] SSTK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:12.167364] [INFO ] [LOCAL     ] Saved forecast: SSTK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SSTK.txt
[2026-02-11T20:32:12.167564] [INFO ] [sig       ] [2869/3412] Completed SSTK in 0.4s | 2.79 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-11T20:32:12.167634] [INFO ] [sig       ] [2870/3412] Forecasting SSYS...
[2026-02-11T20:32:12.167666] [INFO ] [sig       ] Generating forecast for: SSYS
[2026-02-11T20:32:12.167695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2026-02-11T20:32:12.180436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2026-02-11T20:32:12.180869] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2026-02-11T20:32:12.181714] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2026-02-11T20:32:12.181766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:12.181800] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:12.181827] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:12.181884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:12.241200] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:12.242153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:12.242242] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:12.242277] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:12.363769] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:12.363933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:12.363975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:12.364003] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:12.367478] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2026-02-11T20:32:12.367847] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2026-02-11T20:32:12.367984] [INFO ] [sig       ] SSYS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:12.512526] [INFO ] [LOCAL     ] Saved forecast: SSYS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SSYS.txt
[2026-02-11T20:32:12.512719] [INFO ] [sig       ] [2870/3412] Completed SSYS in 0.3s | 2.79 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-11T20:32:12.512762] [INFO ] [sig       ] [2871/3412] Forecasting STAA...
[2026-02-11T20:32:12.512791] [INFO ] [sig       ] Generating forecast for: STAA
[2026-02-11T20:32:12.512822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2026-02-11T20:32:12.525412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2026-02-11T20:32:12.525834] [INFO ] [FORECASTER] Starting predict_future for STAA
[2026-02-11T20:32:12.526718] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2026-02-11T20:32:12.526781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:12.526818] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:12.526847] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:12.526904] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:12.587874] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:12.588854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:12.588955] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:12.589007] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:12.712375] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:12.712559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:12.712619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:12.712685] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:12.716238] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=22.90%)
[2026-02-11T20:32:12.716593] [INFO ] [FORECASTER] Completed predict_future for STAA
[2026-02-11T20:32:12.716739] [INFO ] [sig       ] STAA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:12.860441] [INFO ] [LOCAL     ] Saved forecast: STAA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STAA.txt
[2026-02-11T20:32:12.860635] [INFO ] [sig       ] [2871/3412] Completed STAA in 0.3s | 2.79 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-11T20:32:12.860678] [INFO ] [sig       ] [2872/3412] Forecasting STAG...
[2026-02-11T20:32:12.860711] [INFO ] [sig       ] Generating forecast for: STAG
[2026-02-11T20:32:12.860742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2026-02-11T20:32:12.872680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2026-02-11T20:32:12.873062] [INFO ] [FORECASTER] Starting predict_future for STAG
[2026-02-11T20:32:12.873904] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2026-02-11T20:32:12.873957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:12.873989] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:12.874016] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:12.874074] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:12.931984] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:12.932901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:12.932991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:12.933023] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:13.054859] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:13.055020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:13.055061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:13.055089] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:13.058540] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=37.40%)
[2026-02-11T20:32:13.058832] [INFO ] [FORECASTER] Completed predict_future for STAG
[2026-02-11T20:32:13.058960] [INFO ] [sig       ] STAG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:13.205349] [INFO ] [LOCAL     ] Saved forecast: STAG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STAG.txt
[2026-02-11T20:32:13.205494] [INFO ] [sig       ] [2872/3412] Completed STAG in 0.3s | 2.79 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-11T20:32:13.205541] [INFO ] [sig       ] [2873/3412] Forecasting STBA...
[2026-02-11T20:32:13.205587] [INFO ] [sig       ] Generating forecast for: STBA
[2026-02-11T20:32:13.205621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2026-02-11T20:32:13.218054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2026-02-11T20:32:13.218333] [INFO ] [FORECASTER] Starting predict_future for STBA
[2026-02-11T20:32:13.219196] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2026-02-11T20:32:13.219248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:13.219279] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:13.219332] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:13.219407] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:13.278193] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:13.279072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:13.279157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:13.279190] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:13.396078] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:13.396239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:13.396279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:13.396312] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:13.399848] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: DOWN (p=27.76%)
[2026-02-11T20:32:13.400128] [INFO ] [FORECASTER] Completed predict_future for STBA
[2026-02-11T20:32:13.400257] [INFO ] [sig       ] STBA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:13.545172] [INFO ] [LOCAL     ] Saved forecast: STBA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STBA.txt
[2026-02-11T20:32:13.545323] [INFO ] [sig       ] [2873/3412] Completed STBA in 0.3s | 2.79 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-11T20:32:13.545363] [INFO ] [sig       ] [2874/3412] Forecasting STC...
[2026-02-11T20:32:13.545393] [INFO ] [sig       ] Generating forecast for: STC
[2026-02-11T20:32:13.545424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2026-02-11T20:32:13.556726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2026-02-11T20:32:13.557021] [INFO ] [FORECASTER] Starting predict_future for STC
[2026-02-11T20:32:13.557897] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2026-02-11T20:32:13.557949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:13.557980] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:13.558005] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:13.558061] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:13.615389] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:13.616254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:13.616339] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:13.616372] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:13.735639] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:13.735803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:13.735844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:13.735875] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:13.739431] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=79.25%)
[2026-02-11T20:32:13.739757] [INFO ] [FORECASTER] Completed predict_future for STC
[2026-02-11T20:32:13.739885] [INFO ] [sig       ] STC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:13.888352] [INFO ] [LOCAL     ] Saved forecast: STC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/STC.txt
[2026-02-11T20:32:13.888522] [INFO ] [sig       ] [2874/3412] Completed STC in 0.3s | 2.79 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-11T20:32:13.888562] [INFO ] [sig       ] [2875/3412] Forecasting STE...
[2026-02-11T20:32:13.888616] [INFO ] [sig       ] Generating forecast for: STE
[2026-02-11T20:32:13.888647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2026-02-11T20:32:13.901404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2026-02-11T20:32:13.901784] [INFO ] [FORECASTER] Starting predict_future for STE
[2026-02-11T20:32:13.902625] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2026-02-11T20:32:13.902677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:13.902708] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:13.902734] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:13.902790] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:13.962903] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:13.963999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:13.964095] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:13.964128] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:14.087325] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:14.087523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:14.087607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:14.087644] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:14.091318] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2026-02-11T20:32:14.091655] [INFO ] [FORECASTER] Completed predict_future for STE
[2026-02-11T20:32:14.091805] [INFO ] [sig       ] STE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:14.236908] [INFO ] [LOCAL     ] Saved forecast: STE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STE.txt
[2026-02-11T20:32:14.237064] [INFO ] [sig       ] [2875/3412] Completed STE in 0.3s | 2.79 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-11T20:32:14.237103] [INFO ] [sig       ] [2876/3412] Forecasting STEL...
[2026-02-11T20:32:14.237134] [INFO ] [sig       ] Generating forecast for: STEL
[2026-02-11T20:32:14.237166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2026-02-11T20:32:14.251714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2026-02-11T20:32:14.252107] [INFO ] [FORECASTER] Starting predict_future for STEL
[2026-02-11T20:32:14.253144] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2026-02-11T20:32:14.253203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:14.253236] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:14.253262] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:14.253321] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:14.313625] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:14.314474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:14.314561] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:14.314614] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:14.435892] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:14.436054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:14.436096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:14.436123] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:14.439687] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2026-02-11T20:32:14.439967] [INFO ] [FORECASTER] Completed predict_future for STEL
[2026-02-11T20:32:14.440099] [INFO ] [sig       ] STEL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:14.585942] [INFO ] [LOCAL     ] Saved forecast: STEL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/STEL.txt
[2026-02-11T20:32:14.586084] [INFO ] [sig       ] [2876/3412] Completed STEL in 0.3s | 2.79 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-11T20:32:14.586125] [INFO ] [sig       ] [2877/3412] Forecasting STEM...
[2026-02-11T20:32:14.586153] [INFO ] [sig       ] Generating forecast for: STEM
[2026-02-11T20:32:14.586190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2026-02-11T20:32:14.599126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2026-02-11T20:32:14.599472] [INFO ] [FORECASTER] Starting predict_future for STEM
[2026-02-11T20:32:14.600353] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2026-02-11T20:32:14.600407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:14.600439] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:14.600466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:14.600528] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:14.663165] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:14.664294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:14.664383] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:14.664416] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:14.788984] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:14.789156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:14.789198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:14.789227] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:14.793348] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=15.04%)
[2026-02-11T20:32:14.793659] [INFO ] [FORECASTER] Completed predict_future for STEM
[2026-02-11T20:32:14.793794] [INFO ] [sig       ] STEM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:14.947804] [INFO ] [LOCAL     ] Saved forecast: STEM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STEM.txt
[2026-02-11T20:32:14.947978] [INFO ] [sig       ] [2877/3412] Completed STEM in 0.4s | 2.79 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-11T20:32:14.948018] [INFO ] [sig       ] [2878/3412] Forecasting STEP...
[2026-02-11T20:32:14.948049] [INFO ] [sig       ] Generating forecast for: STEP
[2026-02-11T20:32:14.948080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2026-02-11T20:32:14.960143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2026-02-11T20:32:14.960547] [INFO ] [FORECASTER] Starting predict_future for STEP
[2026-02-11T20:32:14.961437] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2026-02-11T20:32:14.961490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:14.961522] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:14.961550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:14.961637] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:15.020969] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:15.021920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:15.022049] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:15.022105] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:15.144116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:15.144281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:15.144322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:15.144354] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:15.147937] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: UP (p=67.67%)
[2026-02-11T20:32:15.148234] [INFO ] [FORECASTER] Completed predict_future for STEP
[2026-02-11T20:32:15.148370] [INFO ] [sig       ] STEP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:15.309299] [INFO ] [LOCAL     ] Saved forecast: STEP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/STEP.txt
[2026-02-11T20:32:15.309462] [INFO ] [sig       ] [2878/3412] Completed STEP in 0.4s | 2.79 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-11T20:32:15.309505] [INFO ] [sig       ] [2879/3412] Forecasting STHO...
[2026-02-11T20:32:15.309543] [INFO ] [sig       ] Generating forecast for: STHO
[2026-02-11T20:32:15.309603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2026-02-11T20:32:15.320813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2026-02-11T20:32:15.321145] [INFO ] [FORECASTER] Starting predict_future for STHO
[2026-02-11T20:32:15.321991] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2026-02-11T20:32:15.322044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:15.322077] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:15.322104] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:15.322162] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:15.387878] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:15.388815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:15.388905] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:15.388939] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:15.503850] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:15.504022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:15.504065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:15.504094] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:15.507827] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2026-02-11T20:32:15.508136] [INFO ] [FORECASTER] Completed predict_future for STHO
[2026-02-11T20:32:15.508277] [INFO ] [sig       ] STHO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:15.666358] [INFO ] [LOCAL     ] Saved forecast: STHO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STHO.txt
[2026-02-11T20:32:15.666527] [INFO ] [sig       ] [2879/3412] Completed STHO in 0.4s | 2.79 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-11T20:32:15.666585] [INFO ] [sig       ] [2880/3412] Forecasting STI...
[2026-02-11T20:32:15.666620] [INFO ] [sig       ] Generating forecast for: STI
[2026-02-11T20:32:15.666650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2026-02-11T20:32:15.678314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2026-02-11T20:32:15.678667] [INFO ] [FORECASTER] Starting predict_future for STI
[2026-02-11T20:32:15.679474] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2026-02-11T20:32:15.679526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:15.679559] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:15.679606] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:15.679665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:15.737374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:15.738305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:15.738394] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:15.738427] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:15.863342] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:15.863508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:15.863549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:15.863612] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:15.867154] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=42.17%)
[2026-02-11T20:32:15.867430] [INFO ] [FORECASTER] Completed predict_future for STI
[2026-02-11T20:32:15.867622] [INFO ] [sig       ] STI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:16.009560] [INFO ] [LOCAL     ] Saved forecast: STI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STI.txt
[2026-02-11T20:32:16.009762] [INFO ] [sig       ] [2880/3412] Completed STI in 0.3s | 2.79 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-11T20:32:16.010005] [INFO ] [sig       ] [2881/3412] Forecasting STIM...
[2026-02-11T20:32:16.010035] [INFO ] [sig       ] Generating forecast for: STIM
[2026-02-11T20:32:16.010065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2026-02-11T20:32:16.022197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2026-02-11T20:32:16.022608] [INFO ] [FORECASTER] Starting predict_future for STIM
[2026-02-11T20:32:16.023475] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2026-02-11T20:32:16.023529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:16.023563] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:16.023614] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:16.023675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:16.084354] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:16.085241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:16.085327] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:16.085361] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:16.210600] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:16.210960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:16.211003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:16.211033] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:16.214854] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: DOWN (p=49.50%)
[2026-02-11T20:32:16.215152] [INFO ] [FORECASTER] Completed predict_future for STIM
[2026-02-11T20:32:16.215288] [INFO ] [sig       ] STIM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:16.426638] [INFO ] [LOCAL     ] Saved forecast: STIM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STIM.txt
[2026-02-11T20:32:16.426825] [INFO ] [sig       ] [2881/3412] Completed STIM in 0.4s | 2.79 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-11T20:32:16.426868] [INFO ] [sig       ] [2882/3412] Forecasting STK...
[2026-02-11T20:32:16.426897] [INFO ] [sig       ] Generating forecast for: STK
[2026-02-11T20:32:16.426928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2026-02-11T20:32:16.438453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2026-02-11T20:32:16.438831] [INFO ] [FORECASTER] Starting predict_future for STK
[2026-02-11T20:32:16.439714] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2026-02-11T20:32:16.439770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:16.439803] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:16.439831] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:16.440068] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:16.502283] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:16.503130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:16.503220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:16.503254] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:16.629915] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:16.630086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:16.630129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:16.630162] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:16.633961] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=91.24%)
[2026-02-11T20:32:16.634334] [INFO ] [FORECASTER] Completed predict_future for STK
[2026-02-11T20:32:16.634485] [INFO ] [sig       ] STK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:16.786179] [INFO ] [LOCAL     ] Saved forecast: STK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/STK.txt
[2026-02-11T20:32:16.786355] [INFO ] [sig       ] [2882/3412] Completed STK in 0.4s | 2.79 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-11T20:32:16.786394] [INFO ] [sig       ] [2883/3412] Forecasting STKH...
[2026-02-11T20:32:16.786426] [INFO ] [sig       ] Generating forecast for: STKH
[2026-02-11T20:32:16.786456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2026-02-11T20:32:16.799705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2026-02-11T20:32:16.800357] [INFO ] [FORECASTER] Starting predict_future for STKH
[2026-02-11T20:32:16.801488] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2026-02-11T20:32:16.801542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:16.801594] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:16.801625] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:16.801687] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:16.860487] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:16.861437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:16.861526] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:16.861561] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:16.976559] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:16.976751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:16.976795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:16.976825] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:16.980480] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2026-02-11T20:32:16.980803] [INFO ] [FORECASTER] Completed predict_future for STKH
[2026-02-11T20:32:16.980941] [INFO ] [sig       ] STKH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:17.123028] [INFO ] [LOCAL     ] Saved forecast: STKH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STKH.txt
[2026-02-11T20:32:17.123185] [INFO ] [sig       ] [2883/3412] Completed STKH in 0.3s | 2.79 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-11T20:32:17.123225] [INFO ] [sig       ] [2884/3412] Forecasting STKL...
[2026-02-11T20:32:17.123254] [INFO ] [sig       ] Generating forecast for: STKL
[2026-02-11T20:32:17.123284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2026-02-11T20:32:17.135175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2026-02-11T20:32:17.135514] [INFO ] [FORECASTER] Starting predict_future for STKL
[2026-02-11T20:32:17.136351] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2026-02-11T20:32:17.136405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:17.136439] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:17.136466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:17.136537] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:17.196301] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:17.197260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:17.197352] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:17.197387] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:17.322813] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:17.322979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:17.323018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:17.323049] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:17.326514] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2026-02-11T20:32:17.326837] [INFO ] [FORECASTER] Completed predict_future for STKL
[2026-02-11T20:32:17.326968] [INFO ] [sig       ] STKL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:17.468087] [INFO ] [LOCAL     ] Saved forecast: STKL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STKL.txt
[2026-02-11T20:32:17.468251] [INFO ] [sig       ] [2884/3412] Completed STKL in 0.3s | 2.79 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-11T20:32:17.468291] [INFO ] [sig       ] [2885/3412] Forecasting STKS...
[2026-02-11T20:32:17.468321] [INFO ] [sig       ] Generating forecast for: STKS
[2026-02-11T20:32:17.468351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2026-02-11T20:32:17.480695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2026-02-11T20:32:17.481096] [INFO ] [FORECASTER] Starting predict_future for STKS
[2026-02-11T20:32:17.481926] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2026-02-11T20:32:17.481978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:17.482039] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:17.482070] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:17.482132] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:17.540542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:17.541459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:17.541551] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:17.541607] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:17.663933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:17.664098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:17.664140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:17.664169] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:17.667681] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: UP (p=85.97%)
[2026-02-11T20:32:17.667972] [INFO ] [FORECASTER] Completed predict_future for STKS
[2026-02-11T20:32:17.668104] [INFO ] [sig       ] STKS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:17.810604] [INFO ] [LOCAL     ] Saved forecast: STKS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/STKS.txt
[2026-02-11T20:32:17.810766] [INFO ] [sig       ] [2885/3412] Completed STKS in 0.3s | 2.79 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-11T20:32:17.810810] [INFO ] [sig       ] [2886/3412] Forecasting STLA...
[2026-02-11T20:32:17.810840] [INFO ] [sig       ] Generating forecast for: STLA
[2026-02-11T20:32:17.810871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2026-02-11T20:32:17.824158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2026-02-11T20:32:17.824529] [INFO ] [FORECASTER] Starting predict_future for STLA
[2026-02-11T20:32:17.825594] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2026-02-11T20:32:17.825671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:17.825711] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:17.825743] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:17.825810] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:17.883714] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:17.884449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:17.884538] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:17.884588] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:18.006907] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:18.007081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:18.007124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:18.007154] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:18.010714] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2026-02-11T20:32:18.011019] [INFO ] [FORECASTER] Completed predict_future for STLA
[2026-02-11T20:32:18.011156] [INFO ] [sig       ] STLA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:18.157955] [INFO ] [LOCAL     ] Saved forecast: STLA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/STLA.txt
[2026-02-11T20:32:18.158099] [INFO ] [sig       ] [2886/3412] Completed STLA in 0.3s | 2.79 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-11T20:32:18.158139] [INFO ] [sig       ] [2887/3412] Forecasting STLD...
[2026-02-11T20:32:18.158169] [INFO ] [sig       ] Generating forecast for: STLD
[2026-02-11T20:32:18.158199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2026-02-11T20:32:18.171078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2026-02-11T20:32:18.171442] [INFO ] [FORECASTER] Starting predict_future for STLD
[2026-02-11T20:32:18.172273] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2026-02-11T20:32:18.172326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:18.172358] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:18.172385] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:18.172443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:18.229759] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:18.230627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:18.230712] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:18.230745] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:18.356391] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:18.356560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:18.356622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:18.356652] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:18.360180] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=21.78%)
[2026-02-11T20:32:18.360460] [INFO ] [FORECASTER] Completed predict_future for STLD
[2026-02-11T20:32:18.360614] [INFO ] [sig       ] STLD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:18.502288] [INFO ] [LOCAL     ] Saved forecast: STLD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STLD.txt
[2026-02-11T20:32:18.502445] [INFO ] [sig       ] [2887/3412] Completed STLD in 0.3s | 2.79 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-11T20:32:18.502487] [INFO ] [sig       ] [2888/3412] Forecasting STM...
[2026-02-11T20:32:18.502518] [INFO ] [sig       ] Generating forecast for: STM
[2026-02-11T20:32:18.502551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2026-02-11T20:32:18.515380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2026-02-11T20:32:18.515784] [INFO ] [FORECASTER] Starting predict_future for STM
[2026-02-11T20:32:18.516606] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2026-02-11T20:32:18.516659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:18.516690] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:18.516716] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:18.516773] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:18.574243] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:18.575038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:18.575122] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:18.575156] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:18.699236] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:18.699404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:18.699445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:18.699507] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:18.703019] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=6.37%)
[2026-02-11T20:32:18.703294] [INFO ] [FORECASTER] Completed predict_future for STM
[2026-02-11T20:32:18.703423] [INFO ] [sig       ] STM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:18.845558] [INFO ] [LOCAL     ] Saved forecast: STM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STM.txt
[2026-02-11T20:32:18.845710] [INFO ] [sig       ] [2888/3412] Completed STM in 0.3s | 2.79 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-11T20:32:18.845749] [INFO ] [sig       ] [2889/3412] Forecasting STN...
[2026-02-11T20:32:18.845778] [INFO ] [sig       ] Generating forecast for: STN
[2026-02-11T20:32:18.845809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2026-02-11T20:32:18.857385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2026-02-11T20:32:18.857742] [INFO ] [FORECASTER] Starting predict_future for STN
[2026-02-11T20:32:18.858541] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2026-02-11T20:32:18.858613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:18.858646] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:18.858674] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:18.858730] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:18.916252] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:18.917057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:18.917141] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:18.917174] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:19.036171] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:19.036316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:19.036356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:19.036384] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:19.039764] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2026-02-11T20:32:19.040038] [INFO ] [FORECASTER] Completed predict_future for STN
[2026-02-11T20:32:19.040164] [INFO ] [sig       ] STN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:19.180319] [INFO ] [LOCAL     ] Saved forecast: STN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STN.txt
[2026-02-11T20:32:19.180451] [INFO ] [sig       ] [2889/3412] Completed STN in 0.3s | 2.79 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-11T20:32:19.180490] [INFO ] [sig       ] [2890/3412] Forecasting STNE...
[2026-02-11T20:32:19.180519] [INFO ] [sig       ] Generating forecast for: STNE
[2026-02-11T20:32:19.180555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2026-02-11T20:32:19.193013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2026-02-11T20:32:19.193334] [INFO ] [FORECASTER] Starting predict_future for STNE
[2026-02-11T20:32:19.194156] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2026-02-11T20:32:19.194208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:19.194239] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:19.194265] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:19.194323] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:19.251746] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:19.252569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:19.252675] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:19.252708] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:19.380594] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:19.380767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:19.380811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:19.380840] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:19.384314] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2026-02-11T20:32:19.384620] [INFO ] [FORECASTER] Completed predict_future for STNE
[2026-02-11T20:32:19.384774] [INFO ] [sig       ] STNE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:19.526091] [INFO ] [LOCAL     ] Saved forecast: STNE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/STNE.txt
[2026-02-11T20:32:19.526227] [INFO ] [sig       ] [2890/3412] Completed STNE in 0.3s | 2.79 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-11T20:32:19.526267] [INFO ] [sig       ] [2891/3412] Forecasting STOK...
[2026-02-11T20:32:19.526296] [INFO ] [sig       ] Generating forecast for: STOK
[2026-02-11T20:32:19.526326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2026-02-11T20:32:19.538216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2026-02-11T20:32:19.538591] [INFO ] [FORECASTER] Starting predict_future for STOK
[2026-02-11T20:32:19.539450] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2026-02-11T20:32:19.539503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:19.539537] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:19.539565] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:19.539656] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:19.597628] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:19.598406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:19.598491] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:19.598524] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:19.731885] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:19.732049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:19.732090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:19.732118] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:19.735566] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: DOWN (p=48.09%)
[2026-02-11T20:32:19.735909] [INFO ] [FORECASTER] Completed predict_future for STOK
[2026-02-11T20:32:19.736039] [INFO ] [sig       ] STOK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:19.886010] [INFO ] [LOCAL     ] Saved forecast: STOK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STOK.txt
[2026-02-11T20:32:19.886173] [INFO ] [sig       ] [2891/3412] Completed STOK in 0.4s | 2.79 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-11T20:32:19.886215] [INFO ] [sig       ] [2892/3412] Forecasting STRA...
[2026-02-11T20:32:19.886243] [INFO ] [sig       ] Generating forecast for: STRA
[2026-02-11T20:32:19.886273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2026-02-11T20:32:19.898004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2026-02-11T20:32:19.898347] [INFO ] [FORECASTER] Starting predict_future for STRA
[2026-02-11T20:32:19.899176] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2026-02-11T20:32:19.899228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:19.899259] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:19.899286] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:19.899343] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:19.959058] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:19.959961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:19.960050] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:19.960085] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:20.091052] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:20.091232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:20.091292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:20.091323] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:20.095737] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: DOWN (p=14.59%)
[2026-02-11T20:32:20.096103] [INFO ] [FORECASTER] Completed predict_future for STRA
[2026-02-11T20:32:20.096313] [INFO ] [sig       ] STRA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:20.245938] [INFO ] [LOCAL     ] Saved forecast: STRA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STRA.txt
[2026-02-11T20:32:20.246168] [INFO ] [sig       ] [2892/3412] Completed STRA in 0.4s | 2.79 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-11T20:32:20.246238] [INFO ] [sig       ] [2893/3412] Forecasting STRL...
[2026-02-11T20:32:20.246284] [INFO ] [sig       ] Generating forecast for: STRL
[2026-02-11T20:32:20.246341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2026-02-11T20:32:20.262701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2026-02-11T20:32:20.263093] [INFO ] [FORECASTER] Starting predict_future for STRL
[2026-02-11T20:32:20.264141] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2026-02-11T20:32:20.264196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:20.264230] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:20.264259] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:20.264325] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:20.328056] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:20.329077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:20.329183] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:20.329219] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:20.452498] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:20.452698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:20.452742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:20.452775] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:20.456418] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2026-02-11T20:32:20.456764] [INFO ] [FORECASTER] Completed predict_future for STRL
[2026-02-11T20:32:20.456916] [INFO ] [sig       ] STRL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:20.601679] [INFO ] [LOCAL     ] Saved forecast: STRL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/STRL.txt
[2026-02-11T20:32:20.601855] [INFO ] [sig       ] [2893/3412] Completed STRL in 0.4s | 2.79 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-11T20:32:20.601896] [INFO ] [sig       ] [2894/3412] Forecasting STRS...
[2026-02-11T20:32:20.601928] [INFO ] [sig       ] Generating forecast for: STRS
[2026-02-11T20:32:20.601959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2026-02-11T20:32:20.614120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2026-02-11T20:32:20.614505] [INFO ] [FORECASTER] Starting predict_future for STRS
[2026-02-11T20:32:20.615400] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2026-02-11T20:32:20.615452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:20.615483] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:20.615508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:20.615565] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:20.676603] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:20.677829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:20.678124] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:20.678157] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:20.781836] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:20.782015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:20.782068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:20.782105] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:20.785825] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: UP (p=50.93%)
[2026-02-11T20:32:20.786404] [INFO ] [FORECASTER] Completed predict_future for STRS
[2026-02-11T20:32:20.786560] [INFO ] [sig       ] STRS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:20.934327] [INFO ] [LOCAL     ] Saved forecast: STRS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/STRS.txt
[2026-02-11T20:32:20.934466] [INFO ] [sig       ] [2894/3412] Completed STRS in 0.3s | 2.79 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-11T20:32:20.934515] [INFO ] [sig       ] [2895/3412] Forecasting STSS...
[2026-02-11T20:32:20.934547] [INFO ] [sig       ] Generating forecast for: STSS
[2026-02-11T20:32:20.934593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2026-02-11T20:32:20.946831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2026-02-11T20:32:20.947212] [INFO ] [FORECASTER] Starting predict_future for STSS
[2026-02-11T20:32:20.948125] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2026-02-11T20:32:20.948178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:20.948212] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:20.948241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:20.948299] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:21.006296] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:21.007196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:21.007314] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:21.007348] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:21.130455] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:21.130658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:21.130712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:21.130749] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:21.134724] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=29.39%)
[2026-02-11T20:32:21.135028] [INFO ] [FORECASTER] Completed predict_future for STSS
[2026-02-11T20:32:21.135165] [INFO ] [sig       ] STSS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:21.312268] [INFO ] [LOCAL     ] Saved forecast: STSS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STSS.txt
[2026-02-11T20:32:21.312436] [INFO ] [sig       ] [2895/3412] Completed STSS in 0.4s | 2.79 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-11T20:32:21.312477] [INFO ] [sig       ] [2896/3412] Forecasting STTK...
[2026-02-11T20:32:21.312510] [INFO ] [sig       ] Generating forecast for: STTK
[2026-02-11T20:32:21.312542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2026-02-11T20:32:21.325506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2026-02-11T20:32:21.325965] [INFO ] [FORECASTER] Starting predict_future for STTK
[2026-02-11T20:32:21.326874] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2026-02-11T20:32:21.326930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:21.326964] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:21.326992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:21.327052] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:21.391547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:21.392525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:21.392641] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:21.392686] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:21.523279] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:21.523450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:21.523494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:21.523525] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:21.528261] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: UP (p=66.45%)
[2026-02-11T20:32:21.528707] [INFO ] [FORECASTER] Completed predict_future for STTK
[2026-02-11T20:32:21.528896] [INFO ] [sig       ] STTK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:21.688185] [INFO ] [LOCAL     ] Saved forecast: STTK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/STTK.txt
[2026-02-11T20:32:21.688374] [INFO ] [sig       ] [2896/3412] Completed STTK in 0.4s | 2.79 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-11T20:32:21.688427] [INFO ] [sig       ] [2897/3412] Forecasting STVN...
[2026-02-11T20:32:21.688479] [INFO ] [sig       ] Generating forecast for: STVN
[2026-02-11T20:32:21.688547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2026-02-11T20:32:21.704239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2026-02-11T20:32:21.704675] [INFO ] [FORECASTER] Starting predict_future for STVN
[2026-02-11T20:32:21.705498] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2026-02-11T20:32:21.705551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:21.705621] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:21.705661] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:21.705732] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:21.770502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:21.771548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:21.771721] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:21.771775] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:21.899987] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:21.900152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:21.900193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:21.900222] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:21.903790] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2026-02-11T20:32:21.904094] [INFO ] [FORECASTER] Completed predict_future for STVN
[2026-02-11T20:32:21.904233] [INFO ] [sig       ] STVN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:22.050012] [INFO ] [LOCAL     ] Saved forecast: STVN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/STVN.txt
[2026-02-11T20:32:22.050176] [INFO ] [sig       ] [2897/3412] Completed STVN in 0.4s | 2.79 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-11T20:32:22.050216] [INFO ] [sig       ] [2898/3412] Forecasting STWD...
[2026-02-11T20:32:22.050245] [INFO ] [sig       ] Generating forecast for: STWD
[2026-02-11T20:32:22.050274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2026-02-11T20:32:22.063231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2026-02-11T20:32:22.063709] [INFO ] [FORECASTER] Starting predict_future for STWD
[2026-02-11T20:32:22.064649] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2026-02-11T20:32:22.064707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:22.064740] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:22.064768] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:22.064824] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:22.125501] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:22.126648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:22.126742] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:22.126775] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:22.256466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:22.256654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:22.256704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:22.256741] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:22.260384] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=15.61%)
[2026-02-11T20:32:22.260731] [INFO ] [FORECASTER] Completed predict_future for STWD
[2026-02-11T20:32:22.260880] [INFO ] [sig       ] STWD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:22.427266] [INFO ] [LOCAL     ] Saved forecast: STWD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STWD.txt
[2026-02-11T20:32:22.427544] [INFO ] [sig       ] [2898/3412] Completed STWD in 0.4s | 2.79 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-11T20:32:22.427637] [INFO ] [sig       ] [2899/3412] Forecasting STX...
[2026-02-11T20:32:22.427682] [INFO ] [sig       ] Generating forecast for: STX
[2026-02-11T20:32:22.427725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2026-02-11T20:32:22.443287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2026-02-11T20:32:22.443692] [INFO ] [FORECASTER] Starting predict_future for STX
[2026-02-11T20:32:22.444721] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2026-02-11T20:32:22.444774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:22.444807] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:22.444835] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:22.444893] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:22.507183] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:22.508031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:22.508122] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:22.508156] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:22.639813] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:22.639985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:22.640027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:22.640249] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:22.644414] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2026-02-11T20:32:22.644730] [INFO ] [FORECASTER] Completed predict_future for STX
[2026-02-11T20:32:22.644866] [INFO ] [sig       ] STX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:22.793877] [INFO ] [LOCAL     ] Saved forecast: STX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STX.txt
[2026-02-11T20:32:22.794041] [INFO ] [sig       ] [2899/3412] Completed STX in 0.4s | 2.79 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-11T20:32:22.794082] [INFO ] [sig       ] [2900/3412] Forecasting STXE...
[2026-02-11T20:32:22.794111] [INFO ] [sig       ] Generating forecast for: STXE
[2026-02-11T20:32:22.794329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2026-02-11T20:32:22.805630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2026-02-11T20:32:22.805949] [INFO ] [FORECASTER] Starting predict_future for STXE
[2026-02-11T20:32:22.807019] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2026-02-11T20:32:22.807073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:22.807124] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:22.807177] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:22.807257] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:22.870120] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:22.870913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:22.870999] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:22.871033] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:22.985761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:22.985917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:22.985958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:22.985985] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:22.989952] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2026-02-11T20:32:22.990442] [INFO ] [FORECASTER] Completed predict_future for STXE
[2026-02-11T20:32:22.990611] [INFO ] [sig       ] STXE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:23.139169] [INFO ] [LOCAL     ] Saved forecast: STXE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/STXE.txt
[2026-02-11T20:32:23.139320] [INFO ] [sig       ] [2900/3412] Completed STXE in 0.3s | 2.79 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-11T20:32:23.139373] [INFO ] [sig       ] [2901/3412] Forecasting STXG...
[2026-02-11T20:32:23.139404] [INFO ] [sig       ] Generating forecast for: STXG
[2026-02-11T20:32:23.139434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2026-02-11T20:32:23.151846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2026-02-11T20:32:23.152152] [INFO ] [FORECASTER] Starting predict_future for STXG
[2026-02-11T20:32:23.153046] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2026-02-11T20:32:23.153292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:23.153325] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:23.153353] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:23.153411] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:23.213796] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:23.214640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:23.214749] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:23.214785] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:23.325610] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:23.325772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:23.325816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:23.325845] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:23.329920] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2026-02-11T20:32:23.330201] [INFO ] [FORECASTER] Completed predict_future for STXG
[2026-02-11T20:32:23.330333] [INFO ] [sig       ] STXG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:23.486235] [INFO ] [LOCAL     ] Saved forecast: STXG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/STXG.txt
[2026-02-11T20:32:23.486395] [INFO ] [sig       ] [2901/3412] Completed STXG in 0.3s | 2.79 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-11T20:32:23.486437] [INFO ] [sig       ] [2902/3412] Forecasting SUI...
[2026-02-11T20:32:23.486468] [INFO ] [sig       ] Generating forecast for: SUI
[2026-02-11T20:32:23.486499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2026-02-11T20:32:23.500294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2026-02-11T20:32:23.500693] [INFO ] [FORECASTER] Starting predict_future for SUI
[2026-02-11T20:32:23.501546] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2026-02-11T20:32:23.501619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:23.501678] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:23.501707] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:23.501766] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:23.569506] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:23.570482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:23.570609] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:23.570656] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:23.708243] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:23.708412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:23.708454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:23.708485] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:23.712514] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2026-02-11T20:32:23.712910] [INFO ] [FORECASTER] Completed predict_future for SUI
[2026-02-11T20:32:23.713098] [INFO ] [sig       ] SUI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:23.871809] [INFO ] [LOCAL     ] Saved forecast: SUI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SUI.txt
[2026-02-11T20:32:23.871953] [INFO ] [sig       ] [2902/3412] Completed SUI in 0.4s | 2.79 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-11T20:32:23.871998] [INFO ] [sig       ] [2903/3412] Forecasting SUN...
[2026-02-11T20:32:23.872029] [INFO ] [sig       ] Generating forecast for: SUN
[2026-02-11T20:32:23.872060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2026-02-11T20:32:23.884422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2026-02-11T20:32:23.884755] [INFO ] [FORECASTER] Starting predict_future for SUN
[2026-02-11T20:32:23.885634] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2026-02-11T20:32:23.885687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:23.885727] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:23.885761] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:23.885832] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:23.953604] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:23.954501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:23.954609] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:23.954647] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:24.086229] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:24.086403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:24.086455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:24.086491] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:24.090654] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=76.67%)
[2026-02-11T20:32:24.090951] [INFO ] [FORECASTER] Completed predict_future for SUN
[2026-02-11T20:32:24.091092] [INFO ] [sig       ] SUN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:24.254414] [INFO ] [LOCAL     ] Saved forecast: SUN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SUN.txt
[2026-02-11T20:32:24.254609] [INFO ] [sig       ] [2903/3412] Completed SUN in 0.4s | 2.79 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-11T20:32:24.254653] [INFO ] [sig       ] [2904/3412] Forecasting SUNS...
[2026-02-11T20:32:24.254685] [INFO ] [sig       ] Generating forecast for: SUNS
[2026-02-11T20:32:24.254717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2026-02-11T20:32:24.267637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2026-02-11T20:32:24.268085] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2026-02-11T20:32:24.269183] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2026-02-11T20:32:24.269251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:24.269301] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:24.269345] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:24.269424] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:24.339947] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:24.340928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:24.341019] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:24.341053] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:24.467453] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:24.467666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:24.467729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:24.467761] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:24.471398] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2026-02-11T20:32:24.471720] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2026-02-11T20:32:24.471889] [INFO ] [sig       ] SUNS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:24.622370] [INFO ] [LOCAL     ] Saved forecast: SUNS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SUNS.txt
[2026-02-11T20:32:24.622510] [INFO ] [sig       ] [2904/3412] Completed SUNS in 0.4s | 2.79 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-11T20:32:24.622554] [INFO ] [sig       ] [2905/3412] Forecasting SUPN...
[2026-02-11T20:32:24.622611] [INFO ] [sig       ] Generating forecast for: SUPN
[2026-02-11T20:32:24.622645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2026-02-11T20:32:24.634151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2026-02-11T20:32:24.634420] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2026-02-11T20:32:24.635275] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2026-02-11T20:32:24.635328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:24.635361] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:24.635388] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:24.635446] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:24.698860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:24.699839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:24.699961] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:24.699999] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:24.824003] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:24.824168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:24.824212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:24.824281] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:24.827894] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: DOWN (p=28.75%)
[2026-02-11T20:32:24.828181] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2026-02-11T20:32:24.828319] [INFO ] [sig       ] SUPN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:24.971733] [INFO ] [LOCAL     ] Saved forecast: SUPN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SUPN.txt
[2026-02-11T20:32:24.971895] [INFO ] [sig       ] [2905/3412] Completed SUPN in 0.3s | 2.79 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-11T20:32:24.971936] [INFO ] [sig       ] [2906/3412] Forecasting SUSB...
[2026-02-11T20:32:24.971965] [INFO ] [sig       ] Generating forecast for: SUSB
[2026-02-11T20:32:24.971996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2026-02-11T20:32:24.983985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2026-02-11T20:32:24.984371] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2026-02-11T20:32:24.985227] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2026-02-11T20:32:24.985282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:24.985315] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:24.985342] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:24.985400] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:25.048211] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:25.049235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:25.049350] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:25.049386] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:25.179997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:25.180171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:25.180217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:25.180246] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:25.184074] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2026-02-11T20:32:25.184378] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2026-02-11T20:32:25.184519] [INFO ] [sig       ] SUSB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:25.328286] [INFO ] [LOCAL     ] Saved forecast: SUSB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SUSB.txt
[2026-02-11T20:32:25.328450] [INFO ] [sig       ] [2906/3412] Completed SUSB in 0.4s | 2.79 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-11T20:32:25.328491] [INFO ] [sig       ] [2907/3412] Forecasting SUSC...
[2026-02-11T20:32:25.328521] [INFO ] [sig       ] Generating forecast for: SUSC
[2026-02-11T20:32:25.328550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2026-02-11T20:32:25.341623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2026-02-11T20:32:25.342019] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2026-02-11T20:32:25.342858] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2026-02-11T20:32:25.342910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:25.342942] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:25.342969] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:25.343026] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:25.401304] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:25.402244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:25.402334] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:25.402367] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:25.532761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:25.532937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:25.532978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:25.533009] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:25.536862] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: UP (p=55.29%)
[2026-02-11T20:32:25.537248] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2026-02-11T20:32:25.537401] [INFO ] [sig       ] SUSC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:25.689041] [INFO ] [LOCAL     ] Saved forecast: SUSC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SUSC.txt
[2026-02-11T20:32:25.689209] [INFO ] [sig       ] [2907/3412] Completed SUSC in 0.4s | 2.79 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-11T20:32:25.689249] [INFO ] [sig       ] [2908/3412] Forecasting SUSL...
[2026-02-11T20:32:25.689281] [INFO ] [sig       ] Generating forecast for: SUSL
[2026-02-11T20:32:25.689312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2026-02-11T20:32:25.701290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2026-02-11T20:32:25.701705] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2026-02-11T20:32:25.702560] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2026-02-11T20:32:25.702633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:25.702676] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:25.702705] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:25.702763] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:25.762910] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:25.763844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:25.763930] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:25.763963] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:25.884849] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:25.885011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:25.885054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:25.885081] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:25.889013] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2026-02-11T20:32:25.889307] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2026-02-11T20:32:25.889441] [INFO ] [sig       ] SUSL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:26.034010] [INFO ] [LOCAL     ] Saved forecast: SUSL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SUSL.txt
[2026-02-11T20:32:26.034356] [INFO ] [sig       ] [2908/3412] Completed SUSL in 0.3s | 2.79 sym/s | Total: 17.4m | ETA: 3.0m
[2026-02-11T20:32:26.034396] [INFO ] [sig       ] [2909/3412] Forecasting SUUN...
[2026-02-11T20:32:26.034427] [INFO ] [sig       ] Generating forecast for: SUUN
[2026-02-11T20:32:26.034457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2026-02-11T20:32:26.046290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2026-02-11T20:32:26.046600] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2026-02-11T20:32:26.047433] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2026-02-11T20:32:26.047485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:26.047547] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:26.047603] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:26.047666] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:26.106049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:26.106948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:26.107035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:26.107068] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:26.233234] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:26.233406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:26.233449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:26.233480] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:26.237032] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=9.31%)
[2026-02-11T20:32:26.237326] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2026-02-11T20:32:26.237463] [INFO ] [sig       ] SUUN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:26.384820] [INFO ] [LOCAL     ] Saved forecast: SUUN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SUUN.txt
[2026-02-11T20:32:26.384980] [INFO ] [sig       ] [2909/3412] Completed SUUN in 0.4s | 2.79 sym/s | Total: 17.4m | ETA: 3.0m
[2026-02-11T20:32:26.385020] [INFO ] [sig       ] [2910/3412] Forecasting SUZ...
[2026-02-11T20:32:26.385050] [INFO ] [sig       ] Generating forecast for: SUZ
[2026-02-11T20:32:26.385080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2026-02-11T20:32:26.396389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2026-02-11T20:32:26.396768] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2026-02-11T20:32:26.397709] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2026-02-11T20:32:26.397762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:26.397793] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:26.397820] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:26.397876] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:26.457564] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:26.458541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:26.458653] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:26.458689] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:26.590021] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:26.590188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:26.590229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:26.590262] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:26.593933] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=78.64%)
[2026-02-11T20:32:26.594220] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2026-02-11T20:32:26.594357] [INFO ] [sig       ] SUZ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:26.751428] [INFO ] [LOCAL     ] Saved forecast: SUZ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SUZ.txt
[2026-02-11T20:32:26.751629] [INFO ] [sig       ] [2910/3412] Completed SUZ in 0.4s | 2.79 sym/s | Total: 17.4m | ETA: 3.0m
[2026-02-11T20:32:26.751675] [INFO ] [sig       ] [2911/3412] Forecasting SVC...
[2026-02-11T20:32:26.751708] [INFO ] [sig       ] Generating forecast for: SVC
[2026-02-11T20:32:26.751741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2026-02-11T20:32:26.765371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2026-02-11T20:32:26.765763] [INFO ] [FORECASTER] Starting predict_future for SVC
[2026-02-11T20:32:26.766704] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2026-02-11T20:32:26.766771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:26.766820] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:26.766852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:26.766912] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:26.832188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:26.833150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:26.833248] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:26.833301] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:26.960636] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:26.960791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:26.960841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:26.960872] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:26.964766] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2026-02-11T20:32:26.965117] [INFO ] [FORECASTER] Completed predict_future for SVC
[2026-02-11T20:32:26.965293] [INFO ] [sig       ] SVC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:27.123691] [INFO ] [LOCAL     ] Saved forecast: SVC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SVC.txt
[2026-02-11T20:32:27.123860] [INFO ] [sig       ] [2911/3412] Completed SVC in 0.4s | 2.79 sym/s | Total: 17.4m | ETA: 3.0m
[2026-02-11T20:32:27.123909] [INFO ] [sig       ] [2912/3412] Forecasting SVCO...
[2026-02-11T20:32:27.123950] [INFO ] [sig       ] Generating forecast for: SVCO
[2026-02-11T20:32:27.123984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2026-02-11T20:32:27.136245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2026-02-11T20:32:27.136603] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2026-02-11T20:32:27.137463] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2026-02-11T20:32:27.137542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:27.137603] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:27.137648] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:27.137713] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:27.198250] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:27.199059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:27.199176] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:27.199211] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:27.323213] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:27.323378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:27.323421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:27.323450] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:27.327416] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=87.63%)
[2026-02-11T20:32:27.327914] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2026-02-11T20:32:27.328062] [INFO ] [sig       ] SVCO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:27.475935] [INFO ] [LOCAL     ] Saved forecast: SVCO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SVCO.txt
[2026-02-11T20:32:27.476104] [INFO ] [sig       ] [2912/3412] Completed SVCO in 0.4s | 2.79 sym/s | Total: 17.4m | ETA: 3.0m
[2026-02-11T20:32:27.476145] [INFO ] [sig       ] [2913/3412] Forecasting SVRA...
[2026-02-11T20:32:27.476175] [INFO ] [sig       ] Generating forecast for: SVRA
[2026-02-11T20:32:27.476205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2026-02-11T20:32:27.487210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2026-02-11T20:32:27.487593] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2026-02-11T20:32:27.488423] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2026-02-11T20:32:27.488477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:27.488509] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:27.488536] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:27.488618] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:27.550053] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:27.551137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:27.551245] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:27.551286] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:27.684747] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:27.684909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:27.684953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:27.684983] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:27.688541] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: DOWN (p=35.57%)
[2026-02-11T20:32:27.688849] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2026-02-11T20:32:27.688991] [INFO ] [sig       ] SVRA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:27.845185] [INFO ] [LOCAL     ] Saved forecast: SVRA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SVRA.txt
[2026-02-11T20:32:27.845340] [INFO ] [sig       ] [2913/3412] Completed SVRA in 0.4s | 2.79 sym/s | Total: 17.4m | ETA: 3.0m
[2026-02-11T20:32:27.845384] [INFO ] [sig       ] [2914/3412] Forecasting SWBI...
[2026-02-11T20:32:27.845413] [INFO ] [sig       ] Generating forecast for: SWBI
[2026-02-11T20:32:27.845443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2026-02-11T20:32:27.856932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2026-02-11T20:32:27.857263] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2026-02-11T20:32:27.858115] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2026-02-11T20:32:27.858167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:27.858199] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:27.858226] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:27.858283] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:27.916406] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:27.917348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:27.917441] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:27.917475] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:28.040919] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:28.041084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:28.041127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:28.041158] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:28.044698] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2026-02-11T20:32:28.044983] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2026-02-11T20:32:28.045118] [INFO ] [sig       ] SWBI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:28.207478] [INFO ] [LOCAL     ] Saved forecast: SWBI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SWBI.txt
[2026-02-11T20:32:28.207675] [INFO ] [sig       ] [2914/3412] Completed SWBI in 0.4s | 2.79 sym/s | Total: 17.4m | ETA: 3.0m
[2026-02-11T20:32:28.207720] [INFO ] [sig       ] [2915/3412] Forecasting SWIM...
[2026-02-11T20:32:28.207749] [INFO ] [sig       ] Generating forecast for: SWIM
[2026-02-11T20:32:28.207780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2026-02-11T20:32:28.219011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2026-02-11T20:32:28.219273] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2026-02-11T20:32:28.220096] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2026-02-11T20:32:28.220148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:28.220180] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:28.220207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:28.220263] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:28.278061] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:28.278684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:28.278762] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:28.278795] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:28.398153] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:28.398291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:28.398331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:28.398378] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:28.401757] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=9.06%)
[2026-02-11T20:32:28.402035] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2026-02-11T20:32:28.402163] [INFO ] [sig       ] SWIM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:28.542482] [INFO ] [LOCAL     ] Saved forecast: SWIM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SWIM.txt
[2026-02-11T20:32:28.542646] [INFO ] [sig       ] [2915/3412] Completed SWIM in 0.3s | 2.79 sym/s | Total: 17.4m | ETA: 3.0m
[2026-02-11T20:32:28.542688] [INFO ] [sig       ] [2916/3412] Forecasting SWK...
[2026-02-11T20:32:28.542717] [INFO ] [sig       ] Generating forecast for: SWK
[2026-02-11T20:32:28.542746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2026-02-11T20:32:28.554330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2026-02-11T20:32:28.554613] [INFO ] [FORECASTER] Starting predict_future for SWK
[2026-02-11T20:32:28.555400] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2026-02-11T20:32:28.555452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:28.555484] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:28.555511] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:28.555592] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:28.612532] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:28.613177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:28.613255] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:28.613287] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:28.729293] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:28.729409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:28.729446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:28.729474] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:28.732767] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=37.08%)
[2026-02-11T20:32:28.733037] [INFO ] [FORECASTER] Completed predict_future for SWK
[2026-02-11T20:32:28.733165] [INFO ] [sig       ] SWK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:28.876028] [INFO ] [LOCAL     ] Saved forecast: SWK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SWK.txt
[2026-02-11T20:32:28.876150] [INFO ] [sig       ] [2916/3412] Completed SWK in 0.3s | 2.79 sym/s | Total: 17.4m | ETA: 3.0m
[2026-02-11T20:32:28.876187] [INFO ] [sig       ] [2917/3412] Forecasting SWKS...
[2026-02-11T20:32:28.876216] [INFO ] [sig       ] Generating forecast for: SWKS
[2026-02-11T20:32:28.876246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2026-02-11T20:32:28.887478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2026-02-11T20:32:28.887771] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2026-02-11T20:32:28.888562] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2026-02-11T20:32:28.888632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:28.888663] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:28.888690] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:28.888747] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:28.945902] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:28.946491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:28.946570] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:28.946632] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:29.067657] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:29.067818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:29.067865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:29.067933] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:29.071697] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: UP (p=88.62%)
[2026-02-11T20:32:29.072047] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2026-02-11T20:32:29.072199] [INFO ] [sig       ] SWKS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:29.225006] [INFO ] [LOCAL     ] Saved forecast: SWKS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SWKS.txt
[2026-02-11T20:32:29.225138] [INFO ] [sig       ] [2917/3412] Completed SWKS in 0.3s | 2.79 sym/s | Total: 17.4m | ETA: 3.0m
[2026-02-11T20:32:29.225187] [INFO ] [sig       ] [2918/3412] Forecasting SWX...
[2026-02-11T20:32:29.225231] [INFO ] [sig       ] Generating forecast for: SWX
[2026-02-11T20:32:29.225273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2026-02-11T20:32:29.237002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2026-02-11T20:32:29.237312] [INFO ] [FORECASTER] Starting predict_future for SWX
[2026-02-11T20:32:29.238194] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2026-02-11T20:32:29.238248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:29.238282] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:29.238312] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:29.238372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:29.303654] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:29.304404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:29.304508] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:29.304559] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:29.437536] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:29.437716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:29.437767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:29.437799] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:29.441841] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2026-02-11T20:32:29.442166] [INFO ] [FORECASTER] Completed predict_future for SWX
[2026-02-11T20:32:29.442318] [INFO ] [sig       ] SWX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:29.592454] [INFO ] [LOCAL     ] Saved forecast: SWX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SWX.txt
[2026-02-11T20:32:29.592601] [INFO ] [sig       ] [2918/3412] Completed SWX in 0.4s | 2.79 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-11T20:32:29.592644] [INFO ] [sig       ] [2919/3412] Forecasting SXC...
[2026-02-11T20:32:29.592677] [INFO ] [sig       ] Generating forecast for: SXC
[2026-02-11T20:32:29.592720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2026-02-11T20:32:29.605047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2026-02-11T20:32:29.605377] [INFO ] [FORECASTER] Starting predict_future for SXC
[2026-02-11T20:32:29.606252] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2026-02-11T20:32:29.606307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:29.606367] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:29.606398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:29.606484] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:29.671703] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:29.672445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:29.672528] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:29.672564] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:29.797308] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:29.797466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:29.797526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:29.797565] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:29.801311] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2026-02-11T20:32:29.801603] [INFO ] [FORECASTER] Completed predict_future for SXC
[2026-02-11T20:32:29.801735] [INFO ] [sig       ] SXC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:29.954951] [INFO ] [LOCAL     ] Saved forecast: SXC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SXC.txt
[2026-02-11T20:32:29.955108] [INFO ] [sig       ] [2919/3412] Completed SXC in 0.4s | 2.79 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-11T20:32:29.955160] [INFO ] [sig       ] [2920/3412] Forecasting SXI...
[2026-02-11T20:32:29.955195] [INFO ] [sig       ] Generating forecast for: SXI
[2026-02-11T20:32:29.955228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2026-02-11T20:32:29.967320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2026-02-11T20:32:29.967682] [INFO ] [FORECASTER] Starting predict_future for SXI
[2026-02-11T20:32:29.968540] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2026-02-11T20:32:29.968612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:29.968646] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:29.968672] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:29.968729] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:30.027736] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:30.028653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:30.028739] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:30.028773] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:30.153011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:30.153171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:30.153213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:30.153244] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:30.156809] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=31.51%)
[2026-02-11T20:32:30.157094] [INFO ] [FORECASTER] Completed predict_future for SXI
[2026-02-11T20:32:30.157227] [INFO ] [sig       ] SXI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:30.296357] [INFO ] [LOCAL     ] Saved forecast: SXI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SXI.txt
[2026-02-11T20:32:30.296519] [INFO ] [sig       ] [2920/3412] Completed SXI in 0.3s | 2.79 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-11T20:32:30.296559] [INFO ] [sig       ] [2921/3412] Forecasting SY...
[2026-02-11T20:32:30.296615] [INFO ] [sig       ] Generating forecast for: SY
[2026-02-11T20:32:30.296647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2026-02-11T20:32:30.308431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2026-02-11T20:32:30.308745] [INFO ] [FORECASTER] Starting predict_future for SY
[2026-02-11T20:32:30.309541] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2026-02-11T20:32:30.309624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:30.309661] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:30.309688] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:30.309745] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:30.367879] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:30.368593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:30.368672] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:30.368704] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:30.485548] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:30.485736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:30.485777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:30.485804] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:30.489373] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: DOWN (p=15.72%)
[2026-02-11T20:32:30.489724] [INFO ] [FORECASTER] Completed predict_future for SY
[2026-02-11T20:32:30.489859] [INFO ] [sig       ] SY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:30.635980] [INFO ] [LOCAL     ] Saved forecast: SY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SY.txt
[2026-02-11T20:32:30.636148] [INFO ] [sig       ] [2921/3412] Completed SY in 0.3s | 2.79 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-11T20:32:30.636357] [INFO ] [sig       ] [2922/3412] Forecasting SYF...
[2026-02-11T20:32:30.636389] [INFO ] [sig       ] Generating forecast for: SYF
[2026-02-11T20:32:30.636420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2026-02-11T20:32:30.648212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2026-02-11T20:32:30.648507] [INFO ] [FORECASTER] Starting predict_future for SYF
[2026-02-11T20:32:30.649327] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2026-02-11T20:32:30.649379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:30.649410] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:30.649437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:30.649493] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:30.710791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:30.711520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:30.711622] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:30.711658] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:30.840409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:30.840589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:30.840633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:30.840662] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:30.844127] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2026-02-11T20:32:30.844401] [INFO ] [FORECASTER] Completed predict_future for SYF
[2026-02-11T20:32:30.844530] [INFO ] [sig       ] SYF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:31.000795] [INFO ] [LOCAL     ] Saved forecast: SYF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SYF.txt
[2026-02-11T20:32:31.000927] [INFO ] [sig       ] [2922/3412] Completed SYF in 0.4s | 2.79 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-11T20:32:31.000971] [INFO ] [sig       ] [2923/3412] Forecasting SYK...
[2026-02-11T20:32:31.001001] [INFO ] [sig       ] Generating forecast for: SYK
[2026-02-11T20:32:31.001032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2026-02-11T20:32:31.012861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2026-02-11T20:32:31.013185] [INFO ] [FORECASTER] Starting predict_future for SYK
[2026-02-11T20:32:31.013999] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2026-02-11T20:32:31.014051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:31.014083] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:31.014110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:31.014167] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:31.072231] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:31.072920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:31.073002] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:31.073035] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:31.189088] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:31.189235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:31.189275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:31.189303] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:31.192749] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=35.01%)
[2026-02-11T20:32:31.193037] [INFO ] [FORECASTER] Completed predict_future for SYK
[2026-02-11T20:32:31.193166] [INFO ] [sig       ] SYK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:31.337246] [INFO ] [LOCAL     ] Saved forecast: SYK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SYK.txt
[2026-02-11T20:32:31.337407] [INFO ] [sig       ] [2923/3412] Completed SYK in 0.3s | 2.79 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-11T20:32:31.337448] [INFO ] [sig       ] [2924/3412] Forecasting SYM...
[2026-02-11T20:32:31.337477] [INFO ] [sig       ] Generating forecast for: SYM
[2026-02-11T20:32:31.337532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2026-02-11T20:32:31.350665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2026-02-11T20:32:31.351049] [INFO ] [FORECASTER] Starting predict_future for SYM
[2026-02-11T20:32:31.351973] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2026-02-11T20:32:31.352054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:31.352093] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:31.352129] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:31.352209] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:31.412257] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:31.413227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:31.413316] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:31.413348] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:31.540212] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:31.540384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:31.540426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:31.540455] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:31.543975] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2026-02-11T20:32:31.544295] [INFO ] [FORECASTER] Completed predict_future for SYM
[2026-02-11T20:32:31.544434] [INFO ] [sig       ] SYM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:31.700061] [INFO ] [LOCAL     ] Saved forecast: SYM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SYM.txt
[2026-02-11T20:32:31.700242] [INFO ] [sig       ] [2924/3412] Completed SYM in 0.4s | 2.79 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-11T20:32:31.700296] [INFO ] [sig       ] [2925/3412] Forecasting SYNA...
[2026-02-11T20:32:31.700327] [INFO ] [sig       ] Generating forecast for: SYNA
[2026-02-11T20:32:31.700359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2026-02-11T20:32:31.712418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2026-02-11T20:32:31.712774] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2026-02-11T20:32:31.713683] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2026-02-11T20:32:31.713739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:31.713773] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:31.713809] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:31.713875] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:31.775778] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:31.776708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:31.776806] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:31.776843] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:31.904173] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:31.904332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:31.904374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:31.904403] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:31.907880] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2026-02-11T20:32:31.908189] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2026-02-11T20:32:31.908321] [INFO ] [sig       ] SYNA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:32.055339] [INFO ] [LOCAL     ] Saved forecast: SYNA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/SYNA.txt
[2026-02-11T20:32:32.055508] [INFO ] [sig       ] [2925/3412] Completed SYNA in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.9m
[2026-02-11T20:32:32.055554] [INFO ] [sig       ] [2926/3412] Forecasting SYRE...
[2026-02-11T20:32:32.055614] [INFO ] [sig       ] Generating forecast for: SYRE
[2026-02-11T20:32:32.055657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2026-02-11T20:32:32.068562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2026-02-11T20:32:32.068958] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2026-02-11T20:32:32.069838] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2026-02-11T20:32:32.069907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:32.069947] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:32.069977] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:32.070037] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:32.141679] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:32.142895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:32.142989] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:32.143025] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:32.279470] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:32.279663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:32.279713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:32.279745] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:32.284139] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2026-02-11T20:32:32.284484] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2026-02-11T20:32:32.284666] [INFO ] [sig       ] SYRE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:32.453822] [INFO ] [LOCAL     ] Saved forecast: SYRE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SYRE.txt
[2026-02-11T20:32:32.453998] [INFO ] [sig       ] [2926/3412] Completed SYRE in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.9m
[2026-02-11T20:32:32.454053] [INFO ] [sig       ] [2927/3412] Forecasting SYY...
[2026-02-11T20:32:32.454094] [INFO ] [sig       ] Generating forecast for: SYY
[2026-02-11T20:32:32.454142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2026-02-11T20:32:32.467527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2026-02-11T20:32:32.467893] [INFO ] [FORECASTER] Starting predict_future for SYY
[2026-02-11T20:32:32.468863] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2026-02-11T20:32:32.468917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:32.468958] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:32.469001] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:32.469070] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:32.536018] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:32.536926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:32.537023] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:32.537066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:32.678731] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:32.678909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:32.678971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:32.679004] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:32.683979] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=84.31%)
[2026-02-11T20:32:32.684298] [INFO ] [FORECASTER] Completed predict_future for SYY
[2026-02-11T20:32:32.684473] [INFO ] [sig       ] SYY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:32.844814] [INFO ] [LOCAL     ] Saved forecast: SYY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/SYY.txt
[2026-02-11T20:32:32.844985] [INFO ] [sig       ] [2927/3412] Completed SYY in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.9m
[2026-02-11T20:32:32.845040] [INFO ] [sig       ] [2928/3412] Forecasting TAC...
[2026-02-11T20:32:32.845078] [INFO ] [sig       ] Generating forecast for: TAC
[2026-02-11T20:32:32.845117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2026-02-11T20:32:32.858882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2026-02-11T20:32:32.859448] [INFO ] [FORECASTER] Starting predict_future for TAC
[2026-02-11T20:32:32.860608] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2026-02-11T20:32:32.860664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:32.860696] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:32.860724] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:32.860792] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:32.930309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:32.931625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:32.931719] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:32.931753] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:33.058530] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:33.058726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:33.058805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:33.058851] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:33.062916] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=75.68%)
[2026-02-11T20:32:33.063252] [INFO ] [FORECASTER] Completed predict_future for TAC
[2026-02-11T20:32:33.063405] [INFO ] [sig       ] TAC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:33.209138] [INFO ] [LOCAL     ] Saved forecast: TAC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TAC.txt
[2026-02-11T20:32:33.209288] [INFO ] [sig       ] [2928/3412] Completed TAC in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.9m
[2026-02-11T20:32:33.209326] [INFO ] [sig       ] [2929/3412] Forecasting TAK...
[2026-02-11T20:32:33.209355] [INFO ] [sig       ] Generating forecast for: TAK
[2026-02-11T20:32:33.209385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2026-02-11T20:32:33.221819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2026-02-11T20:32:33.222170] [INFO ] [FORECASTER] Starting predict_future for TAK
[2026-02-11T20:32:33.223018] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2026-02-11T20:32:33.223071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:33.223104] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:33.223132] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:33.223190] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:33.283862] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:33.284609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:33.284722] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:33.284758] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:33.407435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:33.407645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:33.407689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:33.407721] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:33.411883] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=76.13%)
[2026-02-11T20:32:33.412226] [INFO ] [FORECASTER] Completed predict_future for TAK
[2026-02-11T20:32:33.412368] [INFO ] [sig       ] TAK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:33.563620] [INFO ] [LOCAL     ] Saved forecast: TAK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TAK.txt
[2026-02-11T20:32:33.563773] [INFO ] [sig       ] [2929/3412] Completed TAK in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.9m
[2026-02-11T20:32:33.563815] [INFO ] [sig       ] [2930/3412] Forecasting TAL...
[2026-02-11T20:32:33.563845] [INFO ] [sig       ] Generating forecast for: TAL
[2026-02-11T20:32:33.563888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2026-02-11T20:32:33.580970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2026-02-11T20:32:33.581465] [INFO ] [FORECASTER] Starting predict_future for TAL
[2026-02-11T20:32:33.582752] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2026-02-11T20:32:33.582826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:33.582884] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:33.582937] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:33.583038] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:33.670425] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:33.671600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:33.671695] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:33.671730] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:33.799671] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:33.799838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:33.799893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:33.799935] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:33.803682] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=83.54%)
[2026-02-11T20:32:33.803994] [INFO ] [FORECASTER] Completed predict_future for TAL
[2026-02-11T20:32:33.804135] [INFO ] [sig       ] TAL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:33.957032] [INFO ] [LOCAL     ] Saved forecast: TAL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TAL.txt
[2026-02-11T20:32:33.957192] [INFO ] [sig       ] [2930/3412] Completed TAL in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.9m
[2026-02-11T20:32:33.957235] [INFO ] [sig       ] [2931/3412] Forecasting TALK...
[2026-02-11T20:32:33.957267] [INFO ] [sig       ] Generating forecast for: TALK
[2026-02-11T20:32:33.957301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2026-02-11T20:32:33.970809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2026-02-11T20:32:33.971225] [INFO ] [FORECASTER] Starting predict_future for TALK
[2026-02-11T20:32:33.972140] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2026-02-11T20:32:33.972208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:33.972439] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:33.972468] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:33.972527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:34.042965] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:34.043942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:34.044037] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:34.044071] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:34.177918] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:34.178082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:34.178319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:34.178348] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:34.181996] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=41.21%)
[2026-02-11T20:32:34.182306] [INFO ] [FORECASTER] Completed predict_future for TALK
[2026-02-11T20:32:34.182442] [INFO ] [sig       ] TALK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:34.342032] [INFO ] [LOCAL     ] Saved forecast: TALK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TALK.txt
[2026-02-11T20:32:34.342198] [INFO ] [sig       ] [2931/3412] Completed TALK in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.9m
[2026-02-11T20:32:34.342432] [INFO ] [sig       ] [2932/3412] Forecasting TALO...
[2026-02-11T20:32:34.342462] [INFO ] [sig       ] Generating forecast for: TALO
[2026-02-11T20:32:34.342492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2026-02-11T20:32:34.356762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2026-02-11T20:32:34.357138] [INFO ] [FORECASTER] Starting predict_future for TALO
[2026-02-11T20:32:34.358164] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2026-02-11T20:32:34.358237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:34.358312] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:34.358362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:34.358450] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:34.425786] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:34.426781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:34.426879] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:34.426917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:34.561081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:34.561253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:34.561297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:34.561327] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:34.564987] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2026-02-11T20:32:34.565329] [INFO ] [FORECASTER] Completed predict_future for TALO
[2026-02-11T20:32:34.565482] [INFO ] [sig       ] TALO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:34.725493] [INFO ] [LOCAL     ] Saved forecast: TALO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TALO.txt
[2026-02-11T20:32:34.725700] [INFO ] [sig       ] [2932/3412] Completed TALO in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.9m
[2026-02-11T20:32:34.725747] [INFO ] [sig       ] [2933/3412] Forecasting TAOP...
[2026-02-11T20:32:34.725779] [INFO ] [sig       ] Generating forecast for: TAOP
[2026-02-11T20:32:34.725811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2026-02-11T20:32:34.738806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2026-02-11T20:32:34.739157] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2026-02-11T20:32:34.740287] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2026-02-11T20:32:34.740342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:34.740375] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:34.740410] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:34.740480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:34.807198] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:34.808154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:34.808262] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:34.808300] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:34.934261] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:34.934434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:34.934479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:34.934511] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:34.938175] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2026-02-11T20:32:34.938469] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2026-02-11T20:32:34.938632] [INFO ] [sig       ] TAOP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:35.089832] [INFO ] [LOCAL     ] Saved forecast: TAOP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TAOP.txt
[2026-02-11T20:32:35.090166] [INFO ] [sig       ] [2933/3412] Completed TAOP in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.9m
[2026-02-11T20:32:35.090206] [INFO ] [sig       ] [2934/3412] Forecasting TAP...
[2026-02-11T20:32:35.090234] [INFO ] [sig       ] Generating forecast for: TAP
[2026-02-11T20:32:35.090263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2026-02-11T20:32:35.104521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2026-02-11T20:32:35.104943] [INFO ] [FORECASTER] Starting predict_future for TAP
[2026-02-11T20:32:35.106037] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2026-02-11T20:32:35.106091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:35.106123] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:35.106151] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:35.106400] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:35.170594] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:35.171788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:35.171895] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:35.171946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:35.307195] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:35.307371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:35.307415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:35.307446] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:35.312108] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=34.29%)
[2026-02-11T20:32:35.312484] [INFO ] [FORECASTER] Completed predict_future for TAP
[2026-02-11T20:32:35.312667] [INFO ] [sig       ] TAP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:35.475739] [INFO ] [LOCAL     ] Saved forecast: TAP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TAP.txt
[2026-02-11T20:32:35.475933] [INFO ] [sig       ] [2934/3412] Completed TAP in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.9m
[2026-02-11T20:32:35.475983] [INFO ] [sig       ] [2935/3412] Forecasting TARA...
[2026-02-11T20:32:35.476022] [INFO ] [sig       ] Generating forecast for: TARA
[2026-02-11T20:32:35.476069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2026-02-11T20:32:35.489243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2026-02-11T20:32:35.489602] [INFO ] [FORECASTER] Starting predict_future for TARA
[2026-02-11T20:32:35.490719] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2026-02-11T20:32:35.490775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:35.490808] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:35.490835] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:35.490893] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:35.553954] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:35.554822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:35.554911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:35.554944] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:35.689916] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:35.690085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:35.690132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:35.690163] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:35.693878] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=31.42%)
[2026-02-11T20:32:35.694175] [INFO ] [FORECASTER] Completed predict_future for TARA
[2026-02-11T20:32:35.694323] [INFO ] [sig       ] TARA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:35.839603] [INFO ] [LOCAL     ] Saved forecast: TARA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TARA.txt
[2026-02-11T20:32:35.839949] [INFO ] [sig       ] [2935/3412] Completed TARA in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-11T20:32:35.839990] [INFO ] [sig       ] [2936/3412] Forecasting TARK...
[2026-02-11T20:32:35.840035] [INFO ] [sig       ] Generating forecast for: TARK
[2026-02-11T20:32:35.840067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2026-02-11T20:32:35.851693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2026-02-11T20:32:35.852013] [INFO ] [FORECASTER] Starting predict_future for TARK
[2026-02-11T20:32:35.852871] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2026-02-11T20:32:35.852924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:35.852986] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:35.853015] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:35.853074] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:35.913263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:35.914091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:35.914178] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:35.914213] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:36.037858] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:36.038021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:36.038073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:36.038110] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:36.041658] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=44.18%)
[2026-02-11T20:32:36.041946] [INFO ] [FORECASTER] Completed predict_future for TARK
[2026-02-11T20:32:36.042085] [INFO ] [sig       ] TARK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:36.192940] [INFO ] [LOCAL     ] Saved forecast: TARK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TARK.txt
[2026-02-11T20:32:36.193081] [INFO ] [sig       ] [2936/3412] Completed TARK in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-11T20:32:36.193121] [INFO ] [sig       ] [2937/3412] Forecasting TARS...
[2026-02-11T20:32:36.193150] [INFO ] [sig       ] Generating forecast for: TARS
[2026-02-11T20:32:36.193180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2026-02-11T20:32:36.205233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2026-02-11T20:32:36.205546] [INFO ] [FORECASTER] Starting predict_future for TARS
[2026-02-11T20:32:36.206401] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2026-02-11T20:32:36.206454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:36.206487] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:36.206513] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:36.206595] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:36.271950] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:36.273183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:36.273472] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:36.273508] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:36.412168] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:36.412331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:36.412374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:36.412404] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:36.415998] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2026-02-11T20:32:36.416285] [INFO ] [FORECASTER] Completed predict_future for TARS
[2026-02-11T20:32:36.416423] [INFO ] [sig       ] TARS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:36.566742] [INFO ] [LOCAL     ] Saved forecast: TARS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TARS.txt
[2026-02-11T20:32:36.566884] [INFO ] [sig       ] [2937/3412] Completed TARS in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-11T20:32:36.566923] [INFO ] [sig       ] [2938/3412] Forecasting TASK...
[2026-02-11T20:32:36.566951] [INFO ] [sig       ] Generating forecast for: TASK
[2026-02-11T20:32:36.566981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2026-02-11T20:32:36.578734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2026-02-11T20:32:36.579097] [INFO ] [FORECASTER] Starting predict_future for TASK
[2026-02-11T20:32:36.580133] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2026-02-11T20:32:36.580187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:36.580221] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:36.580247] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:36.580305] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:36.646514] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:36.647319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:36.647405] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:36.647438] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:36.775523] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:36.775704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:36.775747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:36.775775] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:36.779736] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: DOWN (p=33.82%)
[2026-02-11T20:32:36.780071] [INFO ] [FORECASTER] Completed predict_future for TASK
[2026-02-11T20:32:36.780262] [INFO ] [sig       ] TASK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:36.952255] [INFO ] [LOCAL     ] Saved forecast: TASK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TASK.txt
[2026-02-11T20:32:36.952449] [INFO ] [sig       ] [2938/3412] Completed TASK in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-11T20:32:36.952501] [INFO ] [sig       ] [2939/3412] Forecasting TAYD...
[2026-02-11T20:32:36.952534] [INFO ] [sig       ] Generating forecast for: TAYD
[2026-02-11T20:32:36.952566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2026-02-11T20:32:36.964621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2026-02-11T20:32:36.965043] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2026-02-11T20:32:36.965938] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2026-02-11T20:32:36.965994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:36.966038] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:36.966071] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:36.966138] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:37.032498] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:37.033549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:37.033667] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:37.033721] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:37.155897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:37.156094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:37.156153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:37.156242] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:37.160946] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2026-02-11T20:32:37.161421] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2026-02-11T20:32:37.161679] [INFO ] [sig       ] TAYD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:37.315686] [INFO ] [LOCAL     ] Saved forecast: TAYD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TAYD.txt
[2026-02-11T20:32:37.315823] [INFO ] [sig       ] [2939/3412] Completed TAYD in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-11T20:32:37.315866] [INFO ] [sig       ] [2940/3412] Forecasting TBB...
[2026-02-11T20:32:37.315896] [INFO ] [sig       ] Generating forecast for: TBB
[2026-02-11T20:32:37.315926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2026-02-11T20:32:37.329805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2026-02-11T20:32:37.330141] [INFO ] [FORECASTER] Starting predict_future for TBB
[2026-02-11T20:32:37.331161] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2026-02-11T20:32:37.331216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:37.331250] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:37.331279] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:37.331338] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:37.392721] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:37.393644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:37.393735] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:37.393780] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:37.514420] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:37.514603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:37.514649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:37.514680] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:37.518678] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2026-02-11T20:32:37.519058] [INFO ] [FORECASTER] Completed predict_future for TBB
[2026-02-11T20:32:37.519240] [INFO ] [sig       ] TBB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:37.667747] [INFO ] [LOCAL     ] Saved forecast: TBB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TBB.txt
[2026-02-11T20:32:37.667917] [INFO ] [sig       ] [2940/3412] Completed TBB in 0.4s | 2.79 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-11T20:32:37.667961] [INFO ] [sig       ] [2941/3412] Forecasting TBBK...
[2026-02-11T20:32:37.667994] [INFO ] [sig       ] Generating forecast for: TBBK
[2026-02-11T20:32:37.668025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2026-02-11T20:32:37.678951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2026-02-11T20:32:37.679312] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2026-02-11T20:32:37.680193] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2026-02-11T20:32:37.680247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:37.680280] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:37.680308] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:37.680367] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:37.739089] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:37.740022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:37.740144] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:37.740187] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:37.863304] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:37.863470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:37.863512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:37.863544] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:37.867115] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: DOWN (p=14.15%)
[2026-02-11T20:32:37.867401] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2026-02-11T20:32:37.867561] [INFO ] [sig       ] TBBK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:38.012428] [INFO ] [LOCAL     ] Saved forecast: TBBK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TBBK.txt
[2026-02-11T20:32:38.012644] [INFO ] [sig       ] [2941/3412] Completed TBBK in 0.3s | 2.79 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-11T20:32:38.012715] [INFO ] [sig       ] [2942/3412] Forecasting TBI...
[2026-02-11T20:32:38.012762] [INFO ] [sig       ] Generating forecast for: TBI
[2026-02-11T20:32:38.012811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2026-02-11T20:32:38.023893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2026-02-11T20:32:38.024219] [INFO ] [FORECASTER] Starting predict_future for TBI
[2026-02-11T20:32:38.025067] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2026-02-11T20:32:38.025120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:38.025153] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:38.025180] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:38.025237] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:38.088353] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:38.089292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:38.089382] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:38.089423] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:38.225454] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:38.225668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:38.225727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:38.225760] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:38.229769] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=24.77%)
[2026-02-11T20:32:38.230132] [INFO ] [FORECASTER] Completed predict_future for TBI
[2026-02-11T20:32:38.230295] [INFO ] [sig       ] TBI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:38.380063] [INFO ] [LOCAL     ] Saved forecast: TBI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TBI.txt
[2026-02-11T20:32:38.380219] [INFO ] [sig       ] [2942/3412] Completed TBI in 0.4s | 2.79 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-11T20:32:38.380261] [INFO ] [sig       ] [2943/3412] Forecasting TBIL...
[2026-02-11T20:32:38.380290] [INFO ] [sig       ] Generating forecast for: TBIL
[2026-02-11T20:32:38.380319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2026-02-11T20:32:38.393106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2026-02-11T20:32:38.393512] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2026-02-11T20:32:38.394360] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2026-02-11T20:32:38.394413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:38.394445] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:38.394481] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:38.394539] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:38.463006] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:38.463864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:38.463952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:38.463985] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:38.533005] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:38.533181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:38.533231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:38.533265] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:38.536984] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: DOWN (p=4.01%)
[2026-02-11T20:32:38.537470] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2026-02-11T20:32:38.537636] [INFO ] [sig       ] TBIL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:38.682020] [INFO ] [LOCAL     ] Saved forecast: TBIL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TBIL.txt
[2026-02-11T20:32:38.682181] [INFO ] [sig       ] [2943/3412] Completed TBIL in 0.3s | 2.79 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-11T20:32:38.682220] [INFO ] [sig       ] [2944/3412] Forecasting TBLA...
[2026-02-11T20:32:38.682250] [INFO ] [sig       ] Generating forecast for: TBLA
[2026-02-11T20:32:38.682280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2026-02-11T20:32:38.692698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2026-02-11T20:32:38.693025] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2026-02-11T20:32:38.693870] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2026-02-11T20:32:38.693923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:38.693955] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:38.693983] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:38.694041] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:38.751075] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:38.751977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:38.752070] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:38.752104] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:38.876753] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:38.876922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:38.876964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:38.876995] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:38.880721] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2026-02-11T20:32:38.881059] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2026-02-11T20:32:38.881204] [INFO ] [sig       ] TBLA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:39.033157] [INFO ] [LOCAL     ] Saved forecast: TBLA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TBLA.txt
[2026-02-11T20:32:39.033367] [INFO ] [sig       ] [2944/3412] Completed TBLA in 0.4s | 2.79 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-11T20:32:39.033430] [INFO ] [sig       ] [2945/3412] Forecasting TBLD...
[2026-02-11T20:32:39.033472] [INFO ] [sig       ] Generating forecast for: TBLD
[2026-02-11T20:32:39.033518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2026-02-11T20:32:39.045514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2026-02-11T20:32:39.045958] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2026-02-11T20:32:39.046948] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2026-02-11T20:32:39.047006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:39.047039] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:39.047067] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:39.047129] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:39.106671] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:39.107600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:39.107689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:39.107725] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:39.226029] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:39.226201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:39.226251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:39.226285] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:39.229809] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2026-02-11T20:32:39.230095] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2026-02-11T20:32:39.230225] [INFO ] [sig       ] TBLD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:39.384760] [INFO ] [LOCAL     ] Saved forecast: TBLD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TBLD.txt
[2026-02-11T20:32:39.384972] [INFO ] [sig       ] [2945/3412] Completed TBLD in 0.4s | 2.79 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-11T20:32:39.385037] [INFO ] [sig       ] [2946/3412] Forecasting TBPH...
[2026-02-11T20:32:39.385083] [INFO ] [sig       ] Generating forecast for: TBPH
[2026-02-11T20:32:39.385125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2026-02-11T20:32:39.395758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2026-02-11T20:32:39.396083] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2026-02-11T20:32:39.396969] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2026-02-11T20:32:39.397023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:39.397055] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:39.397083] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:39.397141] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:39.465212] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:39.465966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:39.466082] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:39.466127] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:39.598354] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:39.598511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:39.598555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:39.598613] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:39.602503] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=5.29%)
[2026-02-11T20:32:39.602819] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2026-02-11T20:32:39.602958] [INFO ] [sig       ] TBPH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:39.760671] [INFO ] [LOCAL     ] Saved forecast: TBPH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TBPH.txt
[2026-02-11T20:32:39.760834] [INFO ] [sig       ] [2946/3412] Completed TBPH in 0.4s | 2.79 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-11T20:32:39.760895] [INFO ] [sig       ] [2947/3412] Forecasting TBRG...
[2026-02-11T20:32:39.760927] [INFO ] [sig       ] Generating forecast for: TBRG
[2026-02-11T20:32:39.760986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2026-02-11T20:32:39.772336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2026-02-11T20:32:39.772701] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2026-02-11T20:32:39.773649] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2026-02-11T20:32:39.773703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:39.773736] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:39.773763] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:39.773834] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:39.838022] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:39.839082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:39.839168] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:39.839203] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:39.972754] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:39.972919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:39.972960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:39.972989] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:39.976547] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=58.29%)
[2026-02-11T20:32:39.976870] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2026-02-11T20:32:39.977008] [INFO ] [sig       ] TBRG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:40.151323] [INFO ] [LOCAL     ] Saved forecast: TBRG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TBRG.txt
[2026-02-11T20:32:40.151502] [INFO ] [sig       ] [2947/3412] Completed TBRG in 0.4s | 2.79 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-11T20:32:40.151542] [INFO ] [sig       ] [2948/3412] Forecasting TCBI...
[2026-02-11T20:32:40.151592] [INFO ] [sig       ] Generating forecast for: TCBI
[2026-02-11T20:32:40.151628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2026-02-11T20:32:40.162231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2026-02-11T20:32:40.162635] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2026-02-11T20:32:40.163507] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2026-02-11T20:32:40.163561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:40.163623] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:40.163656] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:40.163725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:40.225991] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:40.226942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:40.227033] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:40.227083] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:40.357558] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:40.357764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:40.357811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:40.357841] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:40.361913] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: UP (p=51.65%)
[2026-02-11T20:32:40.362221] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2026-02-11T20:32:40.362360] [INFO ] [sig       ] TCBI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:40.513942] [INFO ] [LOCAL     ] Saved forecast: TCBI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TCBI.txt
[2026-02-11T20:32:40.514103] [INFO ] [sig       ] [2948/3412] Completed TCBI in 0.4s | 2.79 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-11T20:32:40.514143] [INFO ] [sig       ] [2949/3412] Forecasting TCBIO...
[2026-02-11T20:32:40.514174] [INFO ] [sig       ] Generating forecast for: TCBIO
[2026-02-11T20:32:40.514205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2026-02-11T20:32:40.526553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2026-02-11T20:32:40.526977] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2026-02-11T20:32:40.527940] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2026-02-11T20:32:40.527993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:40.528026] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:40.528053] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:40.528110] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:40.598485] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:40.599354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:40.599443] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:40.599478] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:40.714170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:40.714359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:40.714412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:40.714470] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:40.718387] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: DOWN (p=49.63%)
[2026-02-11T20:32:40.718814] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2026-02-11T20:32:40.718973] [INFO ] [sig       ] TCBIO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:40.865871] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TCBIO.txt
[2026-02-11T20:32:40.866046] [INFO ] [sig       ] [2949/3412] Completed TCBIO in 0.4s | 2.79 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-11T20:32:40.866086] [INFO ] [sig       ] [2950/3412] Forecasting TCBK...
[2026-02-11T20:32:40.866118] [INFO ] [sig       ] Generating forecast for: TCBK
[2026-02-11T20:32:40.866150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2026-02-11T20:32:40.877271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2026-02-11T20:32:40.877759] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2026-02-11T20:32:40.878714] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2026-02-11T20:32:40.878771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:40.878803] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:40.878830] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:40.878887] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:40.936250] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:40.937240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:40.937334] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:40.937369] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:41.058514] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:41.058699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:41.058741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:41.058787] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:41.062212] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: UP (p=60.92%)
[2026-02-11T20:32:41.062491] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2026-02-11T20:32:41.062642] [INFO ] [sig       ] TCBK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:41.204151] [INFO ] [LOCAL     ] Saved forecast: TCBK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TCBK.txt
[2026-02-11T20:32:41.204313] [INFO ] [sig       ] [2950/3412] Completed TCBK in 0.3s | 2.79 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-11T20:32:41.204365] [INFO ] [sig       ] [2951/3412] Forecasting TCBX...
[2026-02-11T20:32:41.204402] [INFO ] [sig       ] Generating forecast for: TCBX
[2026-02-11T20:32:41.204440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2026-02-11T20:32:41.215904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2026-02-11T20:32:41.216364] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2026-02-11T20:32:41.217242] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2026-02-11T20:32:41.217298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:41.217333] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:41.217362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:41.217420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:41.276982] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:41.277967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:41.278055] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:41.278091] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:41.402258] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:41.402428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:41.402471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:41.402501] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:41.406203] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=5.47%)
[2026-02-11T20:32:41.406519] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2026-02-11T20:32:41.406680] [INFO ] [sig       ] TCBX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:41.560801] [INFO ] [LOCAL     ] Saved forecast: TCBX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TCBX.txt
[2026-02-11T20:32:41.561023] [INFO ] [sig       ] [2951/3412] Completed TCBX in 0.4s | 2.79 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-11T20:32:41.561085] [INFO ] [sig       ] [2952/3412] Forecasting TCMD...
[2026-02-11T20:32:41.561123] [INFO ] [sig       ] Generating forecast for: TCMD
[2026-02-11T20:32:41.561169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2026-02-11T20:32:41.573324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2026-02-11T20:32:41.573812] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2026-02-11T20:32:41.574951] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2026-02-11T20:32:41.575007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:41.575041] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:41.575069] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:41.575127] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:41.639897] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:41.640899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:41.640987] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:41.641040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:41.772312] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:41.772478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:41.772520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:41.772550] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:41.776117] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: DOWN (p=17.06%)
[2026-02-11T20:32:41.776478] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2026-02-11T20:32:41.776643] [INFO ] [sig       ] TCMD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:41.924822] [INFO ] [LOCAL     ] Saved forecast: TCMD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TCMD.txt
[2026-02-11T20:32:41.924995] [INFO ] [sig       ] [2952/3412] Completed TCMD in 0.4s | 2.79 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-11T20:32:41.925037] [INFO ] [sig       ] [2953/3412] Forecasting TCOM...
[2026-02-11T20:32:41.925066] [INFO ] [sig       ] Generating forecast for: TCOM
[2026-02-11T20:32:41.925096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2026-02-11T20:32:41.937349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2026-02-11T20:32:41.937831] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2026-02-11T20:32:41.938720] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2026-02-11T20:32:41.938811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:41.938844] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:41.938872] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:41.938929] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:42.000771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:42.001789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:42.001884] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:42.001917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:42.131353] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:42.131521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:42.131563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:42.131614] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:42.135635] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: UP (p=87.75%)
[2026-02-11T20:32:42.136068] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2026-02-11T20:32:42.136260] [INFO ] [sig       ] TCOM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:42.291617] [INFO ] [LOCAL     ] Saved forecast: TCOM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TCOM.txt
[2026-02-11T20:32:42.291778] [INFO ] [sig       ] [2953/3412] Completed TCOM in 0.4s | 2.79 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-11T20:32:42.291819] [INFO ] [sig       ] [2954/3412] Forecasting TCPC...
[2026-02-11T20:32:42.291850] [INFO ] [sig       ] Generating forecast for: TCPC
[2026-02-11T20:32:42.291880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2026-02-11T20:32:42.303763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2026-02-11T20:32:42.304144] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2026-02-11T20:32:42.305189] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2026-02-11T20:32:42.305241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:42.305273] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:42.305311] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:42.305559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:42.367925] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:42.369053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:42.369143] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:42.369182] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:42.496346] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:42.496516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:42.496558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:42.496609] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:42.500730] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2026-02-11T20:32:42.501222] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2026-02-11T20:32:42.501365] [INFO ] [sig       ] TCPC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:42.649562] [INFO ] [LOCAL     ] Saved forecast: TCPC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TCPC.txt
[2026-02-11T20:32:42.649747] [INFO ] [sig       ] [2954/3412] Completed TCPC in 0.4s | 2.79 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-11T20:32:42.649790] [INFO ] [sig       ] [2955/3412] Forecasting TCX...
[2026-02-11T20:32:42.649818] [INFO ] [sig       ] Generating forecast for: TCX
[2026-02-11T20:32:42.649848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2026-02-11T20:32:42.660772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2026-02-11T20:32:42.661192] [INFO ] [FORECASTER] Starting predict_future for TCX
[2026-02-11T20:32:42.662110] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2026-02-11T20:32:42.662165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:42.662198] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:42.662225] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:42.662283] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:42.721130] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:42.722162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:42.722256] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:42.722290] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:42.837641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:42.837803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:42.837848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:42.837878] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:42.841589] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=14.21%)
[2026-02-11T20:32:42.841899] [INFO ] [FORECASTER] Completed predict_future for TCX
[2026-02-11T20:32:42.842046] [INFO ] [sig       ] TCX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:43.001076] [INFO ] [LOCAL     ] Saved forecast: TCX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TCX.txt
[2026-02-11T20:32:43.001250] [INFO ] [sig       ] [2955/3412] Completed TCX in 0.4s | 2.79 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-11T20:32:43.001302] [INFO ] [sig       ] [2956/3412] Forecasting TD...
[2026-02-11T20:32:43.001343] [INFO ] [sig       ] Generating forecast for: TD
[2026-02-11T20:32:43.001384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2026-02-11T20:32:43.013004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2026-02-11T20:32:43.013422] [INFO ] [FORECASTER] Starting predict_future for TD
[2026-02-11T20:32:43.014314] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2026-02-11T20:32:43.014369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:43.014403] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:43.014430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:43.014488] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:43.072817] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:43.073485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:43.073584] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:43.073622] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:43.194621] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:43.194783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:43.194857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:43.194887] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:43.198386] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=32.80%)
[2026-02-11T20:32:43.198701] [INFO ] [FORECASTER] Completed predict_future for TD
[2026-02-11T20:32:43.198841] [INFO ] [sig       ] TD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:43.351127] [INFO ] [LOCAL     ] Saved forecast: TD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TD.txt
[2026-02-11T20:32:43.351301] [INFO ] [sig       ] [2956/3412] Completed TD in 0.3s | 2.79 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-11T20:32:43.351352] [INFO ] [sig       ] [2957/3412] Forecasting TDC...
[2026-02-11T20:32:43.351383] [INFO ] [sig       ] Generating forecast for: TDC
[2026-02-11T20:32:43.351414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2026-02-11T20:32:43.363510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2026-02-11T20:32:43.363913] [INFO ] [FORECASTER] Starting predict_future for TDC
[2026-02-11T20:32:43.364791] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2026-02-11T20:32:43.364846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:43.364878] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:43.364905] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:43.364963] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:43.432462] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:43.433623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:43.433724] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:43.433762] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:43.569117] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:43.569282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:43.569334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:43.569370] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:43.572957] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=60.11%)
[2026-02-11T20:32:43.573242] [INFO ] [FORECASTER] Completed predict_future for TDC
[2026-02-11T20:32:43.573374] [INFO ] [sig       ] TDC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:43.720588] [INFO ] [LOCAL     ] Saved forecast: TDC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TDC.txt
[2026-02-11T20:32:43.720753] [INFO ] [sig       ] [2957/3412] Completed TDC in 0.4s | 2.79 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-11T20:32:43.720794] [INFO ] [sig       ] [2958/3412] Forecasting TDF...
[2026-02-11T20:32:43.720824] [INFO ] [sig       ] Generating forecast for: TDF
[2026-02-11T20:32:43.720854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2026-02-11T20:32:43.732362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2026-02-11T20:32:43.732750] [INFO ] [FORECASTER] Starting predict_future for TDF
[2026-02-11T20:32:43.733559] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2026-02-11T20:32:43.733631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:43.733663] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:43.733691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:43.733747] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:43.793365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:43.794279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:43.794375] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:43.794410] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:43.916394] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:43.916567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:43.916633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:43.916664] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:43.921083] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=20.57%)
[2026-02-11T20:32:43.921619] [INFO ] [FORECASTER] Completed predict_future for TDF
[2026-02-11T20:32:43.921765] [INFO ] [sig       ] TDF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:44.077550] [INFO ] [LOCAL     ] Saved forecast: TDF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TDF.txt
[2026-02-11T20:32:44.077743] [INFO ] [sig       ] [2958/3412] Completed TDF in 0.4s | 2.79 sym/s | Total: 17.7m | ETA: 2.7m
[2026-02-11T20:32:44.077790] [INFO ] [sig       ] [2959/3412] Forecasting TDG...
[2026-02-11T20:32:44.077823] [INFO ] [sig       ] Generating forecast for: TDG
[2026-02-11T20:32:44.077855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2026-02-11T20:32:44.092786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2026-02-11T20:32:44.093188] [INFO ] [FORECASTER] Starting predict_future for TDG
[2026-02-11T20:32:44.094143] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2026-02-11T20:32:44.094204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:44.094253] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:44.094308] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:44.094393] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:44.165756] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:44.166767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:44.166857] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:44.166893] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:44.301258] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:44.301425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:44.301686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:44.301730] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:44.305942] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=79.16%)
[2026-02-11T20:32:44.306256] [INFO ] [FORECASTER] Completed predict_future for TDG
[2026-02-11T20:32:44.306423] [INFO ] [sig       ] TDG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:44.451173] [INFO ] [LOCAL     ] Saved forecast: TDG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TDG.txt
[2026-02-11T20:32:44.451320] [INFO ] [sig       ] [2959/3412] Completed TDG in 0.4s | 2.79 sym/s | Total: 17.7m | ETA: 2.7m
[2026-02-11T20:32:44.451362] [INFO ] [sig       ] [2960/3412] Forecasting TDS...
[2026-02-11T20:32:44.451393] [INFO ] [sig       ] Generating forecast for: TDS
[2026-02-11T20:32:44.451450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2026-02-11T20:32:44.462388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2026-02-11T20:32:44.462764] [INFO ] [FORECASTER] Starting predict_future for TDS
[2026-02-11T20:32:44.463693] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2026-02-11T20:32:44.463748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:44.463781] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:44.463808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:44.463877] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:44.532525] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:44.533487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:44.533602] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:44.533642] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:44.662228] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:44.662386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:44.662429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:44.662460] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:44.666247] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2026-02-11T20:32:44.666541] [INFO ] [FORECASTER] Completed predict_future for TDS
[2026-02-11T20:32:44.666695] [INFO ] [sig       ] TDS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:44.823435] [INFO ] [LOCAL     ] Saved forecast: TDS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TDS.txt
[2026-02-11T20:32:44.823613] [INFO ] [sig       ] [2960/3412] Completed TDS in 0.4s | 2.79 sym/s | Total: 17.7m | ETA: 2.7m
[2026-02-11T20:32:44.823662] [INFO ] [sig       ] [2961/3412] Forecasting TDSC...
[2026-02-11T20:32:44.823694] [INFO ] [sig       ] Generating forecast for: TDSC
[2026-02-11T20:32:44.823724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2026-02-11T20:32:44.835108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2026-02-11T20:32:44.835457] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2026-02-11T20:32:44.836403] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2026-02-11T20:32:44.836459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:44.836491] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:44.836524] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:44.836626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:44.906797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:44.908318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:44.908443] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:44.908496] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:45.028644] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:45.028811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:45.028854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:45.028897] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:45.032683] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=23.16%)
[2026-02-11T20:32:45.033003] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2026-02-11T20:32:45.033147] [INFO ] [sig       ] TDSC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:45.187021] [INFO ] [LOCAL     ] Saved forecast: TDSC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TDSC.txt
[2026-02-11T20:32:45.187192] [INFO ] [sig       ] [2961/3412] Completed TDSC in 0.4s | 2.79 sym/s | Total: 17.7m | ETA: 2.7m
[2026-02-11T20:32:45.187245] [INFO ] [sig       ] [2962/3412] Forecasting TDUP...
[2026-02-11T20:32:45.187278] [INFO ] [sig       ] Generating forecast for: TDUP
[2026-02-11T20:32:45.187308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2026-02-11T20:32:45.198883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2026-02-11T20:32:45.199248] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2026-02-11T20:32:45.200124] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2026-02-11T20:32:45.200178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:45.200211] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:45.200237] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:45.200293] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:45.265759] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:45.266680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:45.266771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:45.266804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:45.397602] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:45.397765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:45.397807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:45.397835] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:45.401704] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=92.03%)
[2026-02-11T20:32:45.402000] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2026-02-11T20:32:45.402140] [INFO ] [sig       ] TDUP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:45.559115] [INFO ] [LOCAL     ] Saved forecast: TDUP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TDUP.txt
[2026-02-11T20:32:45.559283] [INFO ] [sig       ] [2962/3412] Completed TDUP in 0.4s | 2.79 sym/s | Total: 17.7m | ETA: 2.7m
[2026-02-11T20:32:45.559351] [INFO ] [sig       ] [2963/3412] Forecasting TDY...
[2026-02-11T20:32:45.559398] [INFO ] [sig       ] Generating forecast for: TDY
[2026-02-11T20:32:45.559449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2026-02-11T20:32:45.571683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2026-02-11T20:32:45.572088] [INFO ] [FORECASTER] Starting predict_future for TDY
[2026-02-11T20:32:45.573218] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2026-02-11T20:32:45.573285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:45.573324] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:45.573351] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:45.573406] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:45.640926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:45.641991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:45.642079] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:45.642112] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:45.774173] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:45.774381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:45.774459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:45.774501] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:45.778352] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2026-02-11T20:32:45.778660] [INFO ] [FORECASTER] Completed predict_future for TDY
[2026-02-11T20:32:45.778797] [INFO ] [sig       ] TDY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:45.959516] [INFO ] [LOCAL     ] Saved forecast: TDY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TDY.txt
[2026-02-11T20:32:45.959692] [INFO ] [sig       ] [2963/3412] Completed TDY in 0.4s | 2.79 sym/s | Total: 17.7m | ETA: 2.7m
[2026-02-11T20:32:45.959734] [INFO ] [sig       ] [2964/3412] Forecasting TEAM...
[2026-02-11T20:32:45.959765] [INFO ] [sig       ] Generating forecast for: TEAM
[2026-02-11T20:32:45.959797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2026-02-11T20:32:45.972938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2026-02-11T20:32:45.973364] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2026-02-11T20:32:45.974320] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2026-02-11T20:32:45.974375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:45.974409] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:45.974437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:45.974495] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:46.032645] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:46.033789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:46.033879] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:46.033914] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:46.163082] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:46.163241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:46.163282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:46.163312] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:46.166995] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: DOWN (p=39.02%)
[2026-02-11T20:32:46.167280] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2026-02-11T20:32:46.167437] [INFO ] [sig       ] TEAM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:46.310385] [INFO ] [LOCAL     ] Saved forecast: TEAM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TEAM.txt
[2026-02-11T20:32:46.310534] [INFO ] [sig       ] [2964/3412] Completed TEAM in 0.4s | 2.79 sym/s | Total: 17.7m | ETA: 2.7m
[2026-02-11T20:32:46.310591] [INFO ] [sig       ] [2965/3412] Forecasting TECH...
[2026-02-11T20:32:46.310625] [INFO ] [sig       ] Generating forecast for: TECH
[2026-02-11T20:32:46.310657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2026-02-11T20:32:46.321966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2026-02-11T20:32:46.322321] [INFO ] [FORECASTER] Starting predict_future for TECH
[2026-02-11T20:32:46.323475] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2026-02-11T20:32:46.323530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:46.323563] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:46.323620] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:46.323682] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:46.382864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:46.383853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:46.383936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:46.383968] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:46.518028] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:46.518212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:46.518261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:46.518298] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:46.522066] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2026-02-11T20:32:46.522372] [INFO ] [FORECASTER] Completed predict_future for TECH
[2026-02-11T20:32:46.522512] [INFO ] [sig       ] TECH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:46.671243] [INFO ] [LOCAL     ] Saved forecast: TECH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TECH.txt
[2026-02-11T20:32:46.671400] [INFO ] [sig       ] [2965/3412] Completed TECH in 0.4s | 2.79 sym/s | Total: 17.7m | ETA: 2.7m
[2026-02-11T20:32:46.671443] [INFO ] [sig       ] [2966/3412] Forecasting TECK...
[2026-02-11T20:32:46.671474] [INFO ] [sig       ] Generating forecast for: TECK
[2026-02-11T20:32:46.671507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2026-02-11T20:32:46.683731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2026-02-11T20:32:46.684122] [INFO ] [FORECASTER] Starting predict_future for TECK
[2026-02-11T20:32:46.685007] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2026-02-11T20:32:46.685063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:46.685096] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:46.685124] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:46.685184] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:46.750046] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:46.751084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:46.751175] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:46.751214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:46.883631] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:46.883792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:46.883835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:46.883876] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:46.887669] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=35.38%)
[2026-02-11T20:32:46.887974] [INFO ] [FORECASTER] Completed predict_future for TECK
[2026-02-11T20:32:46.888151] [INFO ] [sig       ] TECK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:47.040267] [INFO ] [LOCAL     ] Saved forecast: TECK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TECK.txt
[2026-02-11T20:32:47.040489] [INFO ] [sig       ] [2966/3412] Completed TECK in 0.4s | 2.79 sym/s | Total: 17.7m | ETA: 2.7m
[2026-02-11T20:32:47.040547] [INFO ] [sig       ] [2967/3412] Forecasting TEI...
[2026-02-11T20:32:47.040601] [INFO ] [sig       ] Generating forecast for: TEI
[2026-02-11T20:32:47.040636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2026-02-11T20:32:47.052786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2026-02-11T20:32:47.053145] [INFO ] [FORECASTER] Starting predict_future for TEI
[2026-02-11T20:32:47.054308] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2026-02-11T20:32:47.054391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:47.054476] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:47.054509] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:47.054569] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:47.117135] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:47.118090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:47.118182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:47.118216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:47.247975] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:47.248140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:47.248183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:47.248214] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:47.251825] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2026-02-11T20:32:47.252122] [INFO ] [FORECASTER] Completed predict_future for TEI
[2026-02-11T20:32:47.252271] [INFO ] [sig       ] TEI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:47.404920] [INFO ] [LOCAL     ] Saved forecast: TEI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TEI.txt
[2026-02-11T20:32:47.405088] [INFO ] [sig       ] [2967/3412] Completed TEI in 0.4s | 2.79 sym/s | Total: 17.7m | ETA: 2.7m
[2026-02-11T20:32:47.405151] [INFO ] [sig       ] [2968/3412] Forecasting TELO...
[2026-02-11T20:32:47.405201] [INFO ] [sig       ] Generating forecast for: TELO
[2026-02-11T20:32:47.405247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2026-02-11T20:32:47.416686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2026-02-11T20:32:47.417032] [INFO ] [FORECASTER] Starting predict_future for TELO
[2026-02-11T20:32:47.417938] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2026-02-11T20:32:47.417993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:47.418025] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:47.418052] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:47.418109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:47.481659] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:47.482592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:47.482693] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:47.482740] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:47.609923] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:47.610097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:47.610144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:47.610173] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:47.614353] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=78.47%)
[2026-02-11T20:32:47.614662] [INFO ] [FORECASTER] Completed predict_future for TELO
[2026-02-11T20:32:47.614801] [INFO ] [sig       ] TELO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:47.773038] [INFO ] [LOCAL     ] Saved forecast: TELO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TELO.txt
[2026-02-11T20:32:47.773237] [INFO ] [sig       ] [2968/3412] Completed TELO in 0.4s | 2.79 sym/s | Total: 17.7m | ETA: 2.7m
[2026-02-11T20:32:47.773296] [INFO ] [sig       ] [2969/3412] Forecasting TEM...
[2026-02-11T20:32:47.773341] [INFO ] [sig       ] Generating forecast for: TEM
[2026-02-11T20:32:47.773378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2026-02-11T20:32:47.785754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2026-02-11T20:32:47.786213] [INFO ] [FORECASTER] Starting predict_future for TEM
[2026-02-11T20:32:47.787398] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2026-02-11T20:32:47.787467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:47.787533] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:47.787563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:47.787830] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:47.853531] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:47.854403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:47.854512] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:47.854751] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:47.986346] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:47.986527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:47.986619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:47.986662] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:47.990835] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2026-02-11T20:32:47.991203] [INFO ] [FORECASTER] Completed predict_future for TEM
[2026-02-11T20:32:47.991352] [INFO ] [sig       ] TEM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:48.159995] [INFO ] [LOCAL     ] Saved forecast: TEM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TEM.txt
[2026-02-11T20:32:48.160157] [INFO ] [sig       ] [2969/3412] Completed TEM in 0.4s | 2.79 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-11T20:32:48.160202] [INFO ] [sig       ] [2970/3412] Forecasting TENB...
[2026-02-11T20:32:48.160232] [INFO ] [sig       ] Generating forecast for: TENB
[2026-02-11T20:32:48.160265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2026-02-11T20:32:48.171634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2026-02-11T20:32:48.172001] [INFO ] [FORECASTER] Starting predict_future for TENB
[2026-02-11T20:32:48.172960] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2026-02-11T20:32:48.173016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:48.173050] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:48.173077] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:48.173136] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:48.239665] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:48.240683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:48.240809] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:48.240855] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:48.384875] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:48.385044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:48.385087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:48.385115] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:48.388746] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2026-02-11T20:32:48.389031] [INFO ] [FORECASTER] Completed predict_future for TENB
[2026-02-11T20:32:48.389162] [INFO ] [sig       ] TENB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:48.539284] [INFO ] [LOCAL     ] Saved forecast: TENB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TENB.txt
[2026-02-11T20:32:48.539444] [INFO ] [sig       ] [2970/3412] Completed TENB in 0.4s | 2.79 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-11T20:32:48.539492] [INFO ] [sig       ] [2971/3412] Forecasting TENX...
[2026-02-11T20:32:48.539522] [INFO ] [sig       ] Generating forecast for: TENX
[2026-02-11T20:32:48.539553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2026-02-11T20:32:48.551258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2026-02-11T20:32:48.551623] [INFO ] [FORECASTER] Starting predict_future for TENX
[2026-02-11T20:32:48.552475] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2026-02-11T20:32:48.552738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:48.552772] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:48.552801] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:48.552859] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:48.615468] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:48.616605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:48.616690] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:48.616722] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:48.735141] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:48.735302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:48.735346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:48.735379] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:48.739003] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2026-02-11T20:32:48.739284] [INFO ] [FORECASTER] Completed predict_future for TENX
[2026-02-11T20:32:48.739415] [INFO ] [sig       ] TENX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:48.882899] [INFO ] [LOCAL     ] Saved forecast: TENX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TENX.txt
[2026-02-11T20:32:48.883027] [INFO ] [sig       ] [2971/3412] Completed TENX in 0.3s | 2.79 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-11T20:32:48.883067] [INFO ] [sig       ] [2972/3412] Forecasting TERN...
[2026-02-11T20:32:48.883097] [INFO ] [sig       ] Generating forecast for: TERN
[2026-02-11T20:32:48.883127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2026-02-11T20:32:48.893848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2026-02-11T20:32:48.894131] [INFO ] [FORECASTER] Starting predict_future for TERN
[2026-02-11T20:32:48.894972] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2026-02-11T20:32:48.895025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:48.895057] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:48.895084] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:48.895142] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:48.952905] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:48.953807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:48.953894] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:48.953927] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:49.075042] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:49.075208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:49.075257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:49.075289] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:49.078974] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: DOWN (p=15.11%)
[2026-02-11T20:32:49.079271] [INFO ] [FORECASTER] Completed predict_future for TERN
[2026-02-11T20:32:49.079432] [INFO ] [sig       ] TERN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:49.228701] [INFO ] [LOCAL     ] Saved forecast: TERN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TERN.txt
[2026-02-11T20:32:49.228899] [INFO ] [sig       ] [2972/3412] Completed TERN in 0.3s | 2.79 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-11T20:32:49.228958] [INFO ] [sig       ] [2973/3412] Forecasting TEVA...
[2026-02-11T20:32:49.228997] [INFO ] [sig       ] Generating forecast for: TEVA
[2026-02-11T20:32:49.229033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2026-02-11T20:32:49.241094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2026-02-11T20:32:49.241481] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2026-02-11T20:32:49.242345] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2026-02-11T20:32:49.242399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:49.242434] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:49.242465] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:49.242524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:49.303414] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:49.304297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:49.304385] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:49.304421] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:49.425605] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:49.425812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:49.425856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:49.425888] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:49.429556] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=79.73%)
[2026-02-11T20:32:49.429904] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2026-02-11T20:32:49.430066] [INFO ] [sig       ] TEVA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:49.582130] [INFO ] [LOCAL     ] Saved forecast: TEVA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TEVA.txt
[2026-02-11T20:32:49.582295] [INFO ] [sig       ] [2973/3412] Completed TEVA in 0.4s | 2.79 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-11T20:32:49.582340] [INFO ] [sig       ] [2974/3412] Forecasting TEX...
[2026-02-11T20:32:49.582371] [INFO ] [sig       ] Generating forecast for: TEX
[2026-02-11T20:32:49.582405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2026-02-11T20:32:49.593177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2026-02-11T20:32:49.593531] [INFO ] [FORECASTER] Starting predict_future for TEX
[2026-02-11T20:32:49.594395] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2026-02-11T20:32:49.594450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:49.594484] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:49.594513] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:49.594591] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:49.656168] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:49.657152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:49.657243] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:49.657277] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:49.787054] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:49.787220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:49.787281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:49.787315] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:49.790998] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=72.33%)
[2026-02-11T20:32:49.791319] [INFO ] [FORECASTER] Completed predict_future for TEX
[2026-02-11T20:32:49.791496] [INFO ] [sig       ] TEX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:49.942034] [INFO ] [LOCAL     ] Saved forecast: TEX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TEX.txt
[2026-02-11T20:32:49.942195] [INFO ] [sig       ] [2974/3412] Completed TEX in 0.4s | 2.79 sym/s | Total: 17.8m | ETA: 2.6m
[2026-02-11T20:32:49.942236] [INFO ] [sig       ] [2975/3412] Forecasting TFC...
[2026-02-11T20:32:49.942266] [INFO ] [sig       ] Generating forecast for: TFC
[2026-02-11T20:32:49.942298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2026-02-11T20:32:49.954363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2026-02-11T20:32:49.954747] [INFO ] [FORECASTER] Starting predict_future for TFC
[2026-02-11T20:32:49.955563] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2026-02-11T20:32:49.955637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:49.955669] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:49.955696] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:49.955753] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:50.015022] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:50.015838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:50.015924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:50.015957] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:50.151618] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:50.151976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:50.152017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:50.152047] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:50.155958] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2026-02-11T20:32:50.156260] [INFO ] [FORECASTER] Completed predict_future for TFC
[2026-02-11T20:32:50.156418] [INFO ] [sig       ] TFC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:50.311037] [INFO ] [LOCAL     ] Saved forecast: TFC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TFC.txt
[2026-02-11T20:32:50.311171] [INFO ] [sig       ] [2975/3412] Completed TFC in 0.4s | 2.79 sym/s | Total: 17.8m | ETA: 2.6m
[2026-02-11T20:32:50.311211] [INFO ] [sig       ] [2976/3412] Forecasting TFII...
[2026-02-11T20:32:50.311240] [INFO ] [sig       ] Generating forecast for: TFII
[2026-02-11T20:32:50.311270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2026-02-11T20:32:50.321994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2026-02-11T20:32:50.322268] [INFO ] [FORECASTER] Starting predict_future for TFII
[2026-02-11T20:32:50.323121] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2026-02-11T20:32:50.323173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:50.323204] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:50.323231] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:50.323288] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:50.389923] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:50.390840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:50.390945] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:50.390982] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:50.528127] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:50.528296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:50.528353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:50.528395] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:50.532461] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=91.04%)
[2026-02-11T20:32:50.532791] [INFO ] [FORECASTER] Completed predict_future for TFII
[2026-02-11T20:32:50.532928] [INFO ] [sig       ] TFII: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:50.685374] [INFO ] [LOCAL     ] Saved forecast: TFII	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TFII.txt
[2026-02-11T20:32:50.685511] [INFO ] [sig       ] [2976/3412] Completed TFII in 0.4s | 2.79 sym/s | Total: 17.8m | ETA: 2.6m
[2026-02-11T20:32:50.685549] [INFO ] [sig       ] [2977/3412] Forecasting TFIN...
[2026-02-11T20:32:50.685625] [INFO ] [sig       ] Generating forecast for: TFIN
[2026-02-11T20:32:50.685659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2026-02-11T20:32:50.701678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2026-02-11T20:32:50.701998] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2026-02-11T20:32:50.702884] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2026-02-11T20:32:50.702937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:50.702968] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:50.702995] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:50.703053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:50.765850] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:50.766818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:50.766907] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:50.766943] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:50.887266] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:50.887425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:50.887469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:50.887521] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:50.891087] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2026-02-11T20:32:50.891374] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2026-02-11T20:32:50.891523] [INFO ] [sig       ] TFIN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:51.044983] [INFO ] [LOCAL     ] Saved forecast: TFIN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TFIN.txt
[2026-02-11T20:32:51.045121] [INFO ] [sig       ] [2977/3412] Completed TFIN in 0.4s | 2.79 sym/s | Total: 17.8m | ETA: 2.6m
[2026-02-11T20:32:51.045163] [INFO ] [sig       ] [2978/3412] Forecasting TFPM...
[2026-02-11T20:32:51.045192] [INFO ] [sig       ] Generating forecast for: TFPM
[2026-02-11T20:32:51.045222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2026-02-11T20:32:51.058205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2026-02-11T20:32:51.058541] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2026-02-11T20:32:51.059402] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2026-02-11T20:32:51.059456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:51.059502] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:51.059533] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:51.059619] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:51.121761] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:51.122624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:51.122714] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:51.122750] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:51.248674] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:51.248830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:51.248875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:51.248905] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:51.252535] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=61.89%)
[2026-02-11T20:32:51.252850] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2026-02-11T20:32:51.252988] [INFO ] [sig       ] TFPM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:51.400784] [INFO ] [LOCAL     ] Saved forecast: TFPM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TFPM.txt
[2026-02-11T20:32:51.400935] [INFO ] [sig       ] [2978/3412] Completed TFPM in 0.4s | 2.79 sym/s | Total: 17.8m | ETA: 2.6m
[2026-02-11T20:32:51.400975] [INFO ] [sig       ] [2979/3412] Forecasting TFSL...
[2026-02-11T20:32:51.401007] [INFO ] [sig       ] Generating forecast for: TFSL
[2026-02-11T20:32:51.401036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2026-02-11T20:32:51.412362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2026-02-11T20:32:51.412681] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2026-02-11T20:32:51.413485] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2026-02-11T20:32:51.413538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:51.413593] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:51.413625] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:51.413682] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:51.473795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:51.474541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:51.474649] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:51.474685] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:51.596368] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:51.596537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:51.596601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:51.596636] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:51.600414] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: DOWN (p=10.26%)
[2026-02-11T20:32:51.600924] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2026-02-11T20:32:51.601060] [INFO ] [sig       ] TFSL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:51.750313] [INFO ] [LOCAL     ] Saved forecast: TFSL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TFSL.txt
[2026-02-11T20:32:51.750492] [INFO ] [sig       ] [2979/3412] Completed TFSL in 0.3s | 2.79 sym/s | Total: 17.8m | ETA: 2.6m
[2026-02-11T20:32:51.750541] [INFO ] [sig       ] [2980/3412] Forecasting TG...
[2026-02-11T20:32:51.750590] [INFO ] [sig       ] Generating forecast for: TG
[2026-02-11T20:32:51.750627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2026-02-11T20:32:51.761315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2026-02-11T20:32:51.761748] [INFO ] [FORECASTER] Starting predict_future for TG
[2026-02-11T20:32:51.762612] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2026-02-11T20:32:51.762666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:51.762697] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:51.762725] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:51.762812] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:51.822994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:51.823967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:51.824059] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:51.824094] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:51.951165] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:51.951333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:51.951376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:51.951413] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:51.955176] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2026-02-11T20:32:51.955533] [INFO ] [FORECASTER] Completed predict_future for TG
[2026-02-11T20:32:51.955700] [INFO ] [sig       ] TG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:52.110088] [INFO ] [LOCAL     ] Saved forecast: TG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TG.txt
[2026-02-11T20:32:52.110245] [INFO ] [sig       ] [2980/3412] Completed TG in 0.4s | 2.79 sym/s | Total: 17.8m | ETA: 2.6m
[2026-02-11T20:32:52.110284] [INFO ] [sig       ] [2981/3412] Forecasting TGLS...
[2026-02-11T20:32:52.110315] [INFO ] [sig       ] Generating forecast for: TGLS
[2026-02-11T20:32:52.110345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2026-02-11T20:32:52.122101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2026-02-11T20:32:52.122508] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2026-02-11T20:32:52.123864] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2026-02-11T20:32:52.123922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:52.123959] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:52.123988] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:52.124047] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:52.185311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:52.186497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:52.186794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:52.186838] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:52.317204] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:52.317369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:52.317412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:52.317439] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:52.321561] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=11.84%)
[2026-02-11T20:32:52.322054] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2026-02-11T20:32:52.322188] [INFO ] [sig       ] TGLS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:52.475686] [INFO ] [LOCAL     ] Saved forecast: TGLS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TGLS.txt
[2026-02-11T20:32:52.475847] [INFO ] [sig       ] [2981/3412] Completed TGLS in 0.4s | 2.79 sym/s | Total: 17.8m | ETA: 2.6m
[2026-02-11T20:32:52.475888] [INFO ] [sig       ] [2982/3412] Forecasting TGNA...
[2026-02-11T20:32:52.475918] [INFO ] [sig       ] Generating forecast for: TGNA
[2026-02-11T20:32:52.475954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2026-02-11T20:32:52.488514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2026-02-11T20:32:52.488913] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2026-02-11T20:32:52.489780] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2026-02-11T20:32:52.489833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:52.489864] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:52.489891] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:52.489948] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:52.549115] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:52.550278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:52.550399] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:52.550449] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:52.681658] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:52.681873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:52.681931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:52.681962] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:52.686998] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=31.49%)
[2026-02-11T20:32:52.687372] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2026-02-11T20:32:52.687588] [INFO ] [sig       ] TGNA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:52.842082] [INFO ] [LOCAL     ] Saved forecast: TGNA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TGNA.txt
[2026-02-11T20:32:52.842265] [INFO ] [sig       ] [2982/3412] Completed TGNA in 0.4s | 2.79 sym/s | Total: 17.8m | ETA: 2.6m
[2026-02-11T20:32:52.842315] [INFO ] [sig       ] [2983/3412] Forecasting TGS...
[2026-02-11T20:32:52.842345] [INFO ] [sig       ] Generating forecast for: TGS
[2026-02-11T20:32:52.842388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2026-02-11T20:32:52.855909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2026-02-11T20:32:52.856303] [INFO ] [FORECASTER] Starting predict_future for TGS
[2026-02-11T20:32:52.857133] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2026-02-11T20:32:52.857186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:52.857217] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:52.857243] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:52.857308] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:52.920430] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:52.921558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:52.921669] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:52.921702] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:53.041875] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:53.042034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:53.042075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:53.042103] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:53.045642] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=22.48%)
[2026-02-11T20:32:53.045969] [INFO ] [FORECASTER] Completed predict_future for TGS
[2026-02-11T20:32:53.046106] [INFO ] [sig       ] TGS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:53.187203] [INFO ] [LOCAL     ] Saved forecast: TGS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TGS.txt
[2026-02-11T20:32:53.187356] [INFO ] [sig       ] [2983/3412] Completed TGS in 0.3s | 2.79 sym/s | Total: 17.8m | ETA: 2.6m
[2026-02-11T20:32:53.187397] [INFO ] [sig       ] [2984/3412] Forecasting TGTX...
[2026-02-11T20:32:53.187427] [INFO ] [sig       ] Generating forecast for: TGTX
[2026-02-11T20:32:53.187456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2026-02-11T20:32:53.199377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2026-02-11T20:32:53.199762] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2026-02-11T20:32:53.200638] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2026-02-11T20:32:53.200872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:53.200904] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:53.200931] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:53.200988] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:53.258206] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:53.258961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:53.259045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:53.259078] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:53.384784] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:53.384980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:53.385043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:53.385093] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:53.388844] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: UP (p=63.20%)
[2026-02-11T20:32:53.389130] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2026-02-11T20:32:53.389266] [INFO ] [sig       ] TGTX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:53.533001] [INFO ] [LOCAL     ] Saved forecast: TGTX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TGTX.txt
[2026-02-11T20:32:53.533171] [INFO ] [sig       ] [2984/3412] Completed TGTX in 0.3s | 2.79 sym/s | Total: 17.8m | ETA: 2.6m
[2026-02-11T20:32:53.533210] [INFO ] [sig       ] [2985/3412] Forecasting TH...
[2026-02-11T20:32:53.533240] [INFO ] [sig       ] Generating forecast for: TH
[2026-02-11T20:32:53.533271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2026-02-11T20:32:53.544124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2026-02-11T20:32:53.544475] [INFO ] [FORECASTER] Starting predict_future for TH
[2026-02-11T20:32:53.545343] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2026-02-11T20:32:53.545397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:53.545431] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:53.545464] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:53.545533] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:53.605763] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:53.606757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:53.606851] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:53.606884] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:53.743624] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:53.743833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:53.743895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:53.743945] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:53.748503] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2026-02-11T20:32:53.749021] [INFO ] [FORECASTER] Completed predict_future for TH
[2026-02-11T20:32:53.749241] [INFO ] [sig       ] TH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:53.950206] [INFO ] [LOCAL     ] Saved forecast: TH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TH.txt
[2026-02-11T20:32:53.950452] [INFO ] [sig       ] [2985/3412] Completed TH in 0.4s | 2.79 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-11T20:32:53.950525] [INFO ] [sig       ] [2986/3412] Forecasting THC...
[2026-02-11T20:32:53.950601] [INFO ] [sig       ] Generating forecast for: THC
[2026-02-11T20:32:53.950661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2026-02-11T20:32:53.968700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2026-02-11T20:32:53.969294] [INFO ] [FORECASTER] Starting predict_future for THC
[2026-02-11T20:32:53.970702] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2026-02-11T20:32:53.970780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:53.970835] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:53.970882] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:53.970983] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:54.056246] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:54.057648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:54.057769] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:54.057808] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:54.236168] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:54.236427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:54.236508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:54.236563] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:54.242990] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: UP (p=89.02%)
[2026-02-11T20:32:54.243556] [INFO ] [FORECASTER] Completed predict_future for THC
[2026-02-11T20:32:54.243831] [INFO ] [sig       ] THC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:54.484001] [INFO ] [LOCAL     ] Saved forecast: THC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/THC.txt
[2026-02-11T20:32:54.484272] [INFO ] [sig       ] [2986/3412] Completed THC in 0.5s | 2.79 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-11T20:32:54.484342] [INFO ] [sig       ] [2987/3412] Forecasting THFF...
[2026-02-11T20:32:54.484393] [INFO ] [sig       ] Generating forecast for: THFF
[2026-02-11T20:32:54.484453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2026-02-11T20:32:54.507025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2026-02-11T20:32:54.515980] [INFO ] [FORECASTER] Starting predict_future for THFF
[2026-02-11T20:32:54.517868] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2026-02-11T20:32:54.517953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:54.517995] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:54.518030] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:54.518131] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:54.611061] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:54.612421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:54.612613] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:54.612670] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:54.790287] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:54.790498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:54.790555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:54.790619] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:54.796276] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=60.45%)
[2026-02-11T20:32:54.796877] [INFO ] [FORECASTER] Completed predict_future for THFF
[2026-02-11T20:32:54.797108] [INFO ] [sig       ] THFF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:55.030508] [INFO ] [LOCAL     ] Saved forecast: THFF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/THFF.txt
[2026-02-11T20:32:55.030773] [INFO ] [sig       ] [2987/3412] Completed THFF in 0.5s | 2.79 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-11T20:32:55.030848] [INFO ] [sig       ] [2988/3412] Forecasting THG...
[2026-02-11T20:32:55.030902] [INFO ] [sig       ] Generating forecast for: THG
[2026-02-11T20:32:55.030956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2026-02-11T20:32:55.047656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2026-02-11T20:32:55.048181] [INFO ] [FORECASTER] Starting predict_future for THG
[2026-02-11T20:32:55.049450] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2026-02-11T20:32:55.049528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:55.049626] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:55.049681] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:55.049779] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:55.127215] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:55.128227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:55.128322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:55.128357] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:55.252473] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:55.252658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:55.252702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:55.252733] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:55.256422] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2026-02-11T20:32:55.256754] [INFO ] [FORECASTER] Completed predict_future for THG
[2026-02-11T20:32:55.256896] [INFO ] [sig       ] THG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:55.404144] [INFO ] [LOCAL     ] Saved forecast: THG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/THG.txt
[2026-02-11T20:32:55.404345] [INFO ] [sig       ] [2988/3412] Completed THG in 0.4s | 2.79 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-11T20:32:55.404404] [INFO ] [sig       ] [2989/3412] Forecasting THO...
[2026-02-11T20:32:55.404436] [INFO ] [sig       ] Generating forecast for: THO
[2026-02-11T20:32:55.404468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2026-02-11T20:32:55.416127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2026-02-11T20:32:55.416471] [INFO ] [FORECASTER] Starting predict_future for THO
[2026-02-11T20:32:55.417312] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2026-02-11T20:32:55.417366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:55.417397] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:55.417424] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:55.417480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:55.478925] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:55.479835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:55.479924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:55.479959] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:55.610016] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:55.610174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:55.610215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:55.610243] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:55.613748] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=26.25%)
[2026-02-11T20:32:55.614022] [INFO ] [FORECASTER] Completed predict_future for THO
[2026-02-11T20:32:55.614151] [INFO ] [sig       ] THO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:55.768885] [INFO ] [LOCAL     ] Saved forecast: THO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/THO.txt
[2026-02-11T20:32:55.769049] [INFO ] [sig       ] [2989/3412] Completed THO in 0.4s | 2.79 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-11T20:32:55.769091] [INFO ] [sig       ] [2990/3412] Forecasting THQ...
[2026-02-11T20:32:55.769124] [INFO ] [sig       ] Generating forecast for: THQ
[2026-02-11T20:32:55.769154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2026-02-11T20:32:55.781673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2026-02-11T20:32:55.782332] [INFO ] [FORECASTER] Starting predict_future for THQ
[2026-02-11T20:32:55.783476] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2026-02-11T20:32:55.783546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:55.783617] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:55.783655] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:55.783724] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:55.845105] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:55.846270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:55.846361] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:55.846394] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:55.972749] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:55.972915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:55.972957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:55.972989] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:55.976677] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2026-02-11T20:32:55.977014] [INFO ] [FORECASTER] Completed predict_future for THQ
[2026-02-11T20:32:55.977165] [INFO ] [sig       ] THQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:56.132446] [INFO ] [LOCAL     ] Saved forecast: THQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/THQ.txt
[2026-02-11T20:32:56.132629] [INFO ] [sig       ] [2990/3412] Completed THQ in 0.4s | 2.79 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-11T20:32:56.132675] [INFO ] [sig       ] [2991/3412] Forecasting THRM...
[2026-02-11T20:32:56.132705] [INFO ] [sig       ] Generating forecast for: THRM
[2026-02-11T20:32:56.132736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2026-02-11T20:32:56.143941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2026-02-11T20:32:56.144289] [INFO ] [FORECASTER] Starting predict_future for THRM
[2026-02-11T20:32:56.145182] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2026-02-11T20:32:56.145248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:56.145283] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:56.145312] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:56.145371] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:56.204863] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:56.205711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:56.205798] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:56.205833] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:56.326709] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:56.326872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:56.326914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:56.326945] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:56.330675] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=38.92%)
[2026-02-11T20:32:56.330963] [INFO ] [FORECASTER] Completed predict_future for THRM
[2026-02-11T20:32:56.331096] [INFO ] [sig       ] THRM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:56.474068] [INFO ] [LOCAL     ] Saved forecast: THRM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/THRM.txt
[2026-02-11T20:32:56.474199] [INFO ] [sig       ] [2991/3412] Completed THRM in 0.3s | 2.79 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-11T20:32:56.474238] [INFO ] [sig       ] [2992/3412] Forecasting THRY...
[2026-02-11T20:32:56.474268] [INFO ] [sig       ] Generating forecast for: THRY
[2026-02-11T20:32:56.474297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2026-02-11T20:32:56.485856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2026-02-11T20:32:56.486179] [INFO ] [FORECASTER] Starting predict_future for THRY
[2026-02-11T20:32:56.487029] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2026-02-11T20:32:56.487082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:56.487114] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:56.487141] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:56.487198] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:56.545475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:56.546178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:56.546266] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:56.546298] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:56.670421] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:56.670595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:56.670639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:56.670667] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:56.674087] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=33.95%)
[2026-02-11T20:32:56.674364] [INFO ] [FORECASTER] Completed predict_future for THRY
[2026-02-11T20:32:56.674493] [INFO ] [sig       ] THRY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:56.816191] [INFO ] [LOCAL     ] Saved forecast: THRY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/THRY.txt
[2026-02-11T20:32:56.816349] [INFO ] [sig       ] [2992/3412] Completed THRY in 0.3s | 2.79 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-11T20:32:56.816389] [INFO ] [sig       ] [2993/3412] Forecasting TIGO...
[2026-02-11T20:32:56.816421] [INFO ] [sig       ] Generating forecast for: TIGO
[2026-02-11T20:32:56.816452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2026-02-11T20:32:56.827338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2026-02-11T20:32:56.827753] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2026-02-11T20:32:56.828789] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2026-02-11T20:32:56.828842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:56.828874] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:56.828900] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:56.828957] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:56.888446] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:56.889180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:56.889265] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:56.889297] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:57.012501] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:57.012695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:57.012745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:57.012776] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:57.016749] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: UP (p=57.24%)
[2026-02-11T20:32:57.017043] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2026-02-11T20:32:57.017181] [INFO ] [sig       ] TIGO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:57.160154] [INFO ] [LOCAL     ] Saved forecast: TIGO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TIGO.txt
[2026-02-11T20:32:57.160327] [INFO ] [sig       ] [2993/3412] Completed TIGO in 0.3s | 2.79 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-11T20:32:57.160415] [INFO ] [sig       ] [2994/3412] Forecasting TIL...
[2026-02-11T20:32:57.160447] [INFO ] [sig       ] Generating forecast for: TIL
[2026-02-11T20:32:57.160484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2026-02-11T20:32:57.172440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2026-02-11T20:32:57.172879] [INFO ] [FORECASTER] Starting predict_future for TIL
[2026-02-11T20:32:57.173792] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2026-02-11T20:32:57.173848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:57.173883] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:57.173912] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:57.173977] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:57.237746] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:57.238681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:57.238797] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:57.238834] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:57.368044] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:57.368208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:57.368251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:57.368281] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:57.371877] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: DOWN (p=18.75%)
[2026-02-11T20:32:57.372158] [INFO ] [FORECASTER] Completed predict_future for TIL
[2026-02-11T20:32:57.372292] [INFO ] [sig       ] TIL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:57.515658] [INFO ] [LOCAL     ] Saved forecast: TIL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TIL.txt
[2026-02-11T20:32:57.515816] [INFO ] [sig       ] [2994/3412] Completed TIL in 0.4s | 2.79 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-11T20:32:57.515882] [INFO ] [sig       ] [2995/3412] Forecasting TILE...
[2026-02-11T20:32:57.515913] [INFO ] [sig       ] Generating forecast for: TILE
[2026-02-11T20:32:57.515943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2026-02-11T20:32:57.527025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2026-02-11T20:32:57.527393] [INFO ] [FORECASTER] Starting predict_future for TILE
[2026-02-11T20:32:57.528286] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2026-02-11T20:32:57.528341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:57.528374] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:57.528401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:57.528460] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:57.588109] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:57.588935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:57.589019] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:57.589052] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:57.715742] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:57.716084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:57.716124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:57.716151] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:57.720140] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: UP (p=78.23%)
[2026-02-11T20:32:57.720417] [INFO ] [FORECASTER] Completed predict_future for TILE
[2026-02-11T20:32:57.720566] [INFO ] [sig       ] TILE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:57.870344] [INFO ] [LOCAL     ] Saved forecast: TILE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TILE.txt
[2026-02-11T20:32:57.870505] [INFO ] [sig       ] [2995/3412] Completed TILE in 0.4s | 2.79 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-11T20:32:57.870549] [INFO ] [sig       ] [2996/3412] Forecasting TIMB...
[2026-02-11T20:32:57.870598] [INFO ] [sig       ] Generating forecast for: TIMB
[2026-02-11T20:32:57.870631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2026-02-11T20:32:57.882502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2026-02-11T20:32:57.883084] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2026-02-11T20:32:57.883967] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2026-02-11T20:32:57.884021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:57.884055] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:57.884085] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:57.884144] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:57.946492] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:57.947314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:57.947402] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:57.947434] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:58.070464] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:58.070641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:58.070682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:58.070710] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:58.074169] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2026-02-11T20:32:58.074462] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2026-02-11T20:32:58.074620] [INFO ] [sig       ] TIMB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:32:58.223822] [INFO ] [LOCAL     ] Saved forecast: TIMB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TIMB.txt
[2026-02-11T20:32:58.223975] [INFO ] [sig       ] [2996/3412] Completed TIMB in 0.4s | 2.79 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-11T20:32:58.224017] [INFO ] [sig       ] [2997/3412] Forecasting TITN...
[2026-02-11T20:32:58.224046] [INFO ] [sig       ] Generating forecast for: TITN
[2026-02-11T20:32:58.224077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2026-02-11T20:32:58.234863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2026-02-11T20:32:58.235192] [INFO ] [FORECASTER] Starting predict_future for TITN
[2026-02-11T20:32:58.236065] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2026-02-11T20:32:58.236119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:58.236152] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:58.236215] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:58.236302] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:58.296739] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:58.297465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:58.297592] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:58.297630] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:58.420448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:58.420621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:58.420664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:58.420693] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:58.424133] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=79.44%)
[2026-02-11T20:32:58.424412] [INFO ] [FORECASTER] Completed predict_future for TITN
[2026-02-11T20:32:58.424548] [INFO ] [sig       ] TITN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:58.568936] [INFO ] [LOCAL     ] Saved forecast: TITN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TITN.txt
[2026-02-11T20:32:58.569064] [INFO ] [sig       ] [2997/3412] Completed TITN in 0.3s | 2.79 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-11T20:32:58.569103] [INFO ] [sig       ] [2998/3412] Forecasting TJX...
[2026-02-11T20:32:58.569132] [INFO ] [sig       ] Generating forecast for: TJX
[2026-02-11T20:32:58.569161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2026-02-11T20:32:58.582056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2026-02-11T20:32:58.582436] [INFO ] [FORECASTER] Starting predict_future for TJX
[2026-02-11T20:32:58.583306] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2026-02-11T20:32:58.583358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:58.583390] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:58.583416] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:58.583486] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:58.648945] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:58.650028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:58.650121] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:58.650157] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:58.782739] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:58.782905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:58.782964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:58.782995] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:58.786490] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: UP (p=75.41%)
[2026-02-11T20:32:58.786800] [INFO ] [FORECASTER] Completed predict_future for TJX
[2026-02-11T20:32:58.786939] [INFO ] [sig       ] TJX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:58.928549] [INFO ] [LOCAL     ] Saved forecast: TJX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TJX.txt
[2026-02-11T20:32:58.928712] [INFO ] [sig       ] [2998/3412] Completed TJX in 0.4s | 2.79 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-11T20:32:58.928753] [INFO ] [sig       ] [2999/3412] Forecasting TK...
[2026-02-11T20:32:58.928781] [INFO ] [sig       ] Generating forecast for: TK
[2026-02-11T20:32:58.928811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2026-02-11T20:32:58.940278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2026-02-11T20:32:58.940630] [INFO ] [FORECASTER] Starting predict_future for TK
[2026-02-11T20:32:58.941499] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2026-02-11T20:32:58.941553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:58.941606] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:58.941637] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:58.941695] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:58.999007] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:58.999798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:58.999884] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:58.999917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:59.124071] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:59.124231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:59.124275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:59.124304] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:59.127920] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=51.87%)
[2026-02-11T20:32:59.128201] [INFO ] [FORECASTER] Completed predict_future for TK
[2026-02-11T20:32:59.128334] [INFO ] [sig       ] TK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:59.269135] [INFO ] [LOCAL     ] Saved forecast: TK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TK.txt
[2026-02-11T20:32:59.269279] [INFO ] [sig       ] [2999/3412] Completed TK in 0.3s | 2.79 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-11T20:32:59.269318] [INFO ] [sig       ] [3000/3412] Forecasting TKC...
[2026-02-11T20:32:59.269347] [INFO ] [sig       ] Generating forecast for: TKC
[2026-02-11T20:32:59.269377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2026-02-11T20:32:59.280068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2026-02-11T20:32:59.280412] [INFO ] [FORECASTER] Starting predict_future for TKC
[2026-02-11T20:32:59.281303] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2026-02-11T20:32:59.281356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:59.281388] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:59.281414] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:59.281469] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:59.341988] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:59.342964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:59.343066] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:59.343102] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:59.466170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:59.466331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:59.466371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:59.466400] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:59.469955] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=53.82%)
[2026-02-11T20:32:59.470264] [INFO ] [FORECASTER] Completed predict_future for TKC
[2026-02-11T20:32:59.470394] [INFO ] [sig       ] TKC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:59.614409] [INFO ] [LOCAL     ] Saved forecast: TKC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TKC.txt
[2026-02-11T20:32:59.614560] [INFO ] [sig       ] [3000/3412] Completed TKC in 0.3s | 2.79 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-11T20:32:59.614618] [INFO ] [sig       ] [3001/3412] Forecasting TKNO...
[2026-02-11T20:32:59.614647] [INFO ] [sig       ] Generating forecast for: TKNO
[2026-02-11T20:32:59.614679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2026-02-11T20:32:59.625238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2026-02-11T20:32:59.625537] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2026-02-11T20:32:59.626414] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2026-02-11T20:32:59.626466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:59.626498] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:59.626525] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:59.626619] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:32:59.684669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:32:59.685438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:32:59.685524] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:32:59.685557] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:32:59.808143] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:32:59.808311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:32:59.808354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:32:59.808383] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:32:59.811885] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: UP (p=75.17%)
[2026-02-11T20:32:59.812166] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2026-02-11T20:32:59.812301] [INFO ] [sig       ] TKNO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:32:59.953286] [INFO ] [LOCAL     ] Saved forecast: TKNO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TKNO.txt
[2026-02-11T20:32:59.953433] [INFO ] [sig       ] [3001/3412] Completed TKNO in 0.3s | 2.79 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-11T20:32:59.953472] [INFO ] [sig       ] [3002/3412] Forecasting TKO...
[2026-02-11T20:32:59.953501] [INFO ] [sig       ] Generating forecast for: TKO
[2026-02-11T20:32:59.953531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2026-02-11T20:32:59.965297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2026-02-11T20:32:59.965682] [INFO ] [FORECASTER] Starting predict_future for TKO
[2026-02-11T20:32:59.966484] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2026-02-11T20:32:59.966537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:32:59.966598] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:32:59.966629] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:32:59.966686] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:00.025196] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:00.026067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:00.026152] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:00.026185] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:00.159691] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:00.160094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:00.160143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:00.160183] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:00.165250] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=32.62%)
[2026-02-11T20:33:00.165559] [INFO ] [FORECASTER] Completed predict_future for TKO
[2026-02-11T20:33:00.165776] [INFO ] [sig       ] TKO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:00.321337] [INFO ] [LOCAL     ] Saved forecast: TKO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TKO.txt
[2026-02-11T20:33:00.321487] [INFO ] [sig       ] [3002/3412] Completed TKO in 0.4s | 2.79 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-11T20:33:00.321525] [INFO ] [sig       ] [3003/3412] Forecasting TLK...
[2026-02-11T20:33:00.321556] [INFO ] [sig       ] Generating forecast for: TLK
[2026-02-11T20:33:00.321604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2026-02-11T20:33:00.335072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2026-02-11T20:33:00.335446] [INFO ] [FORECASTER] Starting predict_future for TLK
[2026-02-11T20:33:00.336318] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2026-02-11T20:33:00.336371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:00.336402] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:00.336427] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:00.336488] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:00.396913] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:00.397762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:00.397849] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:00.397882] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:00.535904] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:00.536063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:00.536103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:00.536133] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:00.540057] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=29.12%)
[2026-02-11T20:33:00.540359] [INFO ] [FORECASTER] Completed predict_future for TLK
[2026-02-11T20:33:00.540490] [INFO ] [sig       ] TLK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:00.685519] [INFO ] [LOCAL     ] Saved forecast: TLK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TLK.txt
[2026-02-11T20:33:00.685698] [INFO ] [sig       ] [3003/3412] Completed TLK in 0.4s | 2.79 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-11T20:33:00.685768] [INFO ] [sig       ] [3004/3412] Forecasting TLS...
[2026-02-11T20:33:00.685801] [INFO ] [sig       ] Generating forecast for: TLS
[2026-02-11T20:33:00.685832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2026-02-11T20:33:00.697351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2026-02-11T20:33:00.697867] [INFO ] [FORECASTER] Starting predict_future for TLS
[2026-02-11T20:33:00.699133] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2026-02-11T20:33:00.699188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:00.699220] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:00.699247] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:00.699304] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:00.760118] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:00.761130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:00.761227] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:00.761260] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:00.886021] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:00.886212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:00.886255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:00.886286] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:00.889937] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=59.64%)
[2026-02-11T20:33:00.890258] [INFO ] [FORECASTER] Completed predict_future for TLS
[2026-02-11T20:33:00.890398] [INFO ] [sig       ] TLS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:01.035442] [INFO ] [LOCAL     ] Saved forecast: TLS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TLS.txt
[2026-02-11T20:33:01.035643] [INFO ] [sig       ] [3004/3412] Completed TLS in 0.3s | 2.79 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-11T20:33:01.035698] [INFO ] [sig       ] [3005/3412] Forecasting TLSA...
[2026-02-11T20:33:01.035734] [INFO ] [sig       ] Generating forecast for: TLSA
[2026-02-11T20:33:01.035771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2026-02-11T20:33:01.049289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2026-02-11T20:33:01.049731] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2026-02-11T20:33:01.051991] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2026-02-11T20:33:01.052050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:01.052083] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:01.052109] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:01.052190] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:01.123892] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:01.124877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:01.124968] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:01.125003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:01.255998] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:01.256162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:01.256204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:01.256234] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:01.260385] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=53.39%)
[2026-02-11T20:33:01.260741] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2026-02-11T20:33:01.260889] [INFO ] [sig       ] TLSA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:01.423848] [INFO ] [LOCAL     ] Saved forecast: TLSA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TLSA.txt
[2026-02-11T20:33:01.424227] [INFO ] [sig       ] [3005/3412] Completed TLSA in 0.4s | 2.79 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-11T20:33:01.424268] [INFO ] [sig       ] [3006/3412] Forecasting TLSI...
[2026-02-11T20:33:01.424313] [INFO ] [sig       ] Generating forecast for: TLSI
[2026-02-11T20:33:01.424345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2026-02-11T20:33:01.436118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2026-02-11T20:33:01.436527] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2026-02-11T20:33:01.437399] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2026-02-11T20:33:01.437452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:01.437484] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:01.437539] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:01.437614] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:01.500134] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:01.501102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:01.501221] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:01.501257] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:01.643561] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:01.643783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:01.643909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:01.643944] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:01.648738] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=27.14%)
[2026-02-11T20:33:01.649122] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2026-02-11T20:33:01.649326] [INFO ] [sig       ] TLSI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:01.842651] [INFO ] [LOCAL     ] Saved forecast: TLSI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TLSI.txt
[2026-02-11T20:33:01.842832] [INFO ] [sig       ] [3006/3412] Completed TLSI in 0.4s | 2.79 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-11T20:33:01.842875] [INFO ] [sig       ] [3007/3412] Forecasting TLYS...
[2026-02-11T20:33:01.842907] [INFO ] [sig       ] Generating forecast for: TLYS
[2026-02-11T20:33:01.842937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2026-02-11T20:33:01.855935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2026-02-11T20:33:01.856450] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2026-02-11T20:33:01.857804] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2026-02-11T20:33:01.857891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:01.857940] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:01.857981] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:01.858070] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:01.921761] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:01.922657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:01.922743] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:01.922775] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:02.047376] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:02.047586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:02.047632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:02.047663] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:02.051193] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=9.70%)
[2026-02-11T20:33:02.051471] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2026-02-11T20:33:02.051624] [INFO ] [sig       ] TLYS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:02.194648] [INFO ] [LOCAL     ] Saved forecast: TLYS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TLYS.txt
[2026-02-11T20:33:02.194797] [INFO ] [sig       ] [3007/3412] Completed TLYS in 0.4s | 2.79 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-11T20:33:02.194837] [INFO ] [sig       ] [3008/3412] Forecasting TM...
[2026-02-11T20:33:02.194866] [INFO ] [sig       ] Generating forecast for: TM
[2026-02-11T20:33:02.194896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2026-02-11T20:33:02.206594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2026-02-11T20:33:02.206903] [INFO ] [FORECASTER] Starting predict_future for TM
[2026-02-11T20:33:02.207771] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2026-02-11T20:33:02.207824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:02.207857] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:02.207884] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:02.207940] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:02.267148] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:02.268285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:02.268376] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:02.268409] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:02.397955] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:02.398120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:02.398162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:02.398193] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:02.401786] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=77.53%)
[2026-02-11T20:33:02.402108] [INFO ] [FORECASTER] Completed predict_future for TM
[2026-02-11T20:33:02.402249] [INFO ] [sig       ] TM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:02.551109] [INFO ] [LOCAL     ] Saved forecast: TM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TM.txt
[2026-02-11T20:33:02.551301] [INFO ] [sig       ] [3008/3412] Completed TM in 0.4s | 2.79 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-11T20:33:02.551346] [INFO ] [sig       ] [3009/3412] Forecasting TMC...
[2026-02-11T20:33:02.551377] [INFO ] [sig       ] Generating forecast for: TMC
[2026-02-11T20:33:02.551408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2026-02-11T20:33:02.563174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2026-02-11T20:33:02.563616] [INFO ] [FORECASTER] Starting predict_future for TMC
[2026-02-11T20:33:02.564508] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2026-02-11T20:33:02.564563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:02.564638] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:02.564690] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:02.564764] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:02.628260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:02.629160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:02.629261] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:02.629299] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:02.762147] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:02.762327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:02.762372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:02.762429] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:02.766273] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2026-02-11T20:33:02.766622] [INFO ] [FORECASTER] Completed predict_future for TMC
[2026-02-11T20:33:02.766771] [INFO ] [sig       ] TMC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:02.924803] [INFO ] [LOCAL     ] Saved forecast: TMC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TMC.txt
[2026-02-11T20:33:02.924968] [INFO ] [sig       ] [3009/3412] Completed TMC in 0.4s | 2.79 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-11T20:33:02.925008] [INFO ] [sig       ] [3010/3412] Forecasting TMCI...
[2026-02-11T20:33:02.925036] [INFO ] [sig       ] Generating forecast for: TMCI
[2026-02-11T20:33:02.925065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2026-02-11T20:33:02.937435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2026-02-11T20:33:02.937925] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2026-02-11T20:33:02.939236] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2026-02-11T20:33:02.939315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:02.939353] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:02.939383] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:02.939467] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:03.001778] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:03.002842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:03.002936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:03.002970] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:03.143774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:03.143959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:03.144017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:03.144058] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:03.149091] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: UP (p=80.04%)
[2026-02-11T20:33:03.149483] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2026-02-11T20:33:03.149685] [INFO ] [sig       ] TMCI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:03.315400] [INFO ] [LOCAL     ] Saved forecast: TMCI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TMCI.txt
[2026-02-11T20:33:03.315594] [INFO ] [sig       ] [3010/3412] Completed TMCI in 0.4s | 2.79 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-11T20:33:03.315676] [INFO ] [sig       ] [3011/3412] Forecasting TMDX...
[2026-02-11T20:33:03.315713] [INFO ] [sig       ] Generating forecast for: TMDX
[2026-02-11T20:33:03.315750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2026-02-11T20:33:03.328187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2026-02-11T20:33:03.328612] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2026-02-11T20:33:03.329501] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2026-02-11T20:33:03.329561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:03.329622] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:03.329651] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:03.329709] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:03.392217] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:03.393165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:03.393263] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:03.393315] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:03.530768] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:03.530967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:03.531015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:03.531238] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:03.535127] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2026-02-11T20:33:03.535408] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2026-02-11T20:33:03.535542] [INFO ] [sig       ] TMDX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:03.684158] [INFO ] [LOCAL     ] Saved forecast: TMDX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TMDX.txt
[2026-02-11T20:33:03.684380] [INFO ] [sig       ] [3011/3412] Completed TMDX in 0.4s | 2.79 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-11T20:33:03.684432] [INFO ] [sig       ] [3012/3412] Forecasting TME...
[2026-02-11T20:33:03.684463] [INFO ] [sig       ] Generating forecast for: TME
[2026-02-11T20:33:03.684492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2026-02-11T20:33:03.697843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2026-02-11T20:33:03.698235] [INFO ] [FORECASTER] Starting predict_future for TME
[2026-02-11T20:33:03.699167] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2026-02-11T20:33:03.699221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:03.699253] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:03.699280] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:03.699338] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:03.756700] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:03.757796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:03.757954] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:03.757997] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:03.879920] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:03.880080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:03.880134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:03.880164] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:03.883750] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2026-02-11T20:33:03.884034] [INFO ] [FORECASTER] Completed predict_future for TME
[2026-02-11T20:33:03.884164] [INFO ] [sig       ] TME: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:04.113650] [INFO ] [LOCAL     ] Saved forecast: TME	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TME.txt
[2026-02-11T20:33:04.113808] [INFO ] [sig       ] [3012/3412] Completed TME in 0.4s | 2.79 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-11T20:33:04.113850] [INFO ] [sig       ] [3013/3412] Forecasting TMHC...
[2026-02-11T20:33:04.113879] [INFO ] [sig       ] Generating forecast for: TMHC
[2026-02-11T20:33:04.113908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2026-02-11T20:33:04.125646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2026-02-11T20:33:04.125985] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2026-02-11T20:33:04.126812] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2026-02-11T20:33:04.126865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:04.126898] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:04.126925] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:04.127006] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:04.188256] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:04.189051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:04.189136] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:04.189169] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:04.311461] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:04.311667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:04.311719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:04.311749] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:04.315451] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=13.07%)
[2026-02-11T20:33:04.315791] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2026-02-11T20:33:04.315954] [INFO ] [sig       ] TMHC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:04.462252] [INFO ] [LOCAL     ] Saved forecast: TMHC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TMHC.txt
[2026-02-11T20:33:04.462421] [INFO ] [sig       ] [3013/3412] Completed TMHC in 0.3s | 2.79 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-11T20:33:04.462480] [INFO ] [sig       ] [3014/3412] Forecasting TMUS...
[2026-02-11T20:33:04.462513] [INFO ] [sig       ] Generating forecast for: TMUS
[2026-02-11T20:33:04.462544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2026-02-11T20:33:04.475195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2026-02-11T20:33:04.475642] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2026-02-11T20:33:04.476622] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2026-02-11T20:33:04.476690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:04.476724] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:04.476787] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:04.476847] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:04.543716] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:04.544739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:04.544843] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:04.544881] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:04.679915] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:04.680086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:04.680151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:04.680192] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:04.684059] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=59.42%)
[2026-02-11T20:33:04.684379] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2026-02-11T20:33:04.684527] [INFO ] [sig       ] TMUS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:04.840268] [INFO ] [LOCAL     ] Saved forecast: TMUS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TMUS.txt
[2026-02-11T20:33:04.840439] [INFO ] [sig       ] [3014/3412] Completed TMUS in 0.4s | 2.79 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-11T20:33:04.840483] [INFO ] [sig       ] [3015/3412] Forecasting TNC...
[2026-02-11T20:33:04.840514] [INFO ] [sig       ] Generating forecast for: TNC
[2026-02-11T20:33:04.840545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2026-02-11T20:33:04.852253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2026-02-11T20:33:04.852633] [INFO ] [FORECASTER] Starting predict_future for TNC
[2026-02-11T20:33:04.853522] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2026-02-11T20:33:04.853606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:04.853642] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:04.853669] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:04.853726] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:04.918538] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:04.919396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:04.919486] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:04.919519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:05.054114] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:05.054309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:05.054377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:05.054424] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:05.058622] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: UP (p=58.07%)
[2026-02-11T20:33:05.058952] [INFO ] [FORECASTER] Completed predict_future for TNC
[2026-02-11T20:33:05.059140] [INFO ] [sig       ] TNC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:05.223997] [INFO ] [LOCAL     ] Saved forecast: TNC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TNC.txt
[2026-02-11T20:33:05.224180] [INFO ] [sig       ] [3015/3412] Completed TNC in 0.4s | 2.79 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-11T20:33:05.224222] [INFO ] [sig       ] [3016/3412] Forecasting TNDM...
[2026-02-11T20:33:05.224255] [INFO ] [sig       ] Generating forecast for: TNDM
[2026-02-11T20:33:05.224286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2026-02-11T20:33:05.238915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2026-02-11T20:33:05.239309] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2026-02-11T20:33:05.240214] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2026-02-11T20:33:05.240281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:05.240319] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:05.240359] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:05.240443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:05.309874] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:05.310820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:05.310914] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:05.310947] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:05.450510] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:05.450710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:05.450767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:05.450803] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:05.455459] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=58.16%)
[2026-02-11T20:33:05.455839] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2026-02-11T20:33:05.455999] [INFO ] [sig       ] TNDM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:05.626426] [INFO ] [LOCAL     ] Saved forecast: TNDM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TNDM.txt
[2026-02-11T20:33:05.626805] [INFO ] [sig       ] [3016/3412] Completed TNDM in 0.4s | 2.79 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-11T20:33:05.626856] [INFO ] [sig       ] [3017/3412] Forecasting TNGX...
[2026-02-11T20:33:05.626889] [INFO ] [sig       ] Generating forecast for: TNGX
[2026-02-11T20:33:05.626921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2026-02-11T20:33:05.639043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2026-02-11T20:33:05.639363] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2026-02-11T20:33:05.640343] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2026-02-11T20:33:05.640405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:05.640438] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:05.640464] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:05.640522] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:05.709763] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:05.710733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:05.710826] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:05.710861] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:05.851944] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:05.852140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:05.852185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:05.852214] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:05.856339] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: UP (p=58.12%)
[2026-02-11T20:33:05.856687] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2026-02-11T20:33:05.856836] [INFO ] [sig       ] TNGX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:06.009205] [INFO ] [LOCAL     ] Saved forecast: TNGX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TNGX.txt
[2026-02-11T20:33:06.009368] [INFO ] [sig       ] [3017/3412] Completed TNGX in 0.4s | 2.79 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-11T20:33:06.009410] [INFO ] [sig       ] [3018/3412] Forecasting TNK...
[2026-02-11T20:33:06.009440] [INFO ] [sig       ] Generating forecast for: TNK
[2026-02-11T20:33:06.009471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2026-02-11T20:33:06.022826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2026-02-11T20:33:06.023236] [INFO ] [FORECASTER] Starting predict_future for TNK
[2026-02-11T20:33:06.024438] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2026-02-11T20:33:06.024495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:06.024542] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:06.024607] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:06.024687] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:06.090681] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:06.091591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:06.091687] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:06.091723] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:06.226138] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:06.226303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:06.226347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:06.226377] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:06.229920] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2026-02-11T20:33:06.230238] [INFO ] [FORECASTER] Completed predict_future for TNK
[2026-02-11T20:33:06.230378] [INFO ] [sig       ] TNK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:06.373330] [INFO ] [LOCAL     ] Saved forecast: TNK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TNK.txt
[2026-02-11T20:33:06.373499] [INFO ] [sig       ] [3018/3412] Completed TNK in 0.4s | 2.79 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-11T20:33:06.373543] [INFO ] [sig       ] [3019/3412] Forecasting TNL...
[2026-02-11T20:33:06.373592] [INFO ] [sig       ] Generating forecast for: TNL
[2026-02-11T20:33:06.373627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2026-02-11T20:33:06.384722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2026-02-11T20:33:06.385105] [INFO ] [FORECASTER] Starting predict_future for TNL
[2026-02-11T20:33:06.386159] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2026-02-11T20:33:06.386213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:06.386246] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:06.386274] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:06.386340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:06.444511] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:06.445441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:06.445532] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:06.445565] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:06.574794] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:06.575016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:06.575058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:06.575087] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:06.578705] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=24.03%)
[2026-02-11T20:33:06.578995] [INFO ] [FORECASTER] Completed predict_future for TNL
[2026-02-11T20:33:06.579140] [INFO ] [sig       ] TNL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:06.729715] [INFO ] [LOCAL     ] Saved forecast: TNL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TNL.txt
[2026-02-11T20:33:06.729871] [INFO ] [sig       ] [3019/3412] Completed TNL in 0.4s | 2.79 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-11T20:33:06.729911] [INFO ] [sig       ] [3020/3412] Forecasting TNXP...
[2026-02-11T20:33:06.729940] [INFO ] [sig       ] Generating forecast for: TNXP
[2026-02-11T20:33:06.730158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2026-02-11T20:33:06.743118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2026-02-11T20:33:06.743512] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2026-02-11T20:33:06.744415] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2026-02-11T20:33:06.744469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:06.744502] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:06.744528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:06.744610] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:06.803953] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:06.804827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:06.804919] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:06.804954] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:06.924919] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:06.925077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:06.925119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:06.925147] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:06.928617] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2026-02-11T20:33:06.928958] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2026-02-11T20:33:06.929095] [INFO ] [sig       ] TNXP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:07.068653] [INFO ] [LOCAL     ] Saved forecast: TNXP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TNXP.txt
[2026-02-11T20:33:07.068791] [INFO ] [sig       ] [3020/3412] Completed TNXP in 0.3s | 2.79 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-11T20:33:07.068839] [INFO ] [sig       ] [3021/3412] Forecasting TOI...
[2026-02-11T20:33:07.068875] [INFO ] [sig       ] Generating forecast for: TOI
[2026-02-11T20:33:07.068912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2026-02-11T20:33:07.080486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2026-02-11T20:33:07.080849] [INFO ] [FORECASTER] Starting predict_future for TOI
[2026-02-11T20:33:07.081777] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2026-02-11T20:33:07.081831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:07.081865] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:07.081892] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:07.081951] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:07.140926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:07.141829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:07.141916] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:07.141949] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:07.264059] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:07.264215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:07.264255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:07.264286] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:07.268271] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: UP (p=89.23%)
[2026-02-11T20:33:07.268610] [INFO ] [FORECASTER] Completed predict_future for TOI
[2026-02-11T20:33:07.268761] [INFO ] [sig       ] TOI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:07.416285] [INFO ] [LOCAL     ] Saved forecast: TOI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TOI.txt
[2026-02-11T20:33:07.416450] [INFO ] [sig       ] [3021/3412] Completed TOI in 0.3s | 2.79 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-11T20:33:07.416491] [INFO ] [sig       ] [3022/3412] Forecasting TOL...
[2026-02-11T20:33:07.416522] [INFO ] [sig       ] Generating forecast for: TOL
[2026-02-11T20:33:07.416553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2026-02-11T20:33:07.429221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2026-02-11T20:33:07.429544] [INFO ] [FORECASTER] Starting predict_future for TOL
[2026-02-11T20:33:07.430487] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2026-02-11T20:33:07.430542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:07.430599] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:07.430635] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:07.430700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:07.491687] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:07.492502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:07.492603] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:07.492639] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:07.618012] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:07.618157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:07.618210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:07.618241] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:07.622291] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2026-02-11T20:33:07.622564] [INFO ] [FORECASTER] Completed predict_future for TOL
[2026-02-11T20:33:07.622717] [INFO ] [sig       ] TOL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:07.765001] [INFO ] [LOCAL     ] Saved forecast: TOL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TOL.txt
[2026-02-11T20:33:07.765352] [INFO ] [sig       ] [3022/3412] Completed TOL in 0.3s | 2.79 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-11T20:33:07.765395] [INFO ] [sig       ] [3023/3412] Forecasting TORO...
[2026-02-11T20:33:07.765424] [INFO ] [sig       ] Generating forecast for: TORO
[2026-02-11T20:33:07.765455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2026-02-11T20:33:07.777523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2026-02-11T20:33:07.778183] [INFO ] [FORECASTER] Starting predict_future for TORO
[2026-02-11T20:33:07.779162] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2026-02-11T20:33:07.779218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:07.779250] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:07.779276] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:07.779334] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:07.839340] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:07.840233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:07.840322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:07.840355] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:07.965476] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:07.965653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:07.965694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:07.965724] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:07.969637] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2026-02-11T20:33:07.969917] [INFO ] [FORECASTER] Completed predict_future for TORO
[2026-02-11T20:33:07.970047] [INFO ] [sig       ] TORO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:08.115745] [INFO ] [LOCAL     ] Saved forecast: TORO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TORO.txt
[2026-02-11T20:33:08.115906] [INFO ] [sig       ] [3023/3412] Completed TORO in 0.4s | 2.79 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-11T20:33:08.115947] [INFO ] [sig       ] [3024/3412] Forecasting TOWN...
[2026-02-11T20:33:08.115975] [INFO ] [sig       ] Generating forecast for: TOWN
[2026-02-11T20:33:08.116005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2026-02-11T20:33:08.126316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2026-02-11T20:33:08.126677] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2026-02-11T20:33:08.127608] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2026-02-11T20:33:08.127664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:08.127696] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:08.127722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:08.127780] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:08.185409] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:08.186215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:08.186327] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:08.186370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:08.310532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:08.310716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:08.310759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:08.310789] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:08.314274] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: UP (p=75.36%)
[2026-02-11T20:33:08.314555] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2026-02-11T20:33:08.314705] [INFO ] [sig       ] TOWN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:08.457048] [INFO ] [LOCAL     ] Saved forecast: TOWN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TOWN.txt
[2026-02-11T20:33:08.457197] [INFO ] [sig       ] [3024/3412] Completed TOWN in 0.3s | 2.79 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-11T20:33:08.457235] [INFO ] [sig       ] [3025/3412] Forecasting TOYO...
[2026-02-11T20:33:08.457267] [INFO ] [sig       ] Generating forecast for: TOYO
[2026-02-11T20:33:08.457297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2026-02-11T20:33:08.468103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2026-02-11T20:33:08.468458] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2026-02-11T20:33:08.469442] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2026-02-11T20:33:08.469496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:08.469527] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:08.469554] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:08.469640] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:08.529836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:08.530962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:08.531050] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:08.531082] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:08.642255] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:08.642420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:08.642462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:08.642492] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:08.646033] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2026-02-11T20:33:08.646330] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2026-02-11T20:33:08.646471] [INFO ] [sig       ] TOYO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:08.795942] [INFO ] [LOCAL     ] Saved forecast: TOYO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TOYO.txt
[2026-02-11T20:33:08.796081] [INFO ] [sig       ] [3025/3412] Completed TOYO in 0.3s | 2.79 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-11T20:33:08.796120] [INFO ] [sig       ] [3026/3412] Forecasting TPB...
[2026-02-11T20:33:08.796151] [INFO ] [sig       ] Generating forecast for: TPB
[2026-02-11T20:33:08.796182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2026-02-11T20:33:08.806894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2026-02-11T20:33:08.807410] [INFO ] [FORECASTER] Starting predict_future for TPB
[2026-02-11T20:33:08.808273] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2026-02-11T20:33:08.808327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:08.808368] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:08.808396] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:08.808453] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:08.865513] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:08.866252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:08.866338] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:08.866371] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:08.989736] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:08.989903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:08.989945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:08.989975] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:08.993875] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2026-02-11T20:33:08.994360] [INFO ] [FORECASTER] Completed predict_future for TPB
[2026-02-11T20:33:08.994498] [INFO ] [sig       ] TPB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:09.137224] [INFO ] [LOCAL     ] Saved forecast: TPB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TPB.txt
[2026-02-11T20:33:09.137388] [INFO ] [sig       ] [3026/3412] Completed TPB in 0.3s | 2.79 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-11T20:33:09.137430] [INFO ] [sig       ] [3027/3412] Forecasting TPC...
[2026-02-11T20:33:09.137461] [INFO ] [sig       ] Generating forecast for: TPC
[2026-02-11T20:33:09.137491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2026-02-11T20:33:09.148416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2026-02-11T20:33:09.148808] [INFO ] [FORECASTER] Starting predict_future for TPC
[2026-02-11T20:33:09.149712] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2026-02-11T20:33:09.149766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:09.149800] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:09.149828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:09.149886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:09.214838] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:09.215875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:09.215994] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:09.216027] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:09.345319] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:09.345483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:09.345524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:09.345553] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:09.349089] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=73.05%)
[2026-02-11T20:33:09.349391] [INFO ] [FORECASTER] Completed predict_future for TPC
[2026-02-11T20:33:09.349530] [INFO ] [sig       ] TPC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:09.501454] [INFO ] [LOCAL     ] Saved forecast: TPC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TPC.txt
[2026-02-11T20:33:09.501700] [INFO ] [sig       ] [3027/3412] Completed TPC in 0.4s | 2.79 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-11T20:33:09.501762] [INFO ] [sig       ] [3028/3412] Forecasting TPG...
[2026-02-11T20:33:09.501807] [INFO ] [sig       ] Generating forecast for: TPG
[2026-02-11T20:33:09.501853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2026-02-11T20:33:09.512922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2026-02-11T20:33:09.513337] [INFO ] [FORECASTER] Starting predict_future for TPG
[2026-02-11T20:33:09.514242] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2026-02-11T20:33:09.514297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:09.514330] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:09.514356] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:09.514414] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:09.573021] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:09.573934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:09.574024] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:09.574057] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:09.692625] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:09.692787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:09.692832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:09.692869] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:09.696545] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=24.67%)
[2026-02-11T20:33:09.696868] [INFO ] [FORECASTER] Completed predict_future for TPG
[2026-02-11T20:33:09.697006] [INFO ] [sig       ] TPG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:09.843460] [INFO ] [LOCAL     ] Saved forecast: TPG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TPG.txt
[2026-02-11T20:33:09.843673] [INFO ] [sig       ] [3028/3412] Completed TPG in 0.3s | 2.79 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-11T20:33:09.843717] [INFO ] [sig       ] [3029/3412] Forecasting TPGXL...
[2026-02-11T20:33:09.843747] [INFO ] [sig       ] Generating forecast for: TPGXL
[2026-02-11T20:33:09.843799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2026-02-11T20:33:09.855851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2026-02-11T20:33:09.856272] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2026-02-11T20:33:09.857213] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2026-02-11T20:33:09.857267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:09.857300] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:09.857327] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:09.857386] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:09.915966] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:09.916942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:09.917056] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:09.917094] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:10.030500] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:10.030680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:10.030723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:10.030752] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:10.034197] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: UP (p=85.43%)
[2026-02-11T20:33:10.034475] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2026-02-11T20:33:10.034631] [INFO ] [sig       ] TPGXL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:10.174180] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TPGXL.txt
[2026-02-11T20:33:10.174318] [INFO ] [sig       ] [3029/3412] Completed TPGXL in 0.3s | 2.79 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-11T20:33:10.174364] [INFO ] [sig       ] [3030/3412] Forecasting TPH...
[2026-02-11T20:33:10.174395] [INFO ] [sig       ] Generating forecast for: TPH
[2026-02-11T20:33:10.174426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2026-02-11T20:33:10.184429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2026-02-11T20:33:10.184768] [INFO ] [FORECASTER] Starting predict_future for TPH
[2026-02-11T20:33:10.185591] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2026-02-11T20:33:10.185645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:10.185678] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:10.185705] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:10.185762] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:10.242106] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:10.242773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:10.242855] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:10.242888] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:10.359444] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:10.359632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:10.359697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:10.359729] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:10.363342] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=16.07%)
[2026-02-11T20:33:10.363634] [INFO ] [FORECASTER] Completed predict_future for TPH
[2026-02-11T20:33:10.363764] [INFO ] [sig       ] TPH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:10.505744] [INFO ] [LOCAL     ] Saved forecast: TPH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TPH.txt
[2026-02-11T20:33:10.505882] [INFO ] [sig       ] [3030/3412] Completed TPH in 0.3s | 2.79 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-11T20:33:10.505921] [INFO ] [sig       ] [3031/3412] Forecasting TPL...
[2026-02-11T20:33:10.505951] [INFO ] [sig       ] Generating forecast for: TPL
[2026-02-11T20:33:10.505981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2026-02-11T20:33:10.518241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2026-02-11T20:33:10.518585] [INFO ] [FORECASTER] Starting predict_future for TPL
[2026-02-11T20:33:10.519409] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2026-02-11T20:33:10.519462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:10.519530] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:10.519559] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:10.519635] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:10.577240] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:10.578125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:10.578211] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:10.578242] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:10.697645] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:10.697808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:10.697848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:10.697877] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:10.701317] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=59.74%)
[2026-02-11T20:33:10.701610] [INFO ] [FORECASTER] Completed predict_future for TPL
[2026-02-11T20:33:10.701742] [INFO ] [sig       ] TPL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:10.846010] [INFO ] [LOCAL     ] Saved forecast: TPL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TPL.txt
[2026-02-11T20:33:10.846170] [INFO ] [sig       ] [3031/3412] Completed TPL in 0.3s | 2.79 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-11T20:33:10.846211] [INFO ] [sig       ] [3032/3412] Forecasting TPVG...
[2026-02-11T20:33:10.846241] [INFO ] [sig       ] Generating forecast for: TPVG
[2026-02-11T20:33:10.846271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2026-02-11T20:33:10.857042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2026-02-11T20:33:10.857439] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2026-02-11T20:33:10.858338] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2026-02-11T20:33:10.858393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:10.858424] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:10.858450] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:10.858506] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:10.920677] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:10.921594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:10.921681] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:10.921714] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:11.043425] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:11.043601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:11.043646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:11.043676] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:11.047171] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=76.78%)
[2026-02-11T20:33:11.047456] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2026-02-11T20:33:11.047670] [INFO ] [sig       ] TPVG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:11.190112] [INFO ] [LOCAL     ] Saved forecast: TPVG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TPVG.txt
[2026-02-11T20:33:11.190250] [INFO ] [sig       ] [3032/3412] Completed TPVG in 0.3s | 2.79 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-11T20:33:11.190290] [INFO ] [sig       ] [3033/3412] Forecasting TPYP...
[2026-02-11T20:33:11.190319] [INFO ] [sig       ] Generating forecast for: TPYP
[2026-02-11T20:33:11.190348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2026-02-11T20:33:11.200447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2026-02-11T20:33:11.200761] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2026-02-11T20:33:11.201605] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2026-02-11T20:33:11.201658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:11.201690] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:11.201717] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:11.201778] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:11.263159] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:11.264064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:11.264152] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:11.264186] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:11.386357] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:11.386494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:11.386534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:11.386594] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:11.390487] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=53.37%)
[2026-02-11T20:33:11.390799] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2026-02-11T20:33:11.390952] [INFO ] [sig       ] TPYP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:11.535850] [INFO ] [LOCAL     ] Saved forecast: TPYP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TPYP.txt
[2026-02-11T20:33:11.536014] [INFO ] [sig       ] [3033/3412] Completed TPYP in 0.3s | 2.79 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-11T20:33:11.536057] [INFO ] [sig       ] [3034/3412] Forecasting TPZ...
[2026-02-11T20:33:11.536098] [INFO ] [sig       ] Generating forecast for: TPZ
[2026-02-11T20:33:11.536335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2026-02-11T20:33:11.548806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2026-02-11T20:33:11.549447] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2026-02-11T20:33:11.550523] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2026-02-11T20:33:11.550614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:11.550661] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:11.550701] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:11.550783] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:11.614018] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:11.614947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:11.615042] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:11.615077] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:11.731678] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:11.731857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:11.731900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:11.731963] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:11.737036] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2026-02-11T20:33:11.737536] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2026-02-11T20:33:11.737705] [INFO ] [sig       ] TPZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:11.888509] [INFO ] [LOCAL     ] Saved forecast: TPZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TPZ.txt
[2026-02-11T20:33:11.888691] [INFO ] [sig       ] [3034/3412] Completed TPZ in 0.4s | 2.79 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-11T20:33:11.888733] [INFO ] [sig       ] [3035/3412] Forecasting TQQQ...
[2026-02-11T20:33:11.888763] [INFO ] [sig       ] Generating forecast for: TQQQ
[2026-02-11T20:33:11.888794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2026-02-11T20:33:11.901556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2026-02-11T20:33:11.901966] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2026-02-11T20:33:11.903085] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2026-02-11T20:33:11.903139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:11.903173] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:11.903201] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:11.903259] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:11.964349] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:11.965288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:11.965422] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:11.965460] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:12.088862] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:12.089028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:12.089069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:12.089099] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:12.092749] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: DOWN (p=20.01%)
[2026-02-11T20:33:12.093046] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2026-02-11T20:33:12.093180] [INFO ] [sig       ] TQQQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:12.238652] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TQQQ.txt
[2026-02-11T20:33:12.238808] [INFO ] [sig       ] [3035/3412] Completed TQQQ in 0.4s | 2.79 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-11T20:33:12.238848] [INFO ] [sig       ] [3036/3412] Forecasting TRC...
[2026-02-11T20:33:12.238883] [INFO ] [sig       ] Generating forecast for: TRC
[2026-02-11T20:33:12.238921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2026-02-11T20:33:12.413875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2026-02-11T20:33:12.414289] [INFO ] [FORECASTER] Starting predict_future for TRC
[2026-02-11T20:33:12.415239] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2026-02-11T20:33:12.415298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:12.415348] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:12.415400] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:12.415463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:12.488778] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:12.489880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:12.490005] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:12.490061] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:12.618521] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:12.618708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:12.618756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:12.618787] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:12.622630] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=45.29%)
[2026-02-11T20:33:12.622963] [INFO ] [FORECASTER] Completed predict_future for TRC
[2026-02-11T20:33:12.623125] [INFO ] [sig       ] TRC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:12.772687] [INFO ] [LOCAL     ] Saved forecast: TRC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TRC.txt
[2026-02-11T20:33:12.772846] [INFO ] [sig       ] [3036/3412] Completed TRC in 0.5s | 2.79 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-11T20:33:12.772886] [INFO ] [sig       ] [3037/3412] Forecasting TRDA...
[2026-02-11T20:33:12.772916] [INFO ] [sig       ] Generating forecast for: TRDA
[2026-02-11T20:33:12.772951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2026-02-11T20:33:12.784308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2026-02-11T20:33:12.784674] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2026-02-11T20:33:12.785491] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2026-02-11T20:33:12.785544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:12.785601] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:12.785641] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:12.785700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:12.851677] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:12.852623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:12.852720] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:12.852755] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:12.976537] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:12.976719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:12.976763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:12.976793] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:12.980385] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: DOWN (p=23.61%)
[2026-02-11T20:33:12.980713] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2026-02-11T20:33:12.980854] [INFO ] [sig       ] TRDA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:13.130647] [INFO ] [LOCAL     ] Saved forecast: TRDA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TRDA.txt
[2026-02-11T20:33:13.130826] [INFO ] [sig       ] [3037/3412] Completed TRDA in 0.4s | 2.79 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-11T20:33:13.130870] [INFO ] [sig       ] [3038/3412] Forecasting TREE...
[2026-02-11T20:33:13.130906] [INFO ] [sig       ] Generating forecast for: TREE
[2026-02-11T20:33:13.130944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2026-02-11T20:33:13.142209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2026-02-11T20:33:13.142561] [INFO ] [FORECASTER] Starting predict_future for TREE
[2026-02-11T20:33:13.143611] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2026-02-11T20:33:13.143664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:13.143696] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:13.143722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:13.143778] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:13.205110] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:13.206176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:13.206269] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:13.206301] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:13.331400] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:13.331562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:13.331635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:13.331665] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:13.335172] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2026-02-11T20:33:13.335463] [INFO ] [FORECASTER] Completed predict_future for TREE
[2026-02-11T20:33:13.335616] [INFO ] [sig       ] TREE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:13.491849] [INFO ] [LOCAL     ] Saved forecast: TREE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TREE.txt
[2026-02-11T20:33:13.492069] [INFO ] [sig       ] [3038/3412] Completed TREE in 0.4s | 2.79 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-11T20:33:13.492129] [INFO ] [sig       ] [3039/3412] Forecasting TREX...
[2026-02-11T20:33:13.492160] [INFO ] [sig       ] Generating forecast for: TREX
[2026-02-11T20:33:13.492201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2026-02-11T20:33:13.505750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2026-02-11T20:33:13.506172] [INFO ] [FORECASTER] Starting predict_future for TREX
[2026-02-11T20:33:13.507313] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2026-02-11T20:33:13.507369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:13.507409] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:13.507438] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:13.507523] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:13.573682] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:13.574915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:13.575066] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:13.575118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:13.722297] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:13.722486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:13.722544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:13.722600] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:13.726678] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: UP (p=59.36%)
[2026-02-11T20:33:13.727092] [INFO ] [FORECASTER] Completed predict_future for TREX
[2026-02-11T20:33:13.727273] [INFO ] [sig       ] TREX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:13.881015] [INFO ] [LOCAL     ] Saved forecast: TREX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TREX.txt
[2026-02-11T20:33:13.881172] [INFO ] [sig       ] [3039/3412] Completed TREX in 0.4s | 2.79 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-11T20:33:13.881224] [INFO ] [sig       ] [3040/3412] Forecasting TRGP...
[2026-02-11T20:33:13.881255] [INFO ] [sig       ] Generating forecast for: TRGP
[2026-02-11T20:33:13.881287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2026-02-11T20:33:13.894523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2026-02-11T20:33:13.894914] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2026-02-11T20:33:13.895808] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2026-02-11T20:33:13.895861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:13.895891] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:13.895918] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:13.896152] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:13.955036] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:13.955695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:13.955777] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:13.955810] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:14.076259] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:14.076403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:14.076442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:14.076470] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:14.079935] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2026-02-11T20:33:14.080363] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2026-02-11T20:33:14.080490] [INFO ] [sig       ] TRGP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:14.225112] [INFO ] [LOCAL     ] Saved forecast: TRGP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TRGP.txt
[2026-02-11T20:33:14.225251] [INFO ] [sig       ] [3040/3412] Completed TRGP in 0.3s | 2.79 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-11T20:33:14.225289] [INFO ] [sig       ] [3041/3412] Forecasting TRI...
[2026-02-11T20:33:14.225319] [INFO ] [sig       ] Generating forecast for: TRI
[2026-02-11T20:33:14.225355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2026-02-11T20:33:14.236749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2026-02-11T20:33:14.237075] [INFO ] [FORECASTER] Starting predict_future for TRI
[2026-02-11T20:33:14.237931] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2026-02-11T20:33:14.237997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:14.238035] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:14.238068] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:14.238136] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:14.296495] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:14.297137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:14.297242] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:14.297276] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:14.422174] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:14.422327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:14.422367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:14.422396] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:14.425875] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=44.54%)
[2026-02-11T20:33:14.426191] [INFO ] [FORECASTER] Completed predict_future for TRI
[2026-02-11T20:33:14.426320] [INFO ] [sig       ] TRI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:14.567283] [INFO ] [LOCAL     ] Saved forecast: TRI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TRI.txt
[2026-02-11T20:33:14.567411] [INFO ] [sig       ] [3041/3412] Completed TRI in 0.3s | 2.79 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-11T20:33:14.567449] [INFO ] [sig       ] [3042/3412] Forecasting TRIN...
[2026-02-11T20:33:14.567479] [INFO ] [sig       ] Generating forecast for: TRIN
[2026-02-11T20:33:14.567529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2026-02-11T20:33:14.578826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2026-02-11T20:33:14.579149] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2026-02-11T20:33:14.579973] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2026-02-11T20:33:14.580025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:14.580057] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:14.580084] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:14.580141] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:14.638616] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:14.639342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:14.639423] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:14.639456] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:14.762328] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:14.762446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:14.762486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:14.762515] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:14.766473] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2026-02-11T20:33:14.766768] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2026-02-11T20:33:14.766895] [INFO ] [sig       ] TRIN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:14.913717] [INFO ] [LOCAL     ] Saved forecast: TRIN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TRIN.txt
[2026-02-11T20:33:14.913875] [INFO ] [sig       ] [3042/3412] Completed TRIN in 0.3s | 2.79 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-11T20:33:14.913923] [INFO ] [sig       ] [3043/3412] Forecasting TRIP...
[2026-02-11T20:33:14.913953] [INFO ] [sig       ] Generating forecast for: TRIP
[2026-02-11T20:33:14.913992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2026-02-11T20:33:14.926415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2026-02-11T20:33:14.926769] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2026-02-11T20:33:14.927730] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2026-02-11T20:33:14.927796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:14.927830] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:14.927858] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:14.927916] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:14.986703] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:14.987551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:14.987680] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:14.987716] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:15.117738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:15.117896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:15.117937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:15.117966] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:15.122272] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: DOWN (p=39.36%)
[2026-02-11T20:33:15.122553] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2026-02-11T20:33:15.122702] [INFO ] [sig       ] TRIP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:15.265558] [INFO ] [LOCAL     ] Saved forecast: TRIP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TRIP.txt
[2026-02-11T20:33:15.265711] [INFO ] [sig       ] [3043/3412] Completed TRIP in 0.4s | 2.79 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-11T20:33:15.265750] [INFO ] [sig       ] [3044/3412] Forecasting TRMB...
[2026-02-11T20:33:15.265779] [INFO ] [sig       ] Generating forecast for: TRMB
[2026-02-11T20:33:15.265809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2026-02-11T20:33:15.277949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2026-02-11T20:33:15.278292] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2026-02-11T20:33:15.279540] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2026-02-11T20:33:15.279626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:15.279666] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:15.279695] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:15.279753] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:15.343122] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:15.343928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:15.344016] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:15.344049] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:15.472588] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:15.472739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:15.472782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:15.472828] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:15.476842] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=17.41%)
[2026-02-11T20:33:15.477124] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2026-02-11T20:33:15.477255] [INFO ] [sig       ] TRMB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:15.622090] [INFO ] [LOCAL     ] Saved forecast: TRMB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TRMB.txt
[2026-02-11T20:33:15.622268] [INFO ] [sig       ] [3044/3412] Completed TRMB in 0.4s | 2.79 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-11T20:33:15.622310] [INFO ] [sig       ] [3045/3412] Forecasting TRMD...
[2026-02-11T20:33:15.622342] [INFO ] [sig       ] Generating forecast for: TRMD
[2026-02-11T20:33:15.622373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2026-02-11T20:33:15.633825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2026-02-11T20:33:15.634166] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2026-02-11T20:33:15.635041] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2026-02-11T20:33:15.635095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:15.635127] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:15.635153] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:15.635212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:15.696371] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:15.697123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:15.697207] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:15.697240] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:15.821512] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:15.821696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:15.821742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:15.821771] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:15.825403] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: UP (p=62.65%)
[2026-02-11T20:33:15.825711] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2026-02-11T20:33:15.825846] [INFO ] [sig       ] TRMD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:15.971977] [INFO ] [LOCAL     ] Saved forecast: TRMD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TRMD.txt
[2026-02-11T20:33:15.972150] [INFO ] [sig       ] [3045/3412] Completed TRMD in 0.3s | 2.79 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-11T20:33:15.972197] [INFO ] [sig       ] [3046/3412] Forecasting TRMK...
[2026-02-11T20:33:15.972231] [INFO ] [sig       ] Generating forecast for: TRMK
[2026-02-11T20:33:15.972269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2026-02-11T20:33:15.983449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2026-02-11T20:33:15.983783] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2026-02-11T20:33:15.984764] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2026-02-11T20:33:15.984817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:15.984854] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:15.984883] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:15.984950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:16.046007] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:16.046909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:16.047013] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:16.047048] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:16.169764] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:16.169921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:16.169962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:16.169991] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:16.173603] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2026-02-11T20:33:16.173883] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2026-02-11T20:33:16.174030] [INFO ] [sig       ] TRMK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:16.315887] [INFO ] [LOCAL     ] Saved forecast: TRMK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TRMK.txt
[2026-02-11T20:33:16.316024] [INFO ] [sig       ] [3046/3412] Completed TRMK in 0.3s | 2.79 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-11T20:33:16.316062] [INFO ] [sig       ] [3047/3412] Forecasting TRN...
[2026-02-11T20:33:16.316092] [INFO ] [sig       ] Generating forecast for: TRN
[2026-02-11T20:33:16.316122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2026-02-11T20:33:16.328180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2026-02-11T20:33:16.328538] [INFO ] [FORECASTER] Starting predict_future for TRN
[2026-02-11T20:33:16.329441] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2026-02-11T20:33:16.329504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:16.329558] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:16.329609] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:16.329669] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:16.393093] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:16.394002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:16.394118] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:16.394154] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:16.517589] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:16.517756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:16.517814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:16.517859] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:16.521820] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2026-02-11T20:33:16.522150] [INFO ] [FORECASTER] Completed predict_future for TRN
[2026-02-11T20:33:16.522293] [INFO ] [sig       ] TRN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:16.668232] [INFO ] [LOCAL     ] Saved forecast: TRN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TRN.txt
[2026-02-11T20:33:16.668373] [INFO ] [sig       ] [3047/3412] Completed TRN in 0.4s | 2.79 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-11T20:33:16.668413] [INFO ] [sig       ] [3048/3412] Forecasting TRNO...
[2026-02-11T20:33:16.668441] [INFO ] [sig       ] Generating forecast for: TRNO
[2026-02-11T20:33:16.668472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2026-02-11T20:33:16.680246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2026-02-11T20:33:16.680594] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2026-02-11T20:33:16.681824] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2026-02-11T20:33:16.681877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:16.681949] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:16.681989] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:16.682098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:16.745242] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:16.746169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:16.746259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:16.746292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:16.874189] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:16.874344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:16.874384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:16.874413] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:16.877977] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=11.42%)
[2026-02-11T20:33:16.878257] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2026-02-11T20:33:16.878386] [INFO ] [sig       ] TRNO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:17.028695] [INFO ] [LOCAL     ] Saved forecast: TRNO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TRNO.txt
[2026-02-11T20:33:17.028856] [INFO ] [sig       ] [3048/3412] Completed TRNO in 0.4s | 2.79 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-11T20:33:17.028907] [INFO ] [sig       ] [3049/3412] Forecasting TRNS...
[2026-02-11T20:33:17.028940] [INFO ] [sig       ] Generating forecast for: TRNS
[2026-02-11T20:33:17.028972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2026-02-11T20:33:17.039074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2026-02-11T20:33:17.039366] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2026-02-11T20:33:17.040215] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2026-02-11T20:33:17.040269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:17.040302] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:17.040331] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:17.040390] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:17.098642] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:17.099446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:17.099529] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:17.099562] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:17.216787] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:17.216946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:17.216989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:17.217020] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:17.220761] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: UP (p=52.38%)
[2026-02-11T20:33:17.221065] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2026-02-11T20:33:17.221206] [INFO ] [sig       ] TRNS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:17.365735] [INFO ] [LOCAL     ] Saved forecast: TRNS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TRNS.txt
[2026-02-11T20:33:17.365883] [INFO ] [sig       ] [3049/3412] Completed TRNS in 0.3s | 2.79 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-11T20:33:17.365923] [INFO ] [sig       ] [3050/3412] Forecasting TROX...
[2026-02-11T20:33:17.365952] [INFO ] [sig       ] Generating forecast for: TROX
[2026-02-11T20:33:17.365983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2026-02-11T20:33:17.376548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2026-02-11T20:33:17.376868] [INFO ] [FORECASTER] Starting predict_future for TROX
[2026-02-11T20:33:17.377781] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2026-02-11T20:33:17.377844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:17.377877] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:17.377904] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:17.377961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:17.442124] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:17.443277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:17.443370] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:17.443411] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:17.574311] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:17.574470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:17.574511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:17.574539] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:17.578185] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2026-02-11T20:33:17.578492] [INFO ] [FORECASTER] Completed predict_future for TROX
[2026-02-11T20:33:17.578653] [INFO ] [sig       ] TROX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:17.735726] [INFO ] [LOCAL     ] Saved forecast: TROX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TROX.txt
[2026-02-11T20:33:17.735890] [INFO ] [sig       ] [3050/3412] Completed TROX in 0.4s | 2.79 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-11T20:33:17.735932] [INFO ] [sig       ] [3051/3412] Forecasting TRP...
[2026-02-11T20:33:17.735963] [INFO ] [sig       ] Generating forecast for: TRP
[2026-02-11T20:33:17.735998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2026-02-11T20:33:17.750337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2026-02-11T20:33:17.750719] [INFO ] [FORECASTER] Starting predict_future for TRP
[2026-02-11T20:33:17.751814] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2026-02-11T20:33:17.751877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:17.751919] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:17.751955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:17.752051] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:17.821943] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:17.822779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:17.822868] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:17.822901] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:17.944964] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:17.945117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:17.945158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:17.945217] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:17.948853] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2026-02-11T20:33:17.949167] [INFO ] [FORECASTER] Completed predict_future for TRP
[2026-02-11T20:33:17.949300] [INFO ] [sig       ] TRP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:18.094204] [INFO ] [LOCAL     ] Saved forecast: TRP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TRP.txt
[2026-02-11T20:33:18.094368] [INFO ] [sig       ] [3051/3412] Completed TRP in 0.4s | 2.79 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-11T20:33:18.094412] [INFO ] [sig       ] [3052/3412] Forecasting TRS...
[2026-02-11T20:33:18.094442] [INFO ] [sig       ] Generating forecast for: TRS
[2026-02-11T20:33:18.094478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2026-02-11T20:33:18.105995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2026-02-11T20:33:18.106351] [INFO ] [FORECASTER] Starting predict_future for TRS
[2026-02-11T20:33:18.107670] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2026-02-11T20:33:18.107731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:18.107775] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:18.107814] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:18.107881] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:18.171615] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:18.172539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:18.172648] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:18.172685] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:18.299902] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:18.300074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:18.300117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:18.300147] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:18.303709] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: DOWN (p=32.00%)
[2026-02-11T20:33:18.304009] [INFO ] [FORECASTER] Completed predict_future for TRS
[2026-02-11T20:33:18.304169] [INFO ] [sig       ] TRS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:18.449273] [INFO ] [LOCAL     ] Saved forecast: TRS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TRS.txt
[2026-02-11T20:33:18.449437] [INFO ] [sig       ] [3052/3412] Completed TRS in 0.4s | 2.79 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-11T20:33:18.449478] [INFO ] [sig       ] [3053/3412] Forecasting TRTX...
[2026-02-11T20:33:18.449509] [INFO ] [sig       ] Generating forecast for: TRTX
[2026-02-11T20:33:18.449539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2026-02-11T20:33:18.461032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2026-02-11T20:33:18.461658] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2026-02-11T20:33:18.462501] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2026-02-11T20:33:18.462555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:18.462616] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:18.462644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:18.462702] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:18.521477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:18.522369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:18.522457] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:18.522490] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:18.648146] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:18.648317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:18.648362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:18.648392] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:18.652130] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=49.75%)
[2026-02-11T20:33:18.652448] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2026-02-11T20:33:18.652612] [INFO ] [sig       ] TRTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:18.801692] [INFO ] [LOCAL     ] Saved forecast: TRTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TRTX.txt
[2026-02-11T20:33:18.801875] [INFO ] [sig       ] [3053/3412] Completed TRTX in 0.4s | 2.79 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-11T20:33:18.801916] [INFO ] [sig       ] [3054/3412] Forecasting TRUP...
[2026-02-11T20:33:18.801945] [INFO ] [sig       ] Generating forecast for: TRUP
[2026-02-11T20:33:18.801978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2026-02-11T20:33:18.812824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2026-02-11T20:33:18.813212] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2026-02-11T20:33:18.814124] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2026-02-11T20:33:18.814188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:18.814223] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:18.814249] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:18.814479] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:18.874510] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:18.875461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:18.875559] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:18.875619] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:19.005636] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:19.005806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:19.005851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:19.005880] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:19.009823] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=32.01%)
[2026-02-11T20:33:19.010243] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2026-02-11T20:33:19.010402] [INFO ] [sig       ] TRUP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:19.155261] [INFO ] [LOCAL     ] Saved forecast: TRUP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TRUP.txt
[2026-02-11T20:33:19.155407] [INFO ] [sig       ] [3054/3412] Completed TRUP in 0.4s | 2.79 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-11T20:33:19.155446] [INFO ] [sig       ] [3055/3412] Forecasting TRVG...
[2026-02-11T20:33:19.155476] [INFO ] [sig       ] Generating forecast for: TRVG
[2026-02-11T20:33:19.155506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2026-02-11T20:33:19.167120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2026-02-11T20:33:19.167653] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2026-02-11T20:33:19.168493] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2026-02-11T20:33:19.168545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:19.168595] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:19.168625] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:19.168683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:19.229434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:19.230301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:19.230390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:19.230424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:19.355339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:19.355501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:19.355547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:19.355598] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:19.359447] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: DOWN (p=32.51%)
[2026-02-11T20:33:19.359781] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2026-02-11T20:33:19.360105] [INFO ] [sig       ] TRVG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:19.505592] [INFO ] [LOCAL     ] Saved forecast: TRVG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TRVG.txt
[2026-02-11T20:33:19.505752] [INFO ] [sig       ] [3055/3412] Completed TRVG in 0.4s | 2.79 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-11T20:33:19.505798] [INFO ] [sig       ] [3056/3412] Forecasting TS...
[2026-02-11T20:33:19.505830] [INFO ] [sig       ] Generating forecast for: TS
[2026-02-11T20:33:19.505861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2026-02-11T20:33:19.516684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2026-02-11T20:33:19.517045] [INFO ] [FORECASTER] Starting predict_future for TS
[2026-02-11T20:33:19.517941] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2026-02-11T20:33:19.517993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:19.518025] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:19.518051] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:19.518112] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:19.581809] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:19.582729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:19.582826] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:19.582860] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:19.708464] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:19.708649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:19.708693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:19.708723] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:19.712163] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=46.84%)
[2026-02-11T20:33:19.712436] [INFO ] [FORECASTER] Completed predict_future for TS
[2026-02-11T20:33:19.712562] [INFO ] [sig       ] TS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:19.856078] [INFO ] [LOCAL     ] Saved forecast: TS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TS.txt
[2026-02-11T20:33:19.856231] [INFO ] [sig       ] [3056/3412] Completed TS in 0.4s | 2.79 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-11T20:33:19.856270] [INFO ] [sig       ] [3057/3412] Forecasting TSBK...
[2026-02-11T20:33:19.856298] [INFO ] [sig       ] Generating forecast for: TSBK
[2026-02-11T20:33:19.856329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2026-02-11T20:33:19.867232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2026-02-11T20:33:19.867493] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2026-02-11T20:33:19.868369] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2026-02-11T20:33:19.868422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:19.868453] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:19.868479] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:19.868536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:19.928075] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:19.928769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:19.928849] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:19.928881] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:20.032989] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:20.033159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:20.033200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:20.033229] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:20.036664] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2026-02-11T20:33:20.036939] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2026-02-11T20:33:20.037068] [INFO ] [sig       ] TSBK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:20.182501] [INFO ] [LOCAL     ] Saved forecast: TSBK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TSBK.txt
[2026-02-11T20:33:20.182656] [INFO ] [sig       ] [3057/3412] Completed TSBK in 0.3s | 2.79 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-11T20:33:20.182698] [INFO ] [sig       ] [3058/3412] Forecasting TSCO...
[2026-02-11T20:33:20.182728] [INFO ] [sig       ] Generating forecast for: TSCO
[2026-02-11T20:33:20.182758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2026-02-11T20:33:20.194336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2026-02-11T20:33:20.194654] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2026-02-11T20:33:20.195436] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2026-02-11T20:33:20.195487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:20.195518] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:20.195545] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:20.195620] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:20.253651] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:20.254278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:20.254412] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:20.254447] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:20.373610] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:20.373753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:20.373793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:20.373822] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:20.377234] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: UP (p=55.75%)
[2026-02-11T20:33:20.377786] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2026-02-11T20:33:20.377918] [INFO ] [sig       ] TSCO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:20.523129] [INFO ] [LOCAL     ] Saved forecast: TSCO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TSCO.txt
[2026-02-11T20:33:20.523255] [INFO ] [sig       ] [3058/3412] Completed TSCO in 0.3s | 2.79 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-11T20:33:20.523293] [INFO ] [sig       ] [3059/3412] Forecasting TSDD...
[2026-02-11T20:33:20.523322] [INFO ] [sig       ] Generating forecast for: TSDD
[2026-02-11T20:33:20.523351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2026-02-11T20:33:20.534506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2026-02-11T20:33:20.534835] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2026-02-11T20:33:20.535684] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2026-02-11T20:33:20.535737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:20.535769] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:20.535795] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:20.535855] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:20.597920] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:20.598789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:20.598872] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:20.598905] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:20.724541] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:20.724706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:20.724779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:20.724818] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:20.728969] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2026-02-11T20:33:20.729281] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2026-02-11T20:33:20.729420] [INFO ] [sig       ] TSDD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:20.870481] [INFO ] [LOCAL     ] Saved forecast: TSDD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TSDD.txt
[2026-02-11T20:33:20.870615] [INFO ] [sig       ] [3059/3412] Completed TSDD in 0.3s | 2.79 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-11T20:33:20.870656] [INFO ] [sig       ] [3060/3412] Forecasting TSEM...
[2026-02-11T20:33:20.870686] [INFO ] [sig       ] Generating forecast for: TSEM
[2026-02-11T20:33:20.870716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2026-02-11T20:33:20.882147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2026-02-11T20:33:20.882628] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2026-02-11T20:33:20.883431] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2026-02-11T20:33:20.883483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:20.883514] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:20.883539] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:20.883618] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:20.944688] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:20.945320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:20.945612] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:20.945649] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:21.067933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:21.068096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:21.068140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:21.068170] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:21.071804] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=82.08%)
[2026-02-11T20:33:21.072115] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2026-02-11T20:33:21.072248] [INFO ] [sig       ] TSEM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:21.220084] [INFO ] [LOCAL     ] Saved forecast: TSEM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TSEM.txt
[2026-02-11T20:33:21.220246] [INFO ] [sig       ] [3060/3412] Completed TSEM in 0.3s | 2.79 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-11T20:33:21.220286] [INFO ] [sig       ] [3061/3412] Forecasting TSHA...
[2026-02-11T20:33:21.220316] [INFO ] [sig       ] Generating forecast for: TSHA
[2026-02-11T20:33:21.220346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2026-02-11T20:33:21.231127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2026-02-11T20:33:21.231491] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2026-02-11T20:33:21.232321] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2026-02-11T20:33:21.232374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:21.232416] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:21.232444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:21.232501] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:21.291591] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:21.292451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:21.292539] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:21.292592] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:21.414378] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:21.414755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:21.414799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:21.414828] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:21.418669] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2026-02-11T20:33:21.418947] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2026-02-11T20:33:21.419079] [INFO ] [sig       ] TSHA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:21.564076] [INFO ] [LOCAL     ] Saved forecast: TSHA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TSHA.txt
[2026-02-11T20:33:21.564275] [INFO ] [sig       ] [3061/3412] Completed TSHA in 0.3s | 2.79 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-11T20:33:21.564317] [INFO ] [sig       ] [3062/3412] Forecasting TSI...
[2026-02-11T20:33:21.564347] [INFO ] [sig       ] Generating forecast for: TSI
[2026-02-11T20:33:21.564380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2026-02-11T20:33:21.575803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2026-02-11T20:33:21.576197] [INFO ] [FORECASTER] Starting predict_future for TSI
[2026-02-11T20:33:21.577077] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2026-02-11T20:33:21.577144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:21.577184] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:21.577219] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:21.577286] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:21.643258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:21.644263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:21.644360] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:21.644393] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:21.767453] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:21.767657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:21.767699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:21.767729] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:21.771759] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: UP (p=87.80%)
[2026-02-11T20:33:21.772047] [INFO ] [FORECASTER] Completed predict_future for TSI
[2026-02-11T20:33:21.772181] [INFO ] [sig       ] TSI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:21.914645] [INFO ] [LOCAL     ] Saved forecast: TSI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TSI.txt
[2026-02-11T20:33:21.914809] [INFO ] [sig       ] [3062/3412] Completed TSI in 0.4s | 2.79 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-11T20:33:21.914850] [INFO ] [sig       ] [3063/3412] Forecasting TSL...
[2026-02-11T20:33:21.914881] [INFO ] [sig       ] Generating forecast for: TSL
[2026-02-11T20:33:21.914912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2026-02-11T20:33:21.931426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2026-02-11T20:33:21.931891] [INFO ] [FORECASTER] Starting predict_future for TSL
[2026-02-11T20:33:21.932824] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2026-02-11T20:33:21.932877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:21.932909] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:21.932935] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:21.932997] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:21.990960] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:21.991764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:21.991858] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:21.991892] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:22.107952] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:22.108050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:22.108087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:22.108115] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:22.111383] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=77.23%)
[2026-02-11T20:33:22.111689] [INFO ] [FORECASTER] Completed predict_future for TSL
[2026-02-11T20:33:22.111838] [INFO ] [sig       ] TSL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:22.253198] [INFO ] [LOCAL     ] Saved forecast: TSL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TSL.txt
[2026-02-11T20:33:22.253315] [INFO ] [sig       ] [3063/3412] Completed TSL in 0.3s | 2.79 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-11T20:33:22.253366] [INFO ] [sig       ] [3064/3412] Forecasting TSLA...
[2026-02-11T20:33:22.253397] [INFO ] [sig       ] Generating forecast for: TSLA
[2026-02-11T20:33:22.253428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2026-02-11T20:33:22.264991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2026-02-11T20:33:22.265304] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2026-02-11T20:33:22.266126] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2026-02-11T20:33:22.266178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:22.266209] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:22.266236] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:22.266292] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:22.323973] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:22.324764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:22.324850] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:22.324883] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:22.445265] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:22.445418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:22.445671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:22.445703] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:22.449172] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: UP (p=73.21%)
[2026-02-11T20:33:22.449452] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2026-02-11T20:33:22.449601] [INFO ] [sig       ] TSLA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:22.595944] [INFO ] [LOCAL     ] Saved forecast: TSLA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TSLA.txt
[2026-02-11T20:33:22.596099] [INFO ] [sig       ] [3064/3412] Completed TSLA in 0.3s | 2.79 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-11T20:33:22.596150] [INFO ] [sig       ] [3065/3412] Forecasting TSLL...
[2026-02-11T20:33:22.596188] [INFO ] [sig       ] Generating forecast for: TSLL
[2026-02-11T20:33:22.596225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2026-02-11T20:33:22.608935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2026-02-11T20:33:22.609312] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2026-02-11T20:33:22.610152] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2026-02-11T20:33:22.610204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:22.610290] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:22.610319] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:22.610377] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:22.672638] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:22.673610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:22.673732] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:22.673767] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:22.800459] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:22.800646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:22.800698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:22.800728] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:22.804394] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: UP (p=96.14%)
[2026-02-11T20:33:22.804744] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2026-02-11T20:33:22.804892] [INFO ] [sig       ] TSLL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:22.950447] [INFO ] [LOCAL     ] Saved forecast: TSLL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TSLL.txt
[2026-02-11T20:33:22.950624] [INFO ] [sig       ] [3065/3412] Completed TSLL in 0.4s | 2.79 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-11T20:33:22.950668] [INFO ] [sig       ] [3066/3412] Forecasting TSLQ...
[2026-02-11T20:33:22.950698] [INFO ] [sig       ] Generating forecast for: TSLQ
[2026-02-11T20:33:22.950730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2026-02-11T20:33:22.961455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2026-02-11T20:33:22.961749] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2026-02-11T20:33:22.962617] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2026-02-11T20:33:22.962669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:22.962700] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:22.962727] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:22.962783] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:23.021862] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:23.022478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:23.022558] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:23.022611] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:23.147144] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:23.147310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:23.147354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:23.147383] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:23.151122] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: DOWN (p=22.28%)
[2026-02-11T20:33:23.151442] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2026-02-11T20:33:23.151868] [INFO ] [sig       ] TSLQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:23.298306] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TSLQ.txt
[2026-02-11T20:33:23.298441] [INFO ] [sig       ] [3066/3412] Completed TSLQ in 0.3s | 2.79 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-11T20:33:23.298479] [INFO ] [sig       ] [3067/3412] Forecasting TSLS...
[2026-02-11T20:33:23.298509] [INFO ] [sig       ] Generating forecast for: TSLS
[2026-02-11T20:33:23.298539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2026-02-11T20:33:23.309512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2026-02-11T20:33:23.309889] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2026-02-11T20:33:23.310722] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2026-02-11T20:33:23.310774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:23.310806] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:23.310833] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:23.310889] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:23.374242] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:23.375101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:23.375189] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:23.375223] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:23.490802] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:23.490965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:23.491004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:23.491033] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:23.494488] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: DOWN (p=41.02%)
[2026-02-11T20:33:23.494783] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2026-02-11T20:33:23.494914] [INFO ] [sig       ] TSLS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:23.638874] [INFO ] [LOCAL     ] Saved forecast: TSLS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TSLS.txt
[2026-02-11T20:33:23.639015] [INFO ] [sig       ] [3067/3412] Completed TSLS in 0.3s | 2.79 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-11T20:33:23.639053] [INFO ] [sig       ] [3068/3412] Forecasting TSLX...
[2026-02-11T20:33:23.639082] [INFO ] [sig       ] Generating forecast for: TSLX
[2026-02-11T20:33:23.639113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2026-02-11T20:33:23.651594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2026-02-11T20:33:23.651937] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2026-02-11T20:33:23.652984] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2026-02-11T20:33:23.653036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:23.653068] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:23.653095] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:23.653151] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:23.713694] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:23.714386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:23.714476] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:23.714508] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:23.838006] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:23.838166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:23.838227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:23.838300] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:23.841763] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2026-02-11T20:33:23.842047] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2026-02-11T20:33:23.842175] [INFO ] [sig       ] TSLX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:23.982979] [INFO ] [LOCAL     ] Saved forecast: TSLX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TSLX.txt
[2026-02-11T20:33:23.983116] [INFO ] [sig       ] [3068/3412] Completed TSLX in 0.3s | 2.79 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-11T20:33:23.983154] [INFO ] [sig       ] [3069/3412] Forecasting TSM...
[2026-02-11T20:33:23.983187] [INFO ] [sig       ] Generating forecast for: TSM
[2026-02-11T20:33:23.983221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2026-02-11T20:33:23.995543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2026-02-11T20:33:23.995929] [INFO ] [FORECASTER] Starting predict_future for TSM
[2026-02-11T20:33:23.996775] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2026-02-11T20:33:23.996828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:23.996860] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:23.996887] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:23.996943] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:24.060645] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:24.061457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:24.061541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:24.061593] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:24.187190] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:24.187353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:24.187620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:24.187656] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:24.191273] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=37.27%)
[2026-02-11T20:33:24.191749] [INFO ] [FORECASTER] Completed predict_future for TSM
[2026-02-11T20:33:24.191901] [INFO ] [sig       ] TSM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:24.337001] [INFO ] [LOCAL     ] Saved forecast: TSM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TSM.txt
[2026-02-11T20:33:24.337140] [INFO ] [sig       ] [3069/3412] Completed TSM in 0.4s | 2.79 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-11T20:33:24.337179] [INFO ] [sig       ] [3070/3412] Forecasting TSN...
[2026-02-11T20:33:24.337209] [INFO ] [sig       ] Generating forecast for: TSN
[2026-02-11T20:33:24.337239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2026-02-11T20:33:24.347968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2026-02-11T20:33:24.348308] [INFO ] [FORECASTER] Starting predict_future for TSN
[2026-02-11T20:33:24.349135] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2026-02-11T20:33:24.349187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:24.349219] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:24.349245] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:24.349302] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:24.409459] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:24.410835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:24.410961] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:24.410995] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:24.540104] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:24.540268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:24.540310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:24.540339] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:24.544383] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2026-02-11T20:33:24.544720] [INFO ] [FORECASTER] Completed predict_future for TSN
[2026-02-11T20:33:24.544861] [INFO ] [sig       ] TSN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:24.693661] [INFO ] [LOCAL     ] Saved forecast: TSN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TSN.txt
[2026-02-11T20:33:24.693800] [INFO ] [sig       ] [3070/3412] Completed TSN in 0.4s | 2.79 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-11T20:33:24.693840] [INFO ] [sig       ] [3071/3412] Forecasting TSQ...
[2026-02-11T20:33:24.693871] [INFO ] [sig       ] Generating forecast for: TSQ
[2026-02-11T20:33:24.693902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2026-02-11T20:33:24.707304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2026-02-11T20:33:24.707627] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2026-02-11T20:33:24.708516] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2026-02-11T20:33:24.708587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:24.708622] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:24.708648] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:24.708705] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:24.769976] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:24.770901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:24.770986] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:24.771020] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:24.895525] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:24.895711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:24.895754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:24.895783] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:24.899323] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2026-02-11T20:33:24.899633] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2026-02-11T20:33:24.899774] [INFO ] [sig       ] TSQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:25.046148] [INFO ] [LOCAL     ] Saved forecast: TSQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TSQ.txt
[2026-02-11T20:33:25.046359] [INFO ] [sig       ] [3071/3412] Completed TSQ in 0.4s | 2.79 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-11T20:33:25.046407] [INFO ] [sig       ] [3072/3412] Forecasting TTC...
[2026-02-11T20:33:25.046438] [INFO ] [sig       ] Generating forecast for: TTC
[2026-02-11T20:33:25.046469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2026-02-11T20:33:25.057461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2026-02-11T20:33:25.058316] [INFO ] [FORECASTER] Starting predict_future for TTC
[2026-02-11T20:33:25.059286] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2026-02-11T20:33:25.059359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:25.059431] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:25.059471] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:25.059550] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:25.120767] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:25.121709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:25.121800] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:25.121834] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:25.245469] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:25.245650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:25.245722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:25.245759] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:25.249694] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=93.96%)
[2026-02-11T20:33:25.249986] [INFO ] [FORECASTER] Completed predict_future for TTC
[2026-02-11T20:33:25.250136] [INFO ] [sig       ] TTC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:25.404747] [INFO ] [LOCAL     ] Saved forecast: TTC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TTC.txt
[2026-02-11T20:33:25.404915] [INFO ] [sig       ] [3072/3412] Completed TTC in 0.4s | 2.79 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-11T20:33:25.404957] [INFO ] [sig       ] [3073/3412] Forecasting TTD...
[2026-02-11T20:33:25.404989] [INFO ] [sig       ] Generating forecast for: TTD
[2026-02-11T20:33:25.405020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2026-02-11T20:33:25.418736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2026-02-11T20:33:25.419134] [INFO ] [FORECASTER] Starting predict_future for TTD
[2026-02-11T20:33:25.420096] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2026-02-11T20:33:25.420150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:25.420184] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:25.420211] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:25.420268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:25.483309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:25.484478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:25.484780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:25.484816] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:25.608200] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:25.608379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:25.608423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:25.608453] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:25.612019] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=64.12%)
[2026-02-11T20:33:25.612314] [INFO ] [FORECASTER] Completed predict_future for TTD
[2026-02-11T20:33:25.612454] [INFO ] [sig       ] TTD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:25.761952] [INFO ] [LOCAL     ] Saved forecast: TTD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TTD.txt
[2026-02-11T20:33:25.762111] [INFO ] [sig       ] [3073/3412] Completed TTD in 0.4s | 2.79 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-11T20:33:25.762152] [INFO ] [sig       ] [3074/3412] Forecasting TTE...
[2026-02-11T20:33:25.762181] [INFO ] [sig       ] Generating forecast for: TTE
[2026-02-11T20:33:25.762212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2026-02-11T20:33:25.772983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2026-02-11T20:33:25.773339] [INFO ] [FORECASTER] Starting predict_future for TTE
[2026-02-11T20:33:25.774178] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2026-02-11T20:33:25.774235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:25.774267] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:25.774293] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:25.774350] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:25.832191] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:25.833211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:25.833328] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:25.833366] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:25.981869] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:25.982037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:25.982081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:25.982112] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:25.986017] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=23.57%)
[2026-02-11T20:33:25.986410] [INFO ] [FORECASTER] Completed predict_future for TTE
[2026-02-11T20:33:25.986561] [INFO ] [sig       ] TTE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:26.142347] [INFO ] [LOCAL     ] Saved forecast: TTE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TTE.txt
[2026-02-11T20:33:26.142494] [INFO ] [sig       ] [3074/3412] Completed TTE in 0.4s | 2.79 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-11T20:33:26.142534] [INFO ] [sig       ] [3075/3412] Forecasting TTEC...
[2026-02-11T20:33:26.142564] [INFO ] [sig       ] Generating forecast for: TTEC
[2026-02-11T20:33:26.142615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2026-02-11T20:33:26.154153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2026-02-11T20:33:26.154476] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2026-02-11T20:33:26.155336] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2026-02-11T20:33:26.155389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:26.155421] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:26.155449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:26.155505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:26.216894] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:26.218024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:26.218143] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:26.218176] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:26.339483] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:26.339659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:26.339701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:26.339731] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:26.343267] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2026-02-11T20:33:26.343592] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2026-02-11T20:33:26.343730] [INFO ] [sig       ] TTEC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:26.487756] [INFO ] [LOCAL     ] Saved forecast: TTEC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TTEC.txt
[2026-02-11T20:33:26.488114] [INFO ] [sig       ] [3075/3412] Completed TTEC in 0.3s | 2.79 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-11T20:33:26.488155] [INFO ] [sig       ] [3076/3412] Forecasting TTEK...
[2026-02-11T20:33:26.488186] [INFO ] [sig       ] Generating forecast for: TTEK
[2026-02-11T20:33:26.488222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2026-02-11T20:33:26.501761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2026-02-11T20:33:26.502147] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2026-02-11T20:33:26.502997] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2026-02-11T20:33:26.503049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:26.503080] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:26.503107] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:26.503163] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:26.563932] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:26.565042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:26.565134] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:26.565167] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:26.691649] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:26.691815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:26.691858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:26.691888] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:26.695603] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: UP (p=85.66%)
[2026-02-11T20:33:26.695911] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2026-02-11T20:33:26.696052] [INFO ] [sig       ] TTEK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:26.865066] [INFO ] [LOCAL     ] Saved forecast: TTEK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TTEK.txt
[2026-02-11T20:33:26.865239] [INFO ] [sig       ] [3076/3412] Completed TTEK in 0.4s | 2.79 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-11T20:33:26.865281] [INFO ] [sig       ] [3077/3412] Forecasting TTI...
[2026-02-11T20:33:26.865314] [INFO ] [sig       ] Generating forecast for: TTI
[2026-02-11T20:33:26.865346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2026-02-11T20:33:26.876216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2026-02-11T20:33:26.876600] [INFO ] [FORECASTER] Starting predict_future for TTI
[2026-02-11T20:33:26.877414] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2026-02-11T20:33:26.877476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:26.877549] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:26.877621] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:26.877686] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:26.938932] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:26.939894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:26.939992] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:26.940035] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:27.068611] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:27.068782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:27.068832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:27.068869] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:27.072428] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2026-02-11T20:33:27.072743] [INFO ] [FORECASTER] Completed predict_future for TTI
[2026-02-11T20:33:27.072881] [INFO ] [sig       ] TTI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:27.215209] [INFO ] [LOCAL     ] Saved forecast: TTI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TTI.txt
[2026-02-11T20:33:27.215384] [INFO ] [sig       ] [3077/3412] Completed TTI in 0.4s | 2.79 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-11T20:33:27.215429] [INFO ] [sig       ] [3078/3412] Forecasting TTMI...
[2026-02-11T20:33:27.215469] [INFO ] [sig       ] Generating forecast for: TTMI
[2026-02-11T20:33:27.215504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2026-02-11T20:33:27.226971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2026-02-11T20:33:27.227361] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2026-02-11T20:33:27.228262] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2026-02-11T20:33:27.228327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:27.228366] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:27.228398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:27.228468] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:27.287595] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:27.288527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:27.288641] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:27.288677] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:27.410980] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:27.411142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:27.411184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:27.411213] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:27.415232] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: UP (p=93.21%)
[2026-02-11T20:33:27.415612] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2026-02-11T20:33:27.415765] [INFO ] [sig       ] TTMI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:27.564921] [INFO ] [LOCAL     ] Saved forecast: TTMI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TTMI.txt
[2026-02-11T20:33:27.565155] [INFO ] [sig       ] [3078/3412] Completed TTMI in 0.3s | 2.79 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-11T20:33:27.565213] [INFO ] [sig       ] [3079/3412] Forecasting TTWO...
[2026-02-11T20:33:27.565264] [INFO ] [sig       ] Generating forecast for: TTWO
[2026-02-11T20:33:27.565316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2026-02-11T20:33:27.576897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2026-02-11T20:33:27.577291] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2026-02-11T20:33:27.578288] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2026-02-11T20:33:27.578358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:27.578403] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:27.578442] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:27.578523] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:27.643640] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:27.644566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:27.644702] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:27.644739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:27.775661] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:27.775830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:27.775871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:27.775901] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:27.780068] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: DOWN (p=9.17%)
[2026-02-11T20:33:27.780440] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2026-02-11T20:33:27.780605] [INFO ] [sig       ] TTWO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:27.948468] [INFO ] [LOCAL     ] Saved forecast: TTWO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TTWO.txt
[2026-02-11T20:33:27.948677] [INFO ] [sig       ] [3079/3412] Completed TTWO in 0.4s | 2.79 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-11T20:33:27.948730] [INFO ] [sig       ] [3080/3412] Forecasting TUGN...
[2026-02-11T20:33:27.948761] [INFO ] [sig       ] Generating forecast for: TUGN
[2026-02-11T20:33:27.948798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2026-02-11T20:33:27.960193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2026-02-11T20:33:27.960604] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2026-02-11T20:33:27.961502] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2026-02-11T20:33:27.961775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:27.961823] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:27.961865] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:27.961946] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:28.026358] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:28.027337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:28.027441] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:28.027477] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:28.144290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:28.144480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:28.144522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:28.144550] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:28.148127] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=88.01%)
[2026-02-11T20:33:28.148468] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2026-02-11T20:33:28.148630] [INFO ] [sig       ] TUGN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:28.301072] [INFO ] [LOCAL     ] Saved forecast: TUGN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TUGN.txt
[2026-02-11T20:33:28.301251] [INFO ] [sig       ] [3080/3412] Completed TUGN in 0.4s | 2.79 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-11T20:33:28.301297] [INFO ] [sig       ] [3081/3412] Forecasting TUSK...
[2026-02-11T20:33:28.301327] [INFO ] [sig       ] Generating forecast for: TUSK
[2026-02-11T20:33:28.301358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2026-02-11T20:33:28.312241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2026-02-11T20:33:28.312633] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2026-02-11T20:33:28.313436] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2026-02-11T20:33:28.313488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:28.313536] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:28.313563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:28.313648] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:28.371705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:28.372696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:28.372786] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:28.372819] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:28.495882] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:28.496050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:28.496094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:28.496125] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:28.500192] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=69.29%)
[2026-02-11T20:33:28.500550] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2026-02-11T20:33:28.500912] [INFO ] [sig       ] TUSK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:28.650314] [INFO ] [LOCAL     ] Saved forecast: TUSK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TUSK.txt
[2026-02-11T20:33:28.650476] [INFO ] [sig       ] [3081/3412] Completed TUSK in 0.3s | 2.79 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-11T20:33:28.650518] [INFO ] [sig       ] [3082/3412] Forecasting TVC...
[2026-02-11T20:33:28.650548] [INFO ] [sig       ] Generating forecast for: TVC
[2026-02-11T20:33:28.650601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2026-02-11T20:33:28.661163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2026-02-11T20:33:28.661631] [INFO ] [FORECASTER] Starting predict_future for TVC
[2026-02-11T20:33:28.662479] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2026-02-11T20:33:28.662532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:28.662614] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:28.662644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:28.662706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:28.722057] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:28.723037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:28.723129] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:28.723163] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:28.832461] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:28.832845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:28.832888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:28.832917] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:28.836948] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=39.53%)
[2026-02-11T20:33:28.837326] [INFO ] [FORECASTER] Completed predict_future for TVC
[2026-02-11T20:33:28.837492] [INFO ] [sig       ] TVC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:28.987457] [INFO ] [LOCAL     ] Saved forecast: TVC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TVC.txt
[2026-02-11T20:33:28.987645] [INFO ] [sig       ] [3082/3412] Completed TVC in 0.3s | 2.79 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-11T20:33:28.987690] [INFO ] [sig       ] [3083/3412] Forecasting TVE...
[2026-02-11T20:33:28.987720] [INFO ] [sig       ] Generating forecast for: TVE
[2026-02-11T20:33:28.987750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2026-02-11T20:33:28.999236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2026-02-11T20:33:28.999640] [INFO ] [FORECASTER] Starting predict_future for TVE
[2026-02-11T20:33:29.000513] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2026-02-11T20:33:29.000566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:29.000618] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:29.000644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:29.000910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:29.058258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:29.059114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:29.059210] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:29.059245] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:29.161838] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:29.161966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:29.162006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:29.162034] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:29.165595] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2026-02-11T20:33:29.165871] [INFO ] [FORECASTER] Completed predict_future for TVE
[2026-02-11T20:33:29.165999] [INFO ] [sig       ] TVE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:29.308023] [INFO ] [LOCAL     ] Saved forecast: TVE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TVE.txt
[2026-02-11T20:33:29.308158] [INFO ] [sig       ] [3083/3412] Completed TVE in 0.3s | 2.79 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-11T20:33:29.308197] [INFO ] [sig       ] [3084/3412] Forecasting TVTX...
[2026-02-11T20:33:29.308225] [INFO ] [sig       ] Generating forecast for: TVTX
[2026-02-11T20:33:29.308254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2026-02-11T20:33:29.319442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2026-02-11T20:33:29.319766] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2026-02-11T20:33:29.320597] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2026-02-11T20:33:29.320649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:29.320681] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:29.320708] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:29.320765] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:29.378272] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:29.378977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:29.379069] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:29.379101] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:29.500282] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:29.500441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:29.500482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:29.500509] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:29.503979] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: DOWN (p=6.95%)
[2026-02-11T20:33:29.504256] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2026-02-11T20:33:29.504413] [INFO ] [sig       ] TVTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:29.660026] [INFO ] [LOCAL     ] Saved forecast: TVTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TVTX.txt
[2026-02-11T20:33:29.660188] [INFO ] [sig       ] [3084/3412] Completed TVTX in 0.4s | 2.79 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-11T20:33:29.660232] [INFO ] [sig       ] [3085/3412] Forecasting TWFG...
[2026-02-11T20:33:29.660265] [INFO ] [sig       ] Generating forecast for: TWFG
[2026-02-11T20:33:29.660304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2026-02-11T20:33:29.671172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2026-02-11T20:33:29.671592] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2026-02-11T20:33:29.672430] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2026-02-11T20:33:29.672502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:29.672536] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:29.672563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:29.672640] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:29.731992] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:29.732930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:29.733017] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:29.733051] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:29.858063] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:29.858218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:29.858259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:29.858331] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:29.861876] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2026-02-11T20:33:29.862158] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2026-02-11T20:33:29.862294] [INFO ] [sig       ] TWFG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:30.016081] [INFO ] [LOCAL     ] Saved forecast: TWFG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TWFG.txt
[2026-02-11T20:33:30.016272] [INFO ] [sig       ] [3085/3412] Completed TWFG in 0.4s | 2.79 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-11T20:33:30.016316] [INFO ] [sig       ] [3086/3412] Forecasting TWG...
[2026-02-11T20:33:30.016349] [INFO ] [sig       ] Generating forecast for: TWG
[2026-02-11T20:33:30.016380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2026-02-11T20:33:30.028006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2026-02-11T20:33:30.028436] [INFO ] [FORECASTER] Starting predict_future for TWG
[2026-02-11T20:33:30.029393] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2026-02-11T20:33:30.029463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:30.029498] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:30.029526] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:30.029611] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:30.094821] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:30.095751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:30.095838] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:30.095871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:30.220933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:30.221102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:30.221149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:30.221180] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:30.224870] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: UP (p=66.92%)
[2026-02-11T20:33:30.225160] [INFO ] [FORECASTER] Completed predict_future for TWG
[2026-02-11T20:33:30.225297] [INFO ] [sig       ] TWG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:30.377115] [INFO ] [LOCAL     ] Saved forecast: TWG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TWG.txt
[2026-02-11T20:33:30.377286] [INFO ] [sig       ] [3086/3412] Completed TWG in 0.4s | 2.79 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-11T20:33:30.377335] [INFO ] [sig       ] [3087/3412] Forecasting TWI...
[2026-02-11T20:33:30.377371] [INFO ] [sig       ] Generating forecast for: TWI
[2026-02-11T20:33:30.377408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2026-02-11T20:33:30.388467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2026-02-11T20:33:30.389050] [INFO ] [FORECASTER] Starting predict_future for TWI
[2026-02-11T20:33:30.390109] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2026-02-11T20:33:30.390162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:30.390194] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:30.390220] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:30.390278] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:30.452486] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:30.453486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:30.453593] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:30.453630] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:30.583182] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:30.583342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:30.583383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:30.583412] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:30.586912] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=80.01%)
[2026-02-11T20:33:30.587198] [INFO ] [FORECASTER] Completed predict_future for TWI
[2026-02-11T20:33:30.587332] [INFO ] [sig       ] TWI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:30.740688] [INFO ] [LOCAL     ] Saved forecast: TWI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TWI.txt
[2026-02-11T20:33:30.740849] [INFO ] [sig       ] [3087/3412] Completed TWI in 0.4s | 2.79 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-11T20:33:30.740890] [INFO ] [sig       ] [3088/3412] Forecasting TWIN...
[2026-02-11T20:33:30.740920] [INFO ] [sig       ] Generating forecast for: TWIN
[2026-02-11T20:33:30.740952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2026-02-11T20:33:30.752764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2026-02-11T20:33:30.753173] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2026-02-11T20:33:30.754041] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2026-02-11T20:33:30.754094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:30.754126] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:30.754152] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:30.754209] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:30.818818] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:30.819791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:30.819902] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:30.819947] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:30.955236] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:30.955432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:30.955482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:30.955515] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:30.959534] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2026-02-11T20:33:30.959862] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2026-02-11T20:33:30.960012] [INFO ] [sig       ] TWIN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:31.112892] [INFO ] [LOCAL     ] Saved forecast: TWIN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TWIN.txt
[2026-02-11T20:33:31.113054] [INFO ] [sig       ] [3088/3412] Completed TWIN in 0.4s | 2.79 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-11T20:33:31.113102] [INFO ] [sig       ] [3089/3412] Forecasting TWLO...
[2026-02-11T20:33:31.113131] [INFO ] [sig       ] Generating forecast for: TWLO
[2026-02-11T20:33:31.113161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2026-02-11T20:33:31.125857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2026-02-11T20:33:31.126260] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2026-02-11T20:33:31.127163] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2026-02-11T20:33:31.127218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:31.127252] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:31.127281] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:31.127340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:31.191471] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:31.192686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:31.192785] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:31.192820] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:31.324565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:31.324748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:31.324790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:31.324822] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:31.328861] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2026-02-11T20:33:31.329166] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2026-02-11T20:33:31.329307] [INFO ] [sig       ] TWLO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:31.479302] [INFO ] [LOCAL     ] Saved forecast: TWLO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TWLO.txt
[2026-02-11T20:33:31.479448] [INFO ] [sig       ] [3089/3412] Completed TWLO in 0.4s | 2.79 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-11T20:33:31.479490] [INFO ] [sig       ] [3090/3412] Forecasting TWO...
[2026-02-11T20:33:31.479521] [INFO ] [sig       ] Generating forecast for: TWO
[2026-02-11T20:33:31.479559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2026-02-11T20:33:31.491106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2026-02-11T20:33:31.491431] [INFO ] [FORECASTER] Starting predict_future for TWO
[2026-02-11T20:33:31.492273] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2026-02-11T20:33:31.492328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:31.492362] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:31.492394] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:31.492455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:31.552184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:31.552900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:31.552984] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:31.553018] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:31.677730] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:31.677892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:31.677940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:31.677971] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:31.681690] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2026-02-11T20:33:31.682011] [INFO ] [FORECASTER] Completed predict_future for TWO
[2026-02-11T20:33:31.682149] [INFO ] [sig       ] TWO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:31.824979] [INFO ] [LOCAL     ] Saved forecast: TWO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TWO.txt
[2026-02-11T20:33:31.825107] [INFO ] [sig       ] [3090/3412] Completed TWO in 0.3s | 2.79 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-11T20:33:31.825146] [INFO ] [sig       ] [3091/3412] Forecasting TX...
[2026-02-11T20:33:31.825175] [INFO ] [sig       ] Generating forecast for: TX
[2026-02-11T20:33:31.825213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2026-02-11T20:33:31.836613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2026-02-11T20:33:31.836904] [INFO ] [FORECASTER] Starting predict_future for TX
[2026-02-11T20:33:31.837761] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2026-02-11T20:33:31.837812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:31.837843] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:31.837869] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:31.837925] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:31.896490] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:31.897147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:31.897227] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:31.897260] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:32.019435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:32.019805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:32.019847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:32.019876] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:32.023504] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=7.32%)
[2026-02-11T20:33:32.023804] [INFO ] [FORECASTER] Completed predict_future for TX
[2026-02-11T20:33:32.023936] [INFO ] [sig       ] TX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:32.169821] [INFO ] [LOCAL     ] Saved forecast: TX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TX.txt
[2026-02-11T20:33:32.169980] [INFO ] [sig       ] [3091/3412] Completed TX in 0.3s | 2.79 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-11T20:33:32.170022] [INFO ] [sig       ] [3092/3412] Forecasting TXG...
[2026-02-11T20:33:32.170052] [INFO ] [sig       ] Generating forecast for: TXG
[2026-02-11T20:33:32.170082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2026-02-11T20:33:32.181459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2026-02-11T20:33:32.181801] [INFO ] [FORECASTER] Starting predict_future for TXG
[2026-02-11T20:33:32.182644] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2026-02-11T20:33:32.182695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:32.182726] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:32.182754] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:32.182810] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:32.240814] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:32.241680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:32.241805] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:32.241839] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:32.361520] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:32.361890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:32.361950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:32.361981] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:32.365625] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=45.93%)
[2026-02-11T20:33:32.365905] [INFO ] [FORECASTER] Completed predict_future for TXG
[2026-02-11T20:33:32.366033] [INFO ] [sig       ] TXG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:32.507961] [INFO ] [LOCAL     ] Saved forecast: TXG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TXG.txt
[2026-02-11T20:33:32.508116] [INFO ] [sig       ] [3092/3412] Completed TXG in 0.3s | 2.79 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-11T20:33:32.508157] [INFO ] [sig       ] [3093/3412] Forecasting TXMD...
[2026-02-11T20:33:32.508186] [INFO ] [sig       ] Generating forecast for: TXMD
[2026-02-11T20:33:32.508216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2026-02-11T20:33:32.519449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2026-02-11T20:33:32.519774] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2026-02-11T20:33:32.520624] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2026-02-11T20:33:32.520676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:32.520709] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:32.520735] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:32.520791] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:32.581614] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:32.582447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:32.582535] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:32.582589] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:32.703883] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:32.704043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:32.704086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:32.704117] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:32.707895] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2026-02-11T20:33:32.708262] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2026-02-11T20:33:32.708433] [INFO ] [sig       ] TXMD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:32.860525] [INFO ] [LOCAL     ] Saved forecast: TXMD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TXMD.txt
[2026-02-11T20:33:32.860704] [INFO ] [sig       ] [3093/3412] Completed TXMD in 0.4s | 2.79 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-11T20:33:32.860747] [INFO ] [sig       ] [3094/3412] Forecasting TXN...
[2026-02-11T20:33:32.860775] [INFO ] [sig       ] Generating forecast for: TXN
[2026-02-11T20:33:32.860806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2026-02-11T20:33:32.872143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2026-02-11T20:33:32.872522] [INFO ] [FORECASTER] Starting predict_future for TXN
[2026-02-11T20:33:32.873402] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2026-02-11T20:33:32.873469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:32.873510] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:32.873542] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:32.873626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:32.935559] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:32.936550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:32.936847] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:32.936883] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:33.069374] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:33.069602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:33.069849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:33.069883] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:33.074012] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2026-02-11T20:33:33.074342] [INFO ] [FORECASTER] Completed predict_future for TXN
[2026-02-11T20:33:33.074483] [INFO ] [sig       ] TXN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:33.223177] [INFO ] [LOCAL     ] Saved forecast: TXN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TXN.txt
[2026-02-11T20:33:33.223334] [INFO ] [sig       ] [3094/3412] Completed TXN in 0.4s | 2.79 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-11T20:33:33.223373] [INFO ] [sig       ] [3095/3412] Forecasting TXO...
[2026-02-11T20:33:33.223403] [INFO ] [sig       ] Generating forecast for: TXO
[2026-02-11T20:33:33.223444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2026-02-11T20:33:33.236499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2026-02-11T20:33:33.237105] [INFO ] [FORECASTER] Starting predict_future for TXO
[2026-02-11T20:33:33.237968] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2026-02-11T20:33:33.238023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:33.238056] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:33.238084] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:33.238151] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:33.298838] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:33.299590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:33.299868] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:33.299903] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:33.436688] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:33.437078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:33.437131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:33.437169] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:33.441938] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2026-02-11T20:33:33.442268] [INFO ] [FORECASTER] Completed predict_future for TXO
[2026-02-11T20:33:33.442420] [INFO ] [sig       ] TXO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:33.604732] [INFO ] [LOCAL     ] Saved forecast: TXO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TXO.txt
[2026-02-11T20:33:33.604976] [INFO ] [sig       ] [3095/3412] Completed TXO in 0.4s | 2.79 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-11T20:33:33.605027] [INFO ] [sig       ] [3096/3412] Forecasting TXRH...
[2026-02-11T20:33:33.605065] [INFO ] [sig       ] Generating forecast for: TXRH
[2026-02-11T20:33:33.605103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2026-02-11T20:33:33.621241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2026-02-11T20:33:33.621673] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2026-02-11T20:33:33.622694] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2026-02-11T20:33:33.622757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:33.622821] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:33.622857] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:33.622936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:33.695656] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:33.696824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:33.696953] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:33.696990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:33.821846] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:33.822006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:33.822050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:33.822082] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:33.825767] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: DOWN (p=43.29%)
[2026-02-11T20:33:33.826057] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2026-02-11T20:33:33.826188] [INFO ] [sig       ] TXRH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:33.971286] [INFO ] [LOCAL     ] Saved forecast: TXRH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TXRH.txt
[2026-02-11T20:33:33.971425] [INFO ] [sig       ] [3096/3412] Completed TXRH in 0.4s | 2.79 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-11T20:33:33.971464] [INFO ] [sig       ] [3097/3412] Forecasting TY...
[2026-02-11T20:33:33.971496] [INFO ] [sig       ] Generating forecast for: TY
[2026-02-11T20:33:33.971534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2026-02-11T20:33:33.983338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2026-02-11T20:33:33.983698] [INFO ] [FORECASTER] Starting predict_future for TY
[2026-02-11T20:33:33.984947] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2026-02-11T20:33:33.984999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:33.985032] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:33.985059] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:33.985141] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:34.046312] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:34.047206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:34.047295] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:34.047330] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:34.171002] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:34.171161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:34.171204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:34.171234] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:34.175047] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=87.23%)
[2026-02-11T20:33:34.175335] [INFO ] [FORECASTER] Completed predict_future for TY
[2026-02-11T20:33:34.175472] [INFO ] [sig       ] TY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:34.324048] [INFO ] [LOCAL     ] Saved forecast: TY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TY.txt
[2026-02-11T20:33:34.324191] [INFO ] [sig       ] [3097/3412] Completed TY in 0.4s | 2.79 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-11T20:33:34.324232] [INFO ] [sig       ] [3098/3412] Forecasting TYG...
[2026-02-11T20:33:34.324261] [INFO ] [sig       ] Generating forecast for: TYG
[2026-02-11T20:33:34.324292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2026-02-11T20:33:34.335446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2026-02-11T20:33:34.335910] [INFO ] [FORECASTER] Starting predict_future for TYG
[2026-02-11T20:33:34.337025] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2026-02-11T20:33:34.337093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:34.337138] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:34.337177] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:34.337259] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:34.405963] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:34.407233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:34.407334] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:34.407369] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:34.524545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:34.524725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:34.524766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:34.524796] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:34.528282] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2026-02-11T20:33:34.528634] [INFO ] [FORECASTER] Completed predict_future for TYG
[2026-02-11T20:33:34.528771] [INFO ] [sig       ] TYG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:34.677690] [INFO ] [LOCAL     ] Saved forecast: TYG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TYG.txt
[2026-02-11T20:33:34.677843] [INFO ] [sig       ] [3098/3412] Completed TYG in 0.4s | 2.79 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-11T20:33:34.677884] [INFO ] [sig       ] [3099/3412] Forecasting TYGO...
[2026-02-11T20:33:34.677914] [INFO ] [sig       ] Generating forecast for: TYGO
[2026-02-11T20:33:34.677945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2026-02-11T20:33:34.688708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2026-02-11T20:33:34.689058] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2026-02-11T20:33:34.689930] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2026-02-11T20:33:34.689984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:34.690050] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:34.690079] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:34.690137] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:34.746695] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:34.747516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:34.747624] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:34.747659] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:34.865603] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:34.865767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:34.865810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:34.865841] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:34.869532] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2026-02-11T20:33:34.869843] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2026-02-11T20:33:34.869994] [INFO ] [sig       ] TYGO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:35.016870] [INFO ] [LOCAL     ] Saved forecast: TYGO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TYGO.txt
[2026-02-11T20:33:35.017025] [INFO ] [sig       ] [3099/3412] Completed TYGO in 0.3s | 2.79 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-11T20:33:35.017069] [INFO ] [sig       ] [3100/3412] Forecasting TYL...
[2026-02-11T20:33:35.017107] [INFO ] [sig       ] Generating forecast for: TYL
[2026-02-11T20:33:35.017141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2026-02-11T20:33:35.027833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2026-02-11T20:33:35.028143] [INFO ] [FORECASTER] Starting predict_future for TYL
[2026-02-11T20:33:35.028992] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2026-02-11T20:33:35.029044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:35.029076] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:35.029103] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:35.029161] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:35.090328] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:35.091264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:35.091351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:35.091386] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:35.213688] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:35.213854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:35.213896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:35.213940] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:35.217487] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=72.52%)
[2026-02-11T20:33:35.217894] [INFO ] [FORECASTER] Completed predict_future for TYL
[2026-02-11T20:33:35.218039] [INFO ] [sig       ] TYL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:35.378767] [INFO ] [LOCAL     ] Saved forecast: TYL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/TYL.txt
[2026-02-11T20:33:35.378933] [INFO ] [sig       ] [3100/3412] Completed TYL in 0.4s | 2.79 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-11T20:33:35.378976] [INFO ] [sig       ] [3101/3412] Forecasting TYRA...
[2026-02-11T20:33:35.379005] [INFO ] [sig       ] Generating forecast for: TYRA
[2026-02-11T20:33:35.379037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2026-02-11T20:33:35.392104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2026-02-11T20:33:35.392447] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2026-02-11T20:33:35.393325] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2026-02-11T20:33:35.393380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:35.393414] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:35.393442] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:35.393501] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:35.459875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:35.460811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:35.460907] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:35.460941] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:35.594886] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:35.595050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:35.595093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:35.595130] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:35.598953] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=49.38%)
[2026-02-11T20:33:35.599282] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2026-02-11T20:33:35.599427] [INFO ] [sig       ] TYRA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:35.767652] [INFO ] [LOCAL     ] Saved forecast: TYRA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TYRA.txt
[2026-02-11T20:33:35.767836] [INFO ] [sig       ] [3101/3412] Completed TYRA in 0.4s | 2.79 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-11T20:33:35.767878] [INFO ] [sig       ] [3102/3412] Forecasting TZOO...
[2026-02-11T20:33:35.767908] [INFO ] [sig       ] Generating forecast for: TZOO
[2026-02-11T20:33:35.767941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2026-02-11T20:33:35.779700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2026-02-11T20:33:35.780005] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2026-02-11T20:33:35.781099] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2026-02-11T20:33:35.781151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:35.781182] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:35.781207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:35.781263] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:35.866644] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:35.868102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:35.868216] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:35.868252] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:35.996288] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:35.996450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:35.996494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:35.996590] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:36.001414] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2026-02-11T20:33:36.001785] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2026-02-11T20:33:36.001932] [INFO ] [sig       ] TZOO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:36.149457] [INFO ] [LOCAL     ] Saved forecast: TZOO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/TZOO.txt
[2026-02-11T20:33:36.149634] [INFO ] [sig       ] [3102/3412] Completed TZOO in 0.4s | 2.79 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-11T20:33:36.149678] [INFO ] [sig       ] [3103/3412] Forecasting UAA...
[2026-02-11T20:33:36.149709] [INFO ] [sig       ] Generating forecast for: UAA
[2026-02-11T20:33:36.149740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2026-02-11T20:33:36.162063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2026-02-11T20:33:36.162361] [INFO ] [FORECASTER] Starting predict_future for UAA
[2026-02-11T20:33:36.163221] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2026-02-11T20:33:36.163275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:36.163309] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:36.163337] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:36.163396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:36.224815] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:36.225715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:36.225801] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:36.225833] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:36.347925] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:36.348098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:36.348140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:36.348188] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:36.351682] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=12.08%)
[2026-02-11T20:33:36.351968] [INFO ] [FORECASTER] Completed predict_future for UAA
[2026-02-11T20:33:36.352101] [INFO ] [sig       ] UAA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:36.502418] [INFO ] [LOCAL     ] Saved forecast: UAA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UAA.txt
[2026-02-11T20:33:36.502629] [INFO ] [sig       ] [3103/3412] Completed UAA in 0.4s | 2.79 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-11T20:33:36.502673] [INFO ] [sig       ] [3104/3412] Forecasting UAE...
[2026-02-11T20:33:36.502704] [INFO ] [sig       ] Generating forecast for: UAE
[2026-02-11T20:33:36.502735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2026-02-11T20:33:36.513813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2026-02-11T20:33:36.514134] [INFO ] [FORECASTER] Starting predict_future for UAE
[2026-02-11T20:33:36.514983] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2026-02-11T20:33:36.515035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:36.515066] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:36.515093] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:36.515151] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:36.574901] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:36.575815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:36.575899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:36.575932] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:36.699370] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:36.699535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:36.699608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:36.699643] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:36.703086] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2026-02-11T20:33:36.703364] [INFO ] [FORECASTER] Completed predict_future for UAE
[2026-02-11T20:33:36.703508] [INFO ] [sig       ] UAE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:36.851880] [INFO ] [LOCAL     ] Saved forecast: UAE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UAE.txt
[2026-02-11T20:33:36.852047] [INFO ] [sig       ] [3104/3412] Completed UAE in 0.3s | 2.79 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-11T20:33:36.852089] [INFO ] [sig       ] [3105/3412] Forecasting UAL...
[2026-02-11T20:33:36.852121] [INFO ] [sig       ] Generating forecast for: UAL
[2026-02-11T20:33:36.852155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2026-02-11T20:33:36.864521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2026-02-11T20:33:36.864943] [INFO ] [FORECASTER] Starting predict_future for UAL
[2026-02-11T20:33:36.865795] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2026-02-11T20:33:36.865849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:36.865881] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:36.865907] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:36.865964] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:36.924966] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:36.926110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:36.926198] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:36.926230] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:37.052257] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:37.052421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:37.052462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:37.052491] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:37.055967] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: DOWN (p=11.95%)
[2026-02-11T20:33:37.056247] [INFO ] [FORECASTER] Completed predict_future for UAL
[2026-02-11T20:33:37.056379] [INFO ] [sig       ] UAL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:37.208191] [INFO ] [LOCAL     ] Saved forecast: UAL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UAL.txt
[2026-02-11T20:33:37.208348] [INFO ] [sig       ] [3105/3412] Completed UAL in 0.4s | 2.79 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-11T20:33:37.208390] [INFO ] [sig       ] [3106/3412] Forecasting UBFO...
[2026-02-11T20:33:37.208419] [INFO ] [sig       ] Generating forecast for: UBFO
[2026-02-11T20:33:37.208449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2026-02-11T20:33:37.218469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2026-02-11T20:33:37.218824] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2026-02-11T20:33:37.219676] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2026-02-11T20:33:37.219728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:37.219761] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:37.219788] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:37.219844] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:37.279416] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:37.280333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:37.280420] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:37.280454] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:37.398933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:37.399092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:37.399134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:37.399163] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:37.402657] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2026-02-11T20:33:37.402939] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2026-02-11T20:33:37.403070] [INFO ] [sig       ] UBFO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:37.549602] [INFO ] [LOCAL     ] Saved forecast: UBFO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UBFO.txt
[2026-02-11T20:33:37.549790] [INFO ] [sig       ] [3106/3412] Completed UBFO in 0.3s | 2.79 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-11T20:33:37.549834] [INFO ] [sig       ] [3107/3412] Forecasting UBND...
[2026-02-11T20:33:37.549864] [INFO ] [sig       ] Generating forecast for: UBND
[2026-02-11T20:33:37.549895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2026-02-11T20:33:37.561017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2026-02-11T20:33:37.561409] [INFO ] [FORECASTER] Starting predict_future for UBND
[2026-02-11T20:33:37.562246] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2026-02-11T20:33:37.562298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:37.562330] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:37.562357] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:37.562425] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:37.621260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:37.622171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:37.622259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:37.622292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:37.748211] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:37.748378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:37.748422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:37.748451] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:37.752326] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=94.61%)
[2026-02-11T20:33:37.752673] [INFO ] [FORECASTER] Completed predict_future for UBND
[2026-02-11T20:33:37.752809] [INFO ] [sig       ] UBND: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:37.905020] [INFO ] [LOCAL     ] Saved forecast: UBND	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UBND.txt
[2026-02-11T20:33:37.905187] [INFO ] [sig       ] [3107/3412] Completed UBND in 0.4s | 2.79 sym/s | Total: 18.6m | ETA: 1.8m
[2026-02-11T20:33:37.905226] [INFO ] [sig       ] [3108/3412] Forecasting UBRL...
[2026-02-11T20:33:37.905256] [INFO ] [sig       ] Generating forecast for: UBRL
[2026-02-11T20:33:37.905286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2026-02-11T20:33:37.918861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2026-02-11T20:33:37.919245] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2026-02-11T20:33:37.920341] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2026-02-11T20:33:37.920394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:37.920426] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:37.920453] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:37.920517] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:37.981539] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:37.982448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:37.982534] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:37.982596] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:38.114970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:38.115128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:38.115169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:38.115199] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:38.118858] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2026-02-11T20:33:38.119143] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2026-02-11T20:33:38.119273] [INFO ] [sig       ] UBRL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:38.266085] [INFO ] [LOCAL     ] Saved forecast: UBRL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UBRL.txt
[2026-02-11T20:33:38.266228] [INFO ] [sig       ] [3108/3412] Completed UBRL in 0.4s | 2.79 sym/s | Total: 18.6m | ETA: 1.8m
[2026-02-11T20:33:38.266291] [INFO ] [sig       ] [3109/3412] Forecasting UBS...
[2026-02-11T20:33:38.266334] [INFO ] [sig       ] Generating forecast for: UBS
[2026-02-11T20:33:38.266365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2026-02-11T20:33:38.278799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2026-02-11T20:33:38.279160] [INFO ] [FORECASTER] Starting predict_future for UBS
[2026-02-11T20:33:38.279993] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2026-02-11T20:33:38.280055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:38.280088] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:38.280116] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:38.280174] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:38.338612] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:38.339529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:38.339676] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:38.339711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:38.467275] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:38.467431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:38.467471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:38.467522] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:38.471000] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=73.18%)
[2026-02-11T20:33:38.471276] [INFO ] [FORECASTER] Completed predict_future for UBS
[2026-02-11T20:33:38.471402] [INFO ] [sig       ] UBS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:38.619628] [INFO ] [LOCAL     ] Saved forecast: UBS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UBS.txt
[2026-02-11T20:33:38.619985] [INFO ] [sig       ] [3109/3412] Completed UBS in 0.4s | 2.79 sym/s | Total: 18.6m | ETA: 1.8m
[2026-02-11T20:33:38.620026] [INFO ] [sig       ] [3110/3412] Forecasting UBSI...
[2026-02-11T20:33:38.620056] [INFO ] [sig       ] Generating forecast for: UBSI
[2026-02-11T20:33:38.620087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2026-02-11T20:33:38.632153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2026-02-11T20:33:38.632430] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2026-02-11T20:33:38.633283] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2026-02-11T20:33:38.633335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:38.633367] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:38.633394] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:38.633451] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:38.692605] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:38.693778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:38.693868] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:38.693902] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:38.816855] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:38.817013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:38.817055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:38.817084] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:38.820588] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=85.78%)
[2026-02-11T20:33:38.820880] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2026-02-11T20:33:38.821014] [INFO ] [sig       ] UBSI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:38.969197] [INFO ] [LOCAL     ] Saved forecast: UBSI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UBSI.txt
[2026-02-11T20:33:38.969360] [INFO ] [sig       ] [3110/3412] Completed UBSI in 0.3s | 2.79 sym/s | Total: 18.6m | ETA: 1.8m
[2026-02-11T20:33:38.969403] [INFO ] [sig       ] [3111/3412] Forecasting UDMY...
[2026-02-11T20:33:38.969433] [INFO ] [sig       ] Generating forecast for: UDMY
[2026-02-11T20:33:38.969462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2026-02-11T20:33:38.981289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2026-02-11T20:33:38.981646] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2026-02-11T20:33:38.982451] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2026-02-11T20:33:38.982503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:38.982535] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:38.982562] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:38.982640] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:39.050480] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:39.051399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:39.051485] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:39.051519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:39.179500] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:39.179689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:39.179733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:39.179763] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:39.183338] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=35.96%)
[2026-02-11T20:33:39.183679] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2026-02-11T20:33:39.183821] [INFO ] [sig       ] UDMY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:39.349870] [INFO ] [LOCAL     ] Saved forecast: UDMY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UDMY.txt
[2026-02-11T20:33:39.350063] [INFO ] [sig       ] [3111/3412] Completed UDMY in 0.4s | 2.79 sym/s | Total: 18.6m | ETA: 1.8m
[2026-02-11T20:33:39.350115] [INFO ] [sig       ] [3112/3412] Forecasting UE...
[2026-02-11T20:33:39.350155] [INFO ] [sig       ] Generating forecast for: UE
[2026-02-11T20:33:39.350188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2026-02-11T20:33:39.362262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2026-02-11T20:33:39.362712] [INFO ] [FORECASTER] Starting predict_future for UE
[2026-02-11T20:33:39.363896] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2026-02-11T20:33:39.363949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:39.363982] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:39.364009] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:39.364066] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:39.424306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:39.425288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:39.425378] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:39.425411] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:39.546161] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:39.546323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:39.546366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:39.546396] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:39.549941] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=92.84%)
[2026-02-11T20:33:39.550220] [INFO ] [FORECASTER] Completed predict_future for UE
[2026-02-11T20:33:39.550351] [INFO ] [sig       ] UE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:39.695706] [INFO ] [LOCAL     ] Saved forecast: UE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UE.txt
[2026-02-11T20:33:39.695901] [INFO ] [sig       ] [3112/3412] Completed UE in 0.3s | 2.79 sym/s | Total: 18.6m | ETA: 1.8m
[2026-02-11T20:33:39.695945] [INFO ] [sig       ] [3113/3412] Forecasting UEIC...
[2026-02-11T20:33:39.695976] [INFO ] [sig       ] Generating forecast for: UEIC
[2026-02-11T20:33:39.696006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2026-02-11T20:33:39.706402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2026-02-11T20:33:39.706747] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2026-02-11T20:33:39.707600] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2026-02-11T20:33:39.707663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:39.707698] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:39.707724] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:39.707780] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:39.767243] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:39.768158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:39.768243] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:39.768275] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:39.895798] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:39.895981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:39.896025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:39.896056] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:39.899667] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2026-02-11T20:33:39.899957] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2026-02-11T20:33:39.900090] [INFO ] [sig       ] UEIC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:40.048101] [INFO ] [LOCAL     ] Saved forecast: UEIC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UEIC.txt
[2026-02-11T20:33:40.048307] [INFO ] [sig       ] [3113/3412] Completed UEIC in 0.4s | 2.79 sym/s | Total: 18.6m | ETA: 1.8m
[2026-02-11T20:33:40.048350] [INFO ] [sig       ] [3114/3412] Forecasting UFCS...
[2026-02-11T20:33:40.048380] [INFO ] [sig       ] Generating forecast for: UFCS
[2026-02-11T20:33:40.048411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2026-02-11T20:33:40.059000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2026-02-11T20:33:40.059361] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2026-02-11T20:33:40.060231] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2026-02-11T20:33:40.060295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:40.060327] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:40.060354] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:40.060410] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:40.121070] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:40.121985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:40.122073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:40.122106] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:40.247934] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:40.248085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:40.248125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:40.248153] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:40.251785] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: UP (p=57.56%)
[2026-02-11T20:33:40.252076] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2026-02-11T20:33:40.252203] [INFO ] [sig       ] UFCS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:40.393012] [INFO ] [LOCAL     ] Saved forecast: UFCS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UFCS.txt
[2026-02-11T20:33:40.393163] [INFO ] [sig       ] [3114/3412] Completed UFCS in 0.3s | 2.79 sym/s | Total: 18.6m | ETA: 1.8m
[2026-02-11T20:33:40.393202] [INFO ] [sig       ] [3115/3412] Forecasting UFI...
[2026-02-11T20:33:40.393233] [INFO ] [sig       ] Generating forecast for: UFI
[2026-02-11T20:33:40.393263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2026-02-11T20:33:40.403484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2026-02-11T20:33:40.403856] [INFO ] [FORECASTER] Starting predict_future for UFI
[2026-02-11T20:33:40.404695] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2026-02-11T20:33:40.404747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:40.404780] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:40.404807] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:40.404864] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:40.462962] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:40.463895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:40.463983] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:40.464018] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:40.591244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:40.591406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:40.591447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:40.591477] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:40.595382] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=47.50%)
[2026-02-11T20:33:40.595730] [INFO ] [FORECASTER] Completed predict_future for UFI
[2026-02-11T20:33:40.595879] [INFO ] [sig       ] UFI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:40.774401] [INFO ] [LOCAL     ] Saved forecast: UFI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UFI.txt
[2026-02-11T20:33:40.774559] [INFO ] [sig       ] [3115/3412] Completed UFI in 0.4s | 2.79 sym/s | Total: 18.6m | ETA: 1.8m
[2026-02-11T20:33:40.774621] [INFO ] [sig       ] [3116/3412] Forecasting UFO...
[2026-02-11T20:33:40.774653] [INFO ] [sig       ] Generating forecast for: UFO
[2026-02-11T20:33:40.774682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2026-02-11T20:33:40.785310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2026-02-11T20:33:40.785677] [INFO ] [FORECASTER] Starting predict_future for UFO
[2026-02-11T20:33:40.786471] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2026-02-11T20:33:40.786523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:40.786601] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:40.786631] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:40.786688] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:40.844345] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:40.845296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:40.845384] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:40.845417] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:40.968559] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:40.968745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:40.968805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:40.968836] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:40.972666] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: UP (p=82.52%)
[2026-02-11T20:33:40.973139] [INFO ] [FORECASTER] Completed predict_future for UFO
[2026-02-11T20:33:40.973271] [INFO ] [sig       ] UFO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:41.121772] [INFO ] [LOCAL     ] Saved forecast: UFO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UFO.txt
[2026-02-11T20:33:41.121929] [INFO ] [sig       ] [3116/3412] Completed UFO in 0.3s | 2.79 sym/s | Total: 18.6m | ETA: 1.8m
[2026-02-11T20:33:41.121972] [INFO ] [sig       ] [3117/3412] Forecasting UFPI...
[2026-02-11T20:33:41.122003] [INFO ] [sig       ] Generating forecast for: UFPI
[2026-02-11T20:33:41.122033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2026-02-11T20:33:41.133348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2026-02-11T20:33:41.133740] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2026-02-11T20:33:41.134537] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2026-02-11T20:33:41.134620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:41.134654] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:41.134680] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:41.134737] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:41.192246] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:41.193186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:41.193273] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:41.193306] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:41.316327] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:41.316495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:41.316536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:41.316564] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:41.320316] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=44.49%)
[2026-02-11T20:33:41.320632] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2026-02-11T20:33:41.320779] [INFO ] [sig       ] UFPI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:41.464705] [INFO ] [LOCAL     ] Saved forecast: UFPI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UFPI.txt
[2026-02-11T20:33:41.464902] [INFO ] [sig       ] [3117/3412] Completed UFPI in 0.3s | 2.79 sym/s | Total: 18.6m | ETA: 1.8m
[2026-02-11T20:33:41.464943] [INFO ] [sig       ] [3118/3412] Forecasting UGI...
[2026-02-11T20:33:41.464974] [INFO ] [sig       ] Generating forecast for: UGI
[2026-02-11T20:33:41.465005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2026-02-11T20:33:41.475879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2026-02-11T20:33:41.476245] [INFO ] [FORECASTER] Starting predict_future for UGI
[2026-02-11T20:33:41.477094] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2026-02-11T20:33:41.477146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:41.477178] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:41.477205] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:41.477261] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:41.535106] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:41.536080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:41.536165] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:41.536197] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:41.665522] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:41.665713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:41.665761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:41.665789] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:41.669526] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2026-02-11T20:33:41.669885] [INFO ] [FORECASTER] Completed predict_future for UGI
[2026-02-11T20:33:41.670026] [INFO ] [sig       ] UGI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:41.826795] [INFO ] [LOCAL     ] Saved forecast: UGI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UGI.txt
[2026-02-11T20:33:41.826957] [INFO ] [sig       ] [3118/3412] Completed UGI in 0.4s | 2.79 sym/s | Total: 18.6m | ETA: 1.8m
[2026-02-11T20:33:41.826998] [INFO ] [sig       ] [3119/3412] Forecasting UGP...
[2026-02-11T20:33:41.827028] [INFO ] [sig       ] Generating forecast for: UGP
[2026-02-11T20:33:41.827060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2026-02-11T20:33:41.838473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2026-02-11T20:33:41.838896] [INFO ] [FORECASTER] Starting predict_future for UGP
[2026-02-11T20:33:41.839748] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2026-02-11T20:33:41.839801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:41.839833] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:41.839865] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:41.839946] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:41.903006] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:41.903987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:41.904081] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:41.904115] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:42.039294] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:42.039471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:42.039513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:42.039606] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:42.043388] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=15.69%)
[2026-02-11T20:33:42.043775] [INFO ] [FORECASTER] Completed predict_future for UGP
[2026-02-11T20:33:42.043940] [INFO ] [sig       ] UGP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:42.208878] [INFO ] [LOCAL     ] Saved forecast: UGP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UGP.txt
[2026-02-11T20:33:42.209053] [INFO ] [sig       ] [3119/3412] Completed UGP in 0.4s | 2.79 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-11T20:33:42.209290] [INFO ] [sig       ] [3120/3412] Forecasting UHAL...
[2026-02-11T20:33:42.209322] [INFO ] [sig       ] Generating forecast for: UHAL
[2026-02-11T20:33:42.209364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2026-02-11T20:33:42.222390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2026-02-11T20:33:42.222809] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2026-02-11T20:33:42.223780] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2026-02-11T20:33:42.223836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:42.223889] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:42.223926] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:42.224003] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:42.294780] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:42.295831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:42.295943] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:42.295984] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:42.435232] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:42.435398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:42.435439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:42.435468] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:42.439285] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2026-02-11T20:33:42.439615] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2026-02-11T20:33:42.439761] [INFO ] [sig       ] UHAL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:42.598937] [INFO ] [LOCAL     ] Saved forecast: UHAL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UHAL.txt
[2026-02-11T20:33:42.599101] [INFO ] [sig       ] [3120/3412] Completed UHAL in 0.4s | 2.79 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-11T20:33:42.599142] [INFO ] [sig       ] [3121/3412] Forecasting UHG...
[2026-02-11T20:33:42.599185] [INFO ] [sig       ] Generating forecast for: UHG
[2026-02-11T20:33:42.599233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2026-02-11T20:33:42.611490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2026-02-11T20:33:42.611873] [INFO ] [FORECASTER] Starting predict_future for UHG
[2026-02-11T20:33:42.612883] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2026-02-11T20:33:42.612938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:42.612970] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:42.612997] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:42.613054] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:42.679854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:42.680739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:42.680830] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:42.680863] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:42.811719] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:42.811908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:42.811959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:42.811990] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:42.815801] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=40.56%)
[2026-02-11T20:33:42.816124] [INFO ] [FORECASTER] Completed predict_future for UHG
[2026-02-11T20:33:42.816281] [INFO ] [sig       ] UHG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:42.970696] [INFO ] [LOCAL     ] Saved forecast: UHG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UHG.txt
[2026-02-11T20:33:42.971048] [INFO ] [sig       ] [3121/3412] Completed UHG in 0.4s | 2.79 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-11T20:33:42.971091] [INFO ] [sig       ] [3122/3412] Forecasting UHS...
[2026-02-11T20:33:42.971122] [INFO ] [sig       ] Generating forecast for: UHS
[2026-02-11T20:33:42.971153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2026-02-11T20:33:42.985671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2026-02-11T20:33:42.986179] [INFO ] [FORECASTER] Starting predict_future for UHS
[2026-02-11T20:33:42.987352] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2026-02-11T20:33:42.987421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:42.987469] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:42.987536] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:42.987652] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:43.057820] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:43.058775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:43.058875] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:43.058923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:43.191413] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:43.191611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:43.191664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:43.191705] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:43.195355] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=42.43%)
[2026-02-11T20:33:43.195705] [INFO ] [FORECASTER] Completed predict_future for UHS
[2026-02-11T20:33:43.195869] [INFO ] [sig       ] UHS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:43.357955] [INFO ] [LOCAL     ] Saved forecast: UHS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UHS.txt
[2026-02-11T20:33:43.358187] [INFO ] [sig       ] [3122/3412] Completed UHS in 0.4s | 2.79 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-11T20:33:43.358251] [INFO ] [sig       ] [3123/3412] Forecasting UI...
[2026-02-11T20:33:43.358289] [INFO ] [sig       ] Generating forecast for: UI
[2026-02-11T20:33:43.358329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2026-02-11T20:33:43.371286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2026-02-11T20:33:43.371658] [INFO ] [FORECASTER] Starting predict_future for UI
[2026-02-11T20:33:43.372600] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2026-02-11T20:33:43.372654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:43.372686] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:43.372713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:43.372769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:43.439123] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:43.440127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:43.440240] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:43.440276] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:43.575511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:43.575694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:43.575739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:43.575768] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:43.579840] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=93.91%)
[2026-02-11T20:33:43.580151] [INFO ] [FORECASTER] Completed predict_future for UI
[2026-02-11T20:33:43.580322] [INFO ] [sig       ] UI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:43.741127] [INFO ] [LOCAL     ] Saved forecast: UI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UI.txt
[2026-02-11T20:33:43.741298] [INFO ] [sig       ] [3123/3412] Completed UI in 0.4s | 2.79 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-11T20:33:43.741342] [INFO ] [sig       ] [3124/3412] Forecasting UIS...
[2026-02-11T20:33:43.741415] [INFO ] [sig       ] Generating forecast for: UIS
[2026-02-11T20:33:43.741467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2026-02-11T20:33:43.754793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2026-02-11T20:33:43.755408] [INFO ] [FORECASTER] Starting predict_future for UIS
[2026-02-11T20:33:43.756632] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2026-02-11T20:33:43.756699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:43.756756] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:43.756808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:43.756877] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:43.823978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:43.824952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:43.825062] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:43.825106] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:43.958406] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:43.958590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:43.958642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:43.958680] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:43.962502] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: UP (p=67.72%)
[2026-02-11T20:33:43.962849] [INFO ] [FORECASTER] Completed predict_future for UIS
[2026-02-11T20:33:43.962987] [INFO ] [sig       ] UIS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:44.120411] [INFO ] [LOCAL     ] Saved forecast: UIS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UIS.txt
[2026-02-11T20:33:44.120614] [INFO ] [sig       ] [3124/3412] Completed UIS in 0.4s | 2.79 sym/s | Total: 18.7m | ETA: 1.7m
[2026-02-11T20:33:44.120666] [INFO ] [sig       ] [3125/3412] Forecasting UITB...
[2026-02-11T20:33:44.120701] [INFO ] [sig       ] Generating forecast for: UITB
[2026-02-11T20:33:44.120745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2026-02-11T20:33:44.132275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2026-02-11T20:33:44.132702] [INFO ] [FORECASTER] Starting predict_future for UITB
[2026-02-11T20:33:44.133632] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2026-02-11T20:33:44.133687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:44.133719] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:44.133748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:44.133806] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:44.197335] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:44.198397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:44.198499] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:44.198532] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:44.329683] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:44.329849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:44.329891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:44.329918] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:44.333903] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=94.78%)
[2026-02-11T20:33:44.334223] [INFO ] [FORECASTER] Completed predict_future for UITB
[2026-02-11T20:33:44.334368] [INFO ] [sig       ] UITB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:44.490706] [INFO ] [LOCAL     ] Saved forecast: UITB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UITB.txt
[2026-02-11T20:33:44.490893] [INFO ] [sig       ] [3125/3412] Completed UITB in 0.4s | 2.79 sym/s | Total: 18.7m | ETA: 1.7m
[2026-02-11T20:33:44.490955] [INFO ] [sig       ] [3126/3412] Forecasting UL...
[2026-02-11T20:33:44.490990] [INFO ] [sig       ] Generating forecast for: UL
[2026-02-11T20:33:44.491024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2026-02-11T20:33:44.503098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2026-02-11T20:33:44.503477] [INFO ] [FORECASTER] Starting predict_future for UL
[2026-02-11T20:33:44.504433] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2026-02-11T20:33:44.504487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:44.504520] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:44.504546] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:44.504635] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:44.571913] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:44.572910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:44.573003] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:44.573072] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:44.704435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:44.704620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:44.704664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:44.704700] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:44.708645] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2026-02-11T20:33:44.708993] [INFO ] [FORECASTER] Completed predict_future for UL
[2026-02-11T20:33:44.709167] [INFO ] [sig       ] UL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:44.861278] [INFO ] [LOCAL     ] Saved forecast: UL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UL.txt
[2026-02-11T20:33:44.861467] [INFO ] [sig       ] [3126/3412] Completed UL in 0.4s | 2.79 sym/s | Total: 18.7m | ETA: 1.7m
[2026-02-11T20:33:44.861520] [INFO ] [sig       ] [3127/3412] Forecasting ULBI...
[2026-02-11T20:33:44.861549] [INFO ] [sig       ] Generating forecast for: ULBI
[2026-02-11T20:33:44.861601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2026-02-11T20:33:44.873444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2026-02-11T20:33:44.873867] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2026-02-11T20:33:44.874771] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2026-02-11T20:33:44.874824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:44.874857] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:44.874883] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:44.874941] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:44.940546] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:44.941692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:44.941800] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:44.941838] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:45.076753] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:45.076925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:45.076967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:45.077022] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:45.080812] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: UP (p=83.27%)
[2026-02-11T20:33:45.081125] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2026-02-11T20:33:45.081284] [INFO ] [sig       ] ULBI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:45.228868] [INFO ] [LOCAL     ] Saved forecast: ULBI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ULBI.txt
[2026-02-11T20:33:45.229028] [INFO ] [sig       ] [3127/3412] Completed ULBI in 0.4s | 2.79 sym/s | Total: 18.7m | ETA: 1.7m
[2026-02-11T20:33:45.229069] [INFO ] [sig       ] [3128/3412] Forecasting ULCC...
[2026-02-11T20:33:45.229099] [INFO ] [sig       ] Generating forecast for: ULCC
[2026-02-11T20:33:45.229130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2026-02-11T20:33:45.240843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2026-02-11T20:33:45.241233] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2026-02-11T20:33:45.242130] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2026-02-11T20:33:45.242200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:45.242244] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:45.242273] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:45.242331] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:45.311819] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:45.312791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:45.312884] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:45.312918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:45.442999] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:45.443161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:45.443203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:45.443232] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:45.446943] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2026-02-11T20:33:45.447238] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2026-02-11T20:33:45.447396] [INFO ] [sig       ] ULCC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:45.601750] [INFO ] [LOCAL     ] Saved forecast: ULCC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ULCC.txt
[2026-02-11T20:33:45.601932] [INFO ] [sig       ] [3128/3412] Completed ULCC in 0.4s | 2.79 sym/s | Total: 18.7m | ETA: 1.7m
[2026-02-11T20:33:45.601974] [INFO ] [sig       ] [3129/3412] Forecasting ULH...
[2026-02-11T20:33:45.602003] [INFO ] [sig       ] Generating forecast for: ULH
[2026-02-11T20:33:45.602036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2026-02-11T20:33:45.613538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2026-02-11T20:33:45.613995] [INFO ] [FORECASTER] Starting predict_future for ULH
[2026-02-11T20:33:45.615350] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2026-02-11T20:33:45.615409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:45.615441] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:45.615469] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:45.615527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:45.680343] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:45.681325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:45.681463] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:45.681515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:45.817131] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:45.817299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:45.817345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:45.817375] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:45.821495] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2026-02-11T20:33:45.821961] [INFO ] [FORECASTER] Completed predict_future for ULH
[2026-02-11T20:33:45.822126] [INFO ] [sig       ] ULH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:45.983618] [INFO ] [LOCAL     ] Saved forecast: ULH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ULH.txt
[2026-02-11T20:33:45.983832] [INFO ] [sig       ] [3129/3412] Completed ULH in 0.4s | 2.79 sym/s | Total: 18.7m | ETA: 1.7m
[2026-02-11T20:33:45.983876] [INFO ] [sig       ] [3130/3412] Forecasting ULTA...
[2026-02-11T20:33:45.983906] [INFO ] [sig       ] Generating forecast for: ULTA
[2026-02-11T20:33:45.983937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2026-02-11T20:33:45.996269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2026-02-11T20:33:45.996741] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2026-02-11T20:33:45.997725] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2026-02-11T20:33:45.997790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:45.997823] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:45.997853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:45.997913] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:46.065003] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:46.066601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:46.066758] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:46.066795] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:46.195495] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:46.195721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:46.195782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:46.195825] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:46.201063] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=62.90%)
[2026-02-11T20:33:46.201417] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2026-02-11T20:33:46.201625] [INFO ] [sig       ] ULTA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:46.347334] [INFO ] [LOCAL     ] Saved forecast: ULTA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ULTA.txt
[2026-02-11T20:33:46.347492] [INFO ] [sig       ] [3130/3412] Completed ULTA in 0.4s | 2.79 sym/s | Total: 18.7m | ETA: 1.7m
[2026-02-11T20:33:46.347561] [INFO ] [sig       ] [3131/3412] Forecasting ULY...
[2026-02-11T20:33:46.347611] [INFO ] [sig       ] Generating forecast for: ULY
[2026-02-11T20:33:46.347655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2026-02-11T20:33:46.358934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2026-02-11T20:33:46.359297] [INFO ] [FORECASTER] Starting predict_future for ULY
[2026-02-11T20:33:46.360190] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2026-02-11T20:33:46.360243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:46.360275] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:46.360301] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:46.360377] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:46.417618] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:46.418454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:46.418545] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:46.418597] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:46.546952] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:46.547133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:46.547185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:46.547224] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:46.550815] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2026-02-11T20:33:46.551102] [INFO ] [FORECASTER] Completed predict_future for ULY
[2026-02-11T20:33:46.551237] [INFO ] [sig       ] ULY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:46.704136] [INFO ] [LOCAL     ] Saved forecast: ULY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ULY.txt
[2026-02-11T20:33:46.704294] [INFO ] [sig       ] [3131/3412] Completed ULY in 0.4s | 2.79 sym/s | Total: 18.7m | ETA: 1.7m
[2026-02-11T20:33:46.704367] [INFO ] [sig       ] [3132/3412] Forecasting UMBF...
[2026-02-11T20:33:46.704409] [INFO ] [sig       ] Generating forecast for: UMBF
[2026-02-11T20:33:46.704443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2026-02-11T20:33:46.718667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2026-02-11T20:33:46.719096] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2026-02-11T20:33:46.720043] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2026-02-11T20:33:46.720098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:46.720132] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:46.720158] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:46.720218] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:46.784224] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:46.785271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:46.785359] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:46.785394] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:46.918719] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:46.919093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:46.919146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:46.919191] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:46.923650] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2026-02-11T20:33:46.923984] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2026-02-11T20:33:46.924292] [INFO ] [sig       ] UMBF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:47.087415] [INFO ] [LOCAL     ] Saved forecast: UMBF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UMBF.txt
[2026-02-11T20:33:47.087643] [INFO ] [sig       ] [3132/3412] Completed UMBF in 0.4s | 2.79 sym/s | Total: 18.7m | ETA: 1.7m
[2026-02-11T20:33:47.087691] [INFO ] [sig       ] [3133/3412] Forecasting UMC...
[2026-02-11T20:33:47.087720] [INFO ] [sig       ] Generating forecast for: UMC
[2026-02-11T20:33:47.087754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2026-02-11T20:33:47.100233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2026-02-11T20:33:47.100712] [INFO ] [FORECASTER] Starting predict_future for UMC
[2026-02-11T20:33:47.101768] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2026-02-11T20:33:47.101837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:47.101900] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:47.101930] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:47.101999] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:47.168180] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:47.169197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:47.169292] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:47.169328] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:47.340764] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:47.340940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:47.340986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:47.341016] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:47.345282] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=9.94%)
[2026-02-11T20:33:47.345669] [INFO ] [FORECASTER] Completed predict_future for UMC
[2026-02-11T20:33:47.345825] [INFO ] [sig       ] UMC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:47.560419] [INFO ] [LOCAL     ] Saved forecast: UMC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UMC.txt
[2026-02-11T20:33:47.560699] [INFO ] [sig       ] [3133/3412] Completed UMC in 0.5s | 2.79 sym/s | Total: 18.7m | ETA: 1.7m
[2026-02-11T20:33:47.560779] [INFO ] [sig       ] [3134/3412] Forecasting UMH...
[2026-02-11T20:33:47.560837] [INFO ] [sig       ] Generating forecast for: UMH
[2026-02-11T20:33:47.560907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2026-02-11T20:33:47.579754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2026-02-11T20:33:47.580245] [INFO ] [FORECASTER] Starting predict_future for UMH
[2026-02-11T20:33:47.581392] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2026-02-11T20:33:47.581456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:47.581491] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:47.581518] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:47.581593] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:47.664011] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:47.665302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:47.665482] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:47.665538] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:47.846177] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:47.846376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:47.846429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:47.846467] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:47.851832] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2026-02-11T20:33:47.852359] [INFO ] [FORECASTER] Completed predict_future for UMH
[2026-02-11T20:33:47.852611] [INFO ] [sig       ] UMH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:48.082908] [INFO ] [LOCAL     ] Saved forecast: UMH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UMH.txt
[2026-02-11T20:33:48.083161] [INFO ] [sig       ] [3134/3412] Completed UMH in 0.5s | 2.79 sym/s | Total: 18.7m | ETA: 1.7m
[2026-02-11T20:33:48.083235] [INFO ] [sig       ] [3135/3412] Forecasting UMMA...
[2026-02-11T20:33:48.083293] [INFO ] [sig       ] Generating forecast for: UMMA
[2026-02-11T20:33:48.083349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2026-02-11T20:33:48.106225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2026-02-11T20:33:48.106894] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2026-02-11T20:33:48.108125] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2026-02-11T20:33:48.108202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:48.108241] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:48.108272] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:48.108345] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:48.198205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:48.199479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:48.199629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:48.199690] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:48.370859] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:48.371072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:48.371140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:48.371193] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:48.376007] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=20.11%)
[2026-02-11T20:33:48.376436] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2026-02-11T20:33:48.376642] [INFO ] [sig       ] UMMA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:48.553465] [INFO ] [LOCAL     ] Saved forecast: UMMA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UMMA.txt
[2026-02-11T20:33:48.553655] [INFO ] [sig       ] [3135/3412] Completed UMMA in 0.5s | 2.79 sym/s | Total: 18.7m | ETA: 1.7m
[2026-02-11T20:33:48.553702] [INFO ] [sig       ] [3136/3412] Forecasting UNCY...
[2026-02-11T20:33:48.553731] [INFO ] [sig       ] Generating forecast for: UNCY
[2026-02-11T20:33:48.553762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2026-02-11T20:33:48.565754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2026-02-11T20:33:48.566194] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2026-02-11T20:33:48.567075] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2026-02-11T20:33:48.567129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:48.567162] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:48.567189] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:48.567245] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:48.638545] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:48.639817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:48.639940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:48.639991] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:48.771875] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:48.772233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:48.772274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:48.772335] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:48.776513] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2026-02-11T20:33:48.776823] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2026-02-11T20:33:48.776989] [INFO ] [sig       ] UNCY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:48.925073] [INFO ] [LOCAL     ] Saved forecast: UNCY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UNCY.txt
[2026-02-11T20:33:48.925270] [INFO ] [sig       ] [3136/3412] Completed UNCY in 0.4s | 2.79 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-11T20:33:48.925331] [INFO ] [sig       ] [3137/3412] Forecasting UNF...
[2026-02-11T20:33:48.925363] [INFO ] [sig       ] Generating forecast for: UNF
[2026-02-11T20:33:48.925395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2026-02-11T20:33:48.936954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2026-02-11T20:33:48.937373] [INFO ] [FORECASTER] Starting predict_future for UNF
[2026-02-11T20:33:48.938286] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2026-02-11T20:33:48.938341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:48.938375] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:48.938403] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:48.938461] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:48.998649] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:48.999516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:48.999622] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:48.999660] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:49.123034] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:49.123194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:49.123235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:49.123265] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:49.127082] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2026-02-11T20:33:49.127380] [INFO ] [FORECASTER] Completed predict_future for UNF
[2026-02-11T20:33:49.127536] [INFO ] [sig       ] UNF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:49.277103] [INFO ] [LOCAL     ] Saved forecast: UNF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UNF.txt
[2026-02-11T20:33:49.277256] [INFO ] [sig       ] [3137/3412] Completed UNF in 0.4s | 2.79 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-11T20:33:49.277298] [INFO ] [sig       ] [3138/3412] Forecasting UNFI...
[2026-02-11T20:33:49.277328] [INFO ] [sig       ] Generating forecast for: UNFI
[2026-02-11T20:33:49.277358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2026-02-11T20:33:49.288425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2026-02-11T20:33:49.288831] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2026-02-11T20:33:49.289666] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2026-02-11T20:33:49.289719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:49.289751] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:49.289778] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:49.289835] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:49.348548] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:49.349486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:49.349593] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:49.349631] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:49.480046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:49.480208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:49.480251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:49.480281] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:49.483895] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2026-02-11T20:33:49.484263] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2026-02-11T20:33:49.484418] [INFO ] [sig       ] UNFI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:49.631793] [INFO ] [LOCAL     ] Saved forecast: UNFI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UNFI.txt
[2026-02-11T20:33:49.631951] [INFO ] [sig       ] [3138/3412] Completed UNFI in 0.4s | 2.79 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-11T20:33:49.631991] [INFO ] [sig       ] [3139/3412] Forecasting UNM...
[2026-02-11T20:33:49.632024] [INFO ] [sig       ] Generating forecast for: UNM
[2026-02-11T20:33:49.632056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2026-02-11T20:33:49.643100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2026-02-11T20:33:49.643487] [INFO ] [FORECASTER] Starting predict_future for UNM
[2026-02-11T20:33:49.644340] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2026-02-11T20:33:49.644394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:49.644426] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:49.644453] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:49.644515] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:49.707369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:49.708548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:49.708671] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:49.708707] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:49.834379] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:49.834537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:49.834596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:49.834629] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:49.838340] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=71.89%)
[2026-02-11T20:33:49.838647] [INFO ] [FORECASTER] Completed predict_future for UNM
[2026-02-11T20:33:49.838785] [INFO ] [sig       ] UNM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:49.982878] [INFO ] [LOCAL     ] Saved forecast: UNM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UNM.txt
[2026-02-11T20:33:49.983029] [INFO ] [sig       ] [3139/3412] Completed UNM in 0.4s | 2.79 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-11T20:33:49.983091] [INFO ] [sig       ] [3140/3412] Forecasting UNMA...
[2026-02-11T20:33:49.983124] [INFO ] [sig       ] Generating forecast for: UNMA
[2026-02-11T20:33:49.983154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2026-02-11T20:33:49.993500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2026-02-11T20:33:49.993813] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2026-02-11T20:33:49.994653] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2026-02-11T20:33:49.994708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:49.994741] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:49.994769] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:49.994831] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:50.054378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:50.055236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:50.055322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:50.055356] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:50.166907] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:50.167080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:50.167122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:50.167152] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:50.170665] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=75.94%)
[2026-02-11T20:33:50.170949] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2026-02-11T20:33:50.171081] [INFO ] [sig       ] UNMA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:50.315928] [INFO ] [LOCAL     ] Saved forecast: UNMA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UNMA.txt
[2026-02-11T20:33:50.316069] [INFO ] [sig       ] [3140/3412] Completed UNMA in 0.3s | 2.79 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-11T20:33:50.316108] [INFO ] [sig       ] [3141/3412] Forecasting UNP...
[2026-02-11T20:33:50.316138] [INFO ] [sig       ] Generating forecast for: UNP
[2026-02-11T20:33:50.316168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2026-02-11T20:33:50.328331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2026-02-11T20:33:50.328687] [INFO ] [FORECASTER] Starting predict_future for UNP
[2026-02-11T20:33:50.329775] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2026-02-11T20:33:50.329838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:50.329883] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:50.329913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:50.329971] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:50.393737] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:50.394824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:50.394913] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:50.394946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:50.522456] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:50.522631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:50.522675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:50.522706] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:50.526608] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2026-02-11T20:33:50.526892] [INFO ] [FORECASTER] Completed predict_future for UNP
[2026-02-11T20:33:50.527026] [INFO ] [sig       ] UNP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:50.670041] [INFO ] [LOCAL     ] Saved forecast: UNP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UNP.txt
[2026-02-11T20:33:50.670199] [INFO ] [sig       ] [3141/3412] Completed UNP in 0.4s | 2.79 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-11T20:33:50.670241] [INFO ] [sig       ] [3142/3412] Forecasting UNTY...
[2026-02-11T20:33:50.670271] [INFO ] [sig       ] Generating forecast for: UNTY
[2026-02-11T20:33:50.670301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2026-02-11T20:33:50.681197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2026-02-11T20:33:50.681607] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2026-02-11T20:33:50.682453] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2026-02-11T20:33:50.682505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:50.682537] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:50.682563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:50.682642] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:50.741651] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:50.742598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:50.742688] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:50.742722] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:50.866545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:50.866725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:50.866767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:50.866800] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:50.870363] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2026-02-11T20:33:50.870668] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2026-02-11T20:33:50.870802] [INFO ] [sig       ] UNTY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:51.022025] [INFO ] [LOCAL     ] Saved forecast: UNTY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UNTY.txt
[2026-02-11T20:33:51.022204] [INFO ] [sig       ] [3142/3412] Completed UNTY in 0.4s | 2.79 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-11T20:33:51.022256] [INFO ] [sig       ] [3143/3412] Forecasting UPBD...
[2026-02-11T20:33:51.022288] [INFO ] [sig       ] Generating forecast for: UPBD
[2026-02-11T20:33:51.022319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2026-02-11T20:33:51.033461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2026-02-11T20:33:51.033806] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2026-02-11T20:33:51.034630] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2026-02-11T20:33:51.034683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:51.034714] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:51.034740] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:51.034797] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:51.096173] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:51.097087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:51.097209] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:51.097245] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:51.222453] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:51.222632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:51.222676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:51.222707] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:51.226258] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2026-02-11T20:33:51.226559] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2026-02-11T20:33:51.226718] [INFO ] [sig       ] UPBD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:51.448751] [INFO ] [LOCAL     ] Saved forecast: UPBD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UPBD.txt
[2026-02-11T20:33:51.448892] [INFO ] [sig       ] [3143/3412] Completed UPBD in 0.4s | 2.79 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-11T20:33:51.448932] [INFO ] [sig       ] [3144/3412] Forecasting UPC...
[2026-02-11T20:33:51.448963] [INFO ] [sig       ] Generating forecast for: UPC
[2026-02-11T20:33:51.448993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2026-02-11T20:33:51.460024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2026-02-11T20:33:51.460319] [INFO ] [FORECASTER] Starting predict_future for UPC
[2026-02-11T20:33:51.461159] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2026-02-11T20:33:51.461212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:51.461254] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:51.461283] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:51.461340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:51.518721] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:51.519606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:51.519694] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:51.519727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:51.635641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:51.635801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:51.635851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:51.635887] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:51.639385] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: UP (p=64.20%)
[2026-02-11T20:33:51.639690] [INFO ] [FORECASTER] Completed predict_future for UPC
[2026-02-11T20:33:51.639830] [INFO ] [sig       ] UPC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:51.785078] [INFO ] [LOCAL     ] Saved forecast: UPC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UPC.txt
[2026-02-11T20:33:51.785252] [INFO ] [sig       ] [3144/3412] Completed UPC in 0.3s | 2.79 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-11T20:33:51.785297] [INFO ] [sig       ] [3145/3412] Forecasting UPLD...
[2026-02-11T20:33:51.785328] [INFO ] [sig       ] Generating forecast for: UPLD
[2026-02-11T20:33:51.785361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2026-02-11T20:33:51.797028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2026-02-11T20:33:51.797366] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2026-02-11T20:33:51.798324] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2026-02-11T20:33:51.798378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:51.798410] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:51.798437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:51.798502] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:51.863792] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:51.864948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:51.865040] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:51.865078] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:51.990713] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:51.990875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:51.990922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:51.990957] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:51.994555] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: DOWN (p=43.52%)
[2026-02-11T20:33:51.994856] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2026-02-11T20:33:51.995013] [INFO ] [sig       ] UPLD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:52.136985] [INFO ] [LOCAL     ] Saved forecast: UPLD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UPLD.txt
[2026-02-11T20:33:52.137321] [INFO ] [sig       ] [3145/3412] Completed UPLD in 0.4s | 2.79 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-11T20:33:52.137362] [INFO ] [sig       ] [3146/3412] Forecasting UPS...
[2026-02-11T20:33:52.137390] [INFO ] [sig       ] Generating forecast for: UPS
[2026-02-11T20:33:52.137421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2026-02-11T20:33:52.149011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2026-02-11T20:33:52.149369] [INFO ] [FORECASTER] Starting predict_future for UPS
[2026-02-11T20:33:52.150205] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2026-02-11T20:33:52.150257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:52.150290] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:52.150316] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:52.150373] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:52.212916] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:52.214270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:52.214365] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:52.214400] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:52.344269] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:52.344431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:52.344473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:52.344502] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:52.348114] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=15.72%)
[2026-02-11T20:33:52.348424] [INFO ] [FORECASTER] Completed predict_future for UPS
[2026-02-11T20:33:52.348585] [INFO ] [sig       ] UPS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:52.489871] [INFO ] [LOCAL     ] Saved forecast: UPS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UPS.txt
[2026-02-11T20:33:52.490099] [INFO ] [sig       ] [3146/3412] Completed UPS in 0.4s | 2.79 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-11T20:33:52.490159] [INFO ] [sig       ] [3147/3412] Forecasting UPWK...
[2026-02-11T20:33:52.490201] [INFO ] [sig       ] Generating forecast for: UPWK
[2026-02-11T20:33:52.490244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2026-02-11T20:33:52.501509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2026-02-11T20:33:52.501866] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2026-02-11T20:33:52.502696] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2026-02-11T20:33:52.502748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:52.502780] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:52.502807] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:52.502873] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:52.562380] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:52.563221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:52.563310] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:52.563345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:52.686250] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:52.686406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:52.686446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:52.686475] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:52.690075] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: UP (p=86.42%)
[2026-02-11T20:33:52.690506] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2026-02-11T20:33:52.690654] [INFO ] [sig       ] UPWK: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:52.833033] [INFO ] [LOCAL     ] Saved forecast: UPWK	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UPWK.txt
[2026-02-11T20:33:52.833174] [INFO ] [sig       ] [3147/3412] Completed UPWK in 0.3s | 2.79 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-11T20:33:52.833222] [INFO ] [sig       ] [3148/3412] Forecasting URBN...
[2026-02-11T20:33:52.833252] [INFO ] [sig       ] Generating forecast for: URBN
[2026-02-11T20:33:52.833282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2026-02-11T20:33:52.844295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2026-02-11T20:33:52.844625] [INFO ] [FORECASTER] Starting predict_future for URBN
[2026-02-11T20:33:52.845455] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2026-02-11T20:33:52.845507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:52.845539] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:52.845566] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:52.845644] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:52.904767] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:52.905687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:52.905780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:52.905816] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:53.031371] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:53.031541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:53.031606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:53.031639] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:53.035559] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2026-02-11T20:33:53.035988] [INFO ] [FORECASTER] Completed predict_future for URBN
[2026-02-11T20:33:53.036342] [INFO ] [sig       ] URBN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:53.184801] [INFO ] [LOCAL     ] Saved forecast: URBN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/URBN.txt
[2026-02-11T20:33:53.184975] [INFO ] [sig       ] [3148/3412] Completed URBN in 0.4s | 2.79 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-11T20:33:53.185025] [INFO ] [sig       ] [3149/3412] Forecasting URGN...
[2026-02-11T20:33:53.185061] [INFO ] [sig       ] Generating forecast for: URGN
[2026-02-11T20:33:53.185092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2026-02-11T20:33:53.196559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2026-02-11T20:33:53.196944] [INFO ] [FORECASTER] Starting predict_future for URGN
[2026-02-11T20:33:53.197792] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2026-02-11T20:33:53.197844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:53.197876] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:53.197906] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:53.197974] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:53.258131] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:53.259093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:53.259202] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:53.259247] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:53.379263] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:53.379419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:53.379459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:53.379488] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:53.383118] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: UP (p=89.03%)
[2026-02-11T20:33:53.383406] [INFO ] [FORECASTER] Completed predict_future for URGN
[2026-02-11T20:33:53.383555] [INFO ] [sig       ] URGN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:53.526244] [INFO ] [LOCAL     ] Saved forecast: URGN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/URGN.txt
[2026-02-11T20:33:53.526389] [INFO ] [sig       ] [3149/3412] Completed URGN in 0.3s | 2.79 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-11T20:33:53.526428] [INFO ] [sig       ] [3150/3412] Forecasting URI...
[2026-02-11T20:33:53.526459] [INFO ] [sig       ] Generating forecast for: URI
[2026-02-11T20:33:53.526490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2026-02-11T20:33:53.536481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2026-02-11T20:33:53.536797] [INFO ] [FORECASTER] Starting predict_future for URI
[2026-02-11T20:33:53.537661] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2026-02-11T20:33:53.537719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:53.537776] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:53.537804] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:53.537862] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:53.596065] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:53.596863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:53.596965] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:53.597006] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:53.723930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:53.724091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:53.724132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:53.724166] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:53.727796] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=28.18%)
[2026-02-11T20:33:53.728084] [INFO ] [FORECASTER] Completed predict_future for URI
[2026-02-11T20:33:53.728219] [INFO ] [sig       ] URI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:53.871781] [INFO ] [LOCAL     ] Saved forecast: URI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/URI.txt
[2026-02-11T20:33:53.871928] [INFO ] [sig       ] [3150/3412] Completed URI in 0.3s | 2.79 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-11T20:33:53.871969] [INFO ] [sig       ] [3151/3412] Forecasting URNJ...
[2026-02-11T20:33:53.871998] [INFO ] [sig       ] Generating forecast for: URNJ
[2026-02-11T20:33:53.872028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2026-02-11T20:33:53.883336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2026-02-11T20:33:53.883687] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2026-02-11T20:33:53.884534] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2026-02-11T20:33:53.884609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:53.884645] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:53.884673] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:53.884733] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:53.943723] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:53.944477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:53.944561] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:53.944615] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:54.071086] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:54.071192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:54.071250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:54.071279] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:54.075396] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2026-02-11T20:33:54.075782] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2026-02-11T20:33:54.075943] [INFO ] [sig       ] URNJ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:54.223843] [INFO ] [LOCAL     ] Saved forecast: URNJ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/URNJ.txt
[2026-02-11T20:33:54.224005] [INFO ] [sig       ] [3151/3412] Completed URNJ in 0.4s | 2.79 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-11T20:33:54.224045] [INFO ] [sig       ] [3152/3412] Forecasting UROY...
[2026-02-11T20:33:54.224076] [INFO ] [sig       ] Generating forecast for: UROY
[2026-02-11T20:33:54.224106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2026-02-11T20:33:54.235333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2026-02-11T20:33:54.235748] [INFO ] [FORECASTER] Starting predict_future for UROY
[2026-02-11T20:33:54.236601] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2026-02-11T20:33:54.236655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:54.236687] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:54.236714] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:54.236770] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:54.301260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:54.302160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:54.302253] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:54.302286] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:54.432518] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:54.432697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:54.432739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:54.432767] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:54.436206] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=91.40%)
[2026-02-11T20:33:54.436491] [INFO ] [FORECASTER] Completed predict_future for UROY
[2026-02-11T20:33:54.436644] [INFO ] [sig       ] UROY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:54.581073] [INFO ] [LOCAL     ] Saved forecast: UROY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UROY.txt
[2026-02-11T20:33:54.581238] [INFO ] [sig       ] [3152/3412] Completed UROY in 0.4s | 2.79 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-11T20:33:54.581279] [INFO ] [sig       ] [3153/3412] Forecasting USA...
[2026-02-11T20:33:54.581311] [INFO ] [sig       ] Generating forecast for: USA
[2026-02-11T20:33:54.581342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2026-02-11T20:33:54.591891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2026-02-11T20:33:54.592219] [INFO ] [FORECASTER] Starting predict_future for USA
[2026-02-11T20:33:54.593092] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2026-02-11T20:33:54.593146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:54.593177] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:54.593202] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:54.593257] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:54.656704] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:54.657672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:54.657786] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:54.657821] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:54.782354] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:54.782512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:54.782553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:54.782637] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:54.786330] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=78.05%)
[2026-02-11T20:33:54.786640] [INFO ] [FORECASTER] Completed predict_future for USA
[2026-02-11T20:33:54.786779] [INFO ] [sig       ] USA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:54.930104] [INFO ] [LOCAL     ] Saved forecast: USA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/USA.txt
[2026-02-11T20:33:54.930270] [INFO ] [sig       ] [3153/3412] Completed USA in 0.3s | 2.79 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-11T20:33:54.930314] [INFO ] [sig       ] [3154/3412] Forecasting USAC...
[2026-02-11T20:33:54.930345] [INFO ] [sig       ] Generating forecast for: USAC
[2026-02-11T20:33:54.930377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2026-02-11T20:33:54.942776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2026-02-11T20:33:54.943379] [INFO ] [FORECASTER] Starting predict_future for USAC
[2026-02-11T20:33:54.944474] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2026-02-11T20:33:54.944529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:54.944562] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:54.944611] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:54.944672] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:55.007475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:55.008451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:55.008546] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:55.008599] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:55.132318] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:55.132482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:55.132525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:55.132554] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:55.136142] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2026-02-11T20:33:55.136428] [INFO ] [FORECASTER] Completed predict_future for USAC
[2026-02-11T20:33:55.136562] [INFO ] [sig       ] USAC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:55.278126] [INFO ] [LOCAL     ] Saved forecast: USAC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/USAC.txt
[2026-02-11T20:33:55.278288] [INFO ] [sig       ] [3154/3412] Completed USAC in 0.3s | 2.79 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-11T20:33:55.278332] [INFO ] [sig       ] [3155/3412] Forecasting USB...
[2026-02-11T20:33:55.278363] [INFO ] [sig       ] Generating forecast for: USB
[2026-02-11T20:33:55.278415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2026-02-11T20:33:55.290276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2026-02-11T20:33:55.290672] [INFO ] [FORECASTER] Starting predict_future for USB
[2026-02-11T20:33:55.291496] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2026-02-11T20:33:55.291549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:55.291611] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:55.291641] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:55.291700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:55.350553] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:55.351398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:55.351492] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:55.351525] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:55.479615] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:55.479781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:55.479823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:55.479853] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:55.483386] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=83.66%)
[2026-02-11T20:33:55.483698] [INFO ] [FORECASTER] Completed predict_future for USB
[2026-02-11T20:33:55.483834] [INFO ] [sig       ] USB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:55.631504] [INFO ] [LOCAL     ] Saved forecast: USB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/USB.txt
[2026-02-11T20:33:55.631690] [INFO ] [sig       ] [3155/3412] Completed USB in 0.4s | 2.79 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-11T20:33:55.631739] [INFO ] [sig       ] [3156/3412] Forecasting USCB...
[2026-02-11T20:33:55.631772] [INFO ] [sig       ] Generating forecast for: USCB
[2026-02-11T20:33:55.631803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2026-02-11T20:33:55.643249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2026-02-11T20:33:55.643667] [INFO ] [FORECASTER] Starting predict_future for USCB
[2026-02-11T20:33:55.644470] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2026-02-11T20:33:55.644522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:55.644554] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:55.644602] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:55.644661] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:55.707338] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:55.708289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:55.708409] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:55.708447] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:55.818774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:55.818945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:55.818991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:55.819019] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:55.822872] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2026-02-11T20:33:55.823234] [INFO ] [FORECASTER] Completed predict_future for USCB
[2026-02-11T20:33:55.823386] [INFO ] [sig       ] USCB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:55.970411] [INFO ] [LOCAL     ] Saved forecast: USCB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/USCB.txt
[2026-02-11T20:33:55.970587] [INFO ] [sig       ] [3156/3412] Completed USCB in 0.3s | 2.79 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-11T20:33:55.970629] [INFO ] [sig       ] [3157/3412] Forecasting USDX...
[2026-02-11T20:33:55.970660] [INFO ] [sig       ] Generating forecast for: USDX
[2026-02-11T20:33:55.970691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2026-02-11T20:33:55.981325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2026-02-11T20:33:55.981793] [INFO ] [FORECASTER] Starting predict_future for USDX
[2026-02-11T20:33:55.982634] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2026-02-11T20:33:55.982687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:55.982720] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:55.982747] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:55.982804] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:56.043693] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:56.044868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:56.044959] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:56.044995] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:56.157660] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:56.157822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:56.157863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:56.157892] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:56.161394] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=94.24%)
[2026-02-11T20:33:56.161702] [INFO ] [FORECASTER] Completed predict_future for USDX
[2026-02-11T20:33:56.161840] [INFO ] [sig       ] USDX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:56.304792] [INFO ] [LOCAL     ] Saved forecast: USDX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/USDX.txt
[2026-02-11T20:33:56.304961] [INFO ] [sig       ] [3157/3412] Completed USDX in 0.3s | 2.79 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-11T20:33:56.305011] [INFO ] [sig       ] [3158/3412] Forecasting USEA...
[2026-02-11T20:33:56.305046] [INFO ] [sig       ] Generating forecast for: USEA
[2026-02-11T20:33:56.305083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2026-02-11T20:33:56.315720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2026-02-11T20:33:56.316082] [INFO ] [FORECASTER] Starting predict_future for USEA
[2026-02-11T20:33:56.316910] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2026-02-11T20:33:56.316963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:56.316996] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:56.317023] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:56.317080] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:56.376989] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:56.377939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:56.378047] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:56.378089] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:56.500298] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:56.500459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:56.500500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:56.500529] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:56.503975] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2026-02-11T20:33:56.504254] [INFO ] [FORECASTER] Completed predict_future for USEA
[2026-02-11T20:33:56.504385] [INFO ] [sig       ] USEA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:56.668714] [INFO ] [LOCAL     ] Saved forecast: USEA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/USEA.txt
[2026-02-11T20:33:56.668935] [INFO ] [sig       ] [3158/3412] Completed USEA in 0.4s | 2.79 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-11T20:33:56.669016] [INFO ] [sig       ] [3159/3412] Forecasting USFD...
[2026-02-11T20:33:56.669083] [INFO ] [sig       ] Generating forecast for: USFD
[2026-02-11T20:33:56.669140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2026-02-11T20:33:56.682505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2026-02-11T20:33:56.682952] [INFO ] [FORECASTER] Starting predict_future for USFD
[2026-02-11T20:33:56.683855] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2026-02-11T20:33:56.683910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:56.683942] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:56.683968] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:56.684026] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:56.746696] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:56.747845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:56.747939] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:56.747980] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:56.891092] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:56.891255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:56.891296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:56.891326] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:56.894816] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=71.79%)
[2026-02-11T20:33:56.895093] [INFO ] [FORECASTER] Completed predict_future for USFD
[2026-02-11T20:33:56.895226] [INFO ] [sig       ] USFD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:57.050960] [INFO ] [LOCAL     ] Saved forecast: USFD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/USFD.txt
[2026-02-11T20:33:57.051101] [INFO ] [sig       ] [3159/3412] Completed USFD in 0.4s | 2.79 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-11T20:33:57.051140] [INFO ] [sig       ] [3160/3412] Forecasting USGO...
[2026-02-11T20:33:57.051170] [INFO ] [sig       ] Generating forecast for: USGO
[2026-02-11T20:33:57.051200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2026-02-11T20:33:57.062331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2026-02-11T20:33:57.062648] [INFO ] [FORECASTER] Starting predict_future for USGO
[2026-02-11T20:33:57.063704] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2026-02-11T20:33:57.063759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:57.063791] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:57.063818] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:57.063874] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:57.137188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:57.138322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:57.138494] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:57.138549] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:57.282216] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:57.282384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:57.282428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:57.282459] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:57.286161] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=8.25%)
[2026-02-11T20:33:57.286464] [INFO ] [FORECASTER] Completed predict_future for USGO
[2026-02-11T20:33:57.286625] [INFO ] [sig       ] USGO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:57.434504] [INFO ] [LOCAL     ] Saved forecast: USGO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/USGO.txt
[2026-02-11T20:33:57.434663] [INFO ] [sig       ] [3160/3412] Completed USGO in 0.4s | 2.79 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-11T20:33:57.434705] [INFO ] [sig       ] [3161/3412] Forecasting USIG...
[2026-02-11T20:33:57.434736] [INFO ] [sig       ] Generating forecast for: USIG
[2026-02-11T20:33:57.434767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2026-02-11T20:33:57.445941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2026-02-11T20:33:57.446251] [INFO ] [FORECASTER] Starting predict_future for USIG
[2026-02-11T20:33:57.447107] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2026-02-11T20:33:57.447161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:57.447194] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:57.447220] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:57.447277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:57.506990] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:57.507780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:57.507867] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:57.507901] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:57.636688] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:57.636849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:57.636891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:57.636923] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:57.640706] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: DOWN (p=25.24%)
[2026-02-11T20:33:57.640989] [INFO ] [FORECASTER] Completed predict_future for USIG
[2026-02-11T20:33:57.641117] [INFO ] [sig       ] USIG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:57.788018] [INFO ] [LOCAL     ] Saved forecast: USIG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/USIG.txt
[2026-02-11T20:33:57.788166] [INFO ] [sig       ] [3161/3412] Completed USIG in 0.4s | 2.79 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-11T20:33:57.788233] [INFO ] [sig       ] [3162/3412] Forecasting USIO...
[2026-02-11T20:33:57.788280] [INFO ] [sig       ] Generating forecast for: USIO
[2026-02-11T20:33:57.788327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2026-02-11T20:33:57.799454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2026-02-11T20:33:57.799822] [INFO ] [FORECASTER] Starting predict_future for USIO
[2026-02-11T20:33:57.800741] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2026-02-11T20:33:57.800795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:57.800829] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:57.800858] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:57.800925] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:57.861552] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:57.862266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:57.862350] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:57.862384] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:57.981394] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:57.981552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:57.981613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:57.981663] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:57.985311] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2026-02-11T20:33:57.985614] [INFO ] [FORECASTER] Completed predict_future for USIO
[2026-02-11T20:33:57.985751] [INFO ] [sig       ] USIO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:58.135025] [INFO ] [LOCAL     ] Saved forecast: USIO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/USIO.txt
[2026-02-11T20:33:58.135164] [INFO ] [sig       ] [3162/3412] Completed USIO in 0.3s | 2.79 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-11T20:33:58.135205] [INFO ] [sig       ] [3163/3412] Forecasting USLM...
[2026-02-11T20:33:58.135235] [INFO ] [sig       ] Generating forecast for: USLM
[2026-02-11T20:33:58.135266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2026-02-11T20:33:58.146913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2026-02-11T20:33:58.147394] [INFO ] [FORECASTER] Starting predict_future for USLM
[2026-02-11T20:33:58.148263] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2026-02-11T20:33:58.148315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:58.148347] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:58.148551] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:58.148626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:58.208003] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:58.208960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:58.209058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:58.209097] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:58.328748] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:58.328914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:58.328960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:58.328996] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:58.332657] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: DOWN (p=16.72%)
[2026-02-11T20:33:58.332948] [INFO ] [FORECASTER] Completed predict_future for USLM
[2026-02-11T20:33:58.333084] [INFO ] [sig       ] USLM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:33:58.480188] [INFO ] [LOCAL     ] Saved forecast: USLM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/USLM.txt
[2026-02-11T20:33:58.480372] [INFO ] [sig       ] [3163/3412] Completed USLM in 0.3s | 2.79 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-11T20:33:58.480413] [INFO ] [sig       ] [3164/3412] Forecasting USMC...
[2026-02-11T20:33:58.480443] [INFO ] [sig       ] Generating forecast for: USMC
[2026-02-11T20:33:58.480474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2026-02-11T20:33:58.490845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2026-02-11T20:33:58.491198] [INFO ] [FORECASTER] Starting predict_future for USMC
[2026-02-11T20:33:58.492031] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2026-02-11T20:33:58.492087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:58.492118] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:58.492145] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:58.492203] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:58.553294] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:58.554187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:58.554277] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:58.554327] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:58.673536] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:58.673718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:58.673762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:58.673793] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:58.677296] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2026-02-11T20:33:58.677681] [INFO ] [FORECASTER] Completed predict_future for USMC
[2026-02-11T20:33:58.677844] [INFO ] [sig       ] USMC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:58.823071] [INFO ] [LOCAL     ] Saved forecast: USMC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/USMC.txt
[2026-02-11T20:33:58.823236] [INFO ] [sig       ] [3164/3412] Completed USMC in 0.3s | 2.79 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-11T20:33:58.823280] [INFO ] [sig       ] [3165/3412] Forecasting USOI...
[2026-02-11T20:33:58.823311] [INFO ] [sig       ] Generating forecast for: USOI
[2026-02-11T20:33:58.823343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2026-02-11T20:33:58.834390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2026-02-11T20:33:58.834705] [INFO ] [FORECASTER] Starting predict_future for USOI
[2026-02-11T20:33:58.835538] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2026-02-11T20:33:58.835617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:58.835652] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:58.835682] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:58.835757] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:58.896921] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:58.897629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:58.897713] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:58.897747] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:59.021929] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:59.022095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:59.022147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:59.022179] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:59.026198] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=60.29%)
[2026-02-11T20:33:59.026672] [INFO ] [FORECASTER] Completed predict_future for USOI
[2026-02-11T20:33:59.026808] [INFO ] [sig       ] USOI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:59.184892] [INFO ] [LOCAL     ] Saved forecast: USOI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/USOI.txt
[2026-02-11T20:33:59.185061] [INFO ] [sig       ] [3165/3412] Completed USOI in 0.4s | 2.79 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-11T20:33:59.185102] [INFO ] [sig       ] [3166/3412] Forecasting USOY...
[2026-02-11T20:33:59.185132] [INFO ] [sig       ] Generating forecast for: USOY
[2026-02-11T20:33:59.185161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2026-02-11T20:33:59.195892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2026-02-11T20:33:59.196198] [INFO ] [FORECASTER] Starting predict_future for USOY
[2026-02-11T20:33:59.197062] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2026-02-11T20:33:59.197129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:59.197169] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:59.197210] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:59.197269] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:59.255473] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:59.256398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:59.256494] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:59.256528] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:59.385053] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:59.385223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:59.385265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:59.385295] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:59.389278] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=56.85%)
[2026-02-11T20:33:59.389655] [INFO ] [FORECASTER] Completed predict_future for USOY
[2026-02-11T20:33:59.389813] [INFO ] [sig       ] USOY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:59.541061] [INFO ] [LOCAL     ] Saved forecast: USOY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/USOY.txt
[2026-02-11T20:33:59.541229] [INFO ] [sig       ] [3166/3412] Completed USOY in 0.4s | 2.79 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-11T20:33:59.541269] [INFO ] [sig       ] [3167/3412] Forecasting USTB...
[2026-02-11T20:33:59.541300] [INFO ] [sig       ] Generating forecast for: USTB
[2026-02-11T20:33:59.541330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2026-02-11T20:33:59.555905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2026-02-11T20:33:59.556413] [INFO ] [FORECASTER] Starting predict_future for USTB
[2026-02-11T20:33:59.557482] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2026-02-11T20:33:59.557597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:59.557675] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:59.557713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:59.557797] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:59.632157] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:59.633191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:59.633298] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:59.633334] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:33:59.760363] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:33:59.760554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:33:59.760623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:33:59.760653] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:33:59.764172] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=83.38%)
[2026-02-11T20:33:59.764477] [INFO ] [FORECASTER] Completed predict_future for USTB
[2026-02-11T20:33:59.764640] [INFO ] [sig       ] USTB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:33:59.908807] [INFO ] [LOCAL     ] Saved forecast: USTB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/USTB.txt
[2026-02-11T20:33:59.908978] [INFO ] [sig       ] [3167/3412] Completed USTB in 0.4s | 2.79 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-11T20:33:59.909019] [INFO ] [sig       ] [3168/3412] Forecasting USVM...
[2026-02-11T20:33:59.909051] [INFO ] [sig       ] Generating forecast for: USVM
[2026-02-11T20:33:59.909080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2026-02-11T20:33:59.920390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2026-02-11T20:33:59.920803] [INFO ] [FORECASTER] Starting predict_future for USVM
[2026-02-11T20:33:59.921660] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2026-02-11T20:33:59.921711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:33:59.921743] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:33:59.921770] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:33:59.921827] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:33:59.979730] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:33:59.980763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:33:59.980906] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:33:59.980949] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:00.117773] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:00.117913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:00.117978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:00.118025] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:00.123484] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=35.48%)
[2026-02-11T20:34:00.124004] [INFO ] [FORECASTER] Completed predict_future for USVM
[2026-02-11T20:34:00.124230] [INFO ] [sig       ] USVM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:00.279520] [INFO ] [LOCAL     ] Saved forecast: USVM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/USVM.txt
[2026-02-11T20:34:00.279738] [INFO ] [sig       ] [3168/3412] Completed USVM in 0.4s | 2.79 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-11T20:34:00.279789] [INFO ] [sig       ] [3169/3412] Forecasting USXF...
[2026-02-11T20:34:00.279822] [INFO ] [sig       ] Generating forecast for: USXF
[2026-02-11T20:34:00.279854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2026-02-11T20:34:00.290747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2026-02-11T20:34:00.291127] [INFO ] [FORECASTER] Starting predict_future for USXF
[2026-02-11T20:34:00.292624] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2026-02-11T20:34:00.292695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:00.292749] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:00.292798] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:00.292893] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:00.375155] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:00.376074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:00.376169] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:00.376205] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:00.503613] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:00.503738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:00.503782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:00.503813] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:00.507556] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: UP (p=62.24%)
[2026-02-11T20:34:00.507909] [INFO ] [FORECASTER] Completed predict_future for USXF
[2026-02-11T20:34:00.508063] [INFO ] [sig       ] USXF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:00.658793] [INFO ] [LOCAL     ] Saved forecast: USXF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/USXF.txt
[2026-02-11T20:34:00.658950] [INFO ] [sig       ] [3169/3412] Completed USXF in 0.4s | 2.79 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-11T20:34:00.658991] [INFO ] [sig       ] [3170/3412] Forecasting UTEN...
[2026-02-11T20:34:00.659021] [INFO ] [sig       ] Generating forecast for: UTEN
[2026-02-11T20:34:00.659067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2026-02-11T20:34:00.671664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2026-02-11T20:34:00.672034] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2026-02-11T20:34:00.673161] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2026-02-11T20:34:00.673406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:00.673439] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:00.673465] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:00.673522] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:00.746959] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:00.747878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:00.747972] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:00.748007] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:00.887935] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:00.888080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:00.888135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:00.888209] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:00.892226] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2026-02-11T20:34:00.892797] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2026-02-11T20:34:00.892969] [INFO ] [sig       ] UTEN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:01.052011] [INFO ] [LOCAL     ] Saved forecast: UTEN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UTEN.txt
[2026-02-11T20:34:01.052167] [INFO ] [sig       ] [3170/3412] Completed UTEN in 0.4s | 2.79 sym/s | Total: 18.9m | ETA: 1.4m
[2026-02-11T20:34:01.052207] [INFO ] [sig       ] [3171/3412] Forecasting UTF...
[2026-02-11T20:34:01.052236] [INFO ] [sig       ] Generating forecast for: UTF
[2026-02-11T20:34:01.052269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2026-02-11T20:34:01.064547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2026-02-11T20:34:01.064954] [INFO ] [FORECASTER] Starting predict_future for UTF
[2026-02-11T20:34:01.065844] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2026-02-11T20:34:01.065900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:01.065932] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:01.065960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:01.066018] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:01.126247] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:01.127139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:01.127260] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:01.127298] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:01.252985] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:01.253146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:01.253188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:01.253221] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:01.256970] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=81.95%)
[2026-02-11T20:34:01.257355] [INFO ] [FORECASTER] Completed predict_future for UTF
[2026-02-11T20:34:01.257531] [INFO ] [sig       ] UTF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:01.402157] [INFO ] [LOCAL     ] Saved forecast: UTF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UTF.txt
[2026-02-11T20:34:01.402298] [INFO ] [sig       ] [3171/3412] Completed UTF in 0.4s | 2.79 sym/s | Total: 18.9m | ETA: 1.4m
[2026-02-11T20:34:01.402340] [INFO ] [sig       ] [3172/3412] Forecasting UTI...
[2026-02-11T20:34:01.402369] [INFO ] [sig       ] Generating forecast for: UTI
[2026-02-11T20:34:01.402399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2026-02-11T20:34:01.413192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2026-02-11T20:34:01.413531] [INFO ] [FORECASTER] Starting predict_future for UTI
[2026-02-11T20:34:01.414357] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2026-02-11T20:34:01.414409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:01.414442] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:01.414468] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:01.414527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:01.472784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:01.473629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:01.473717] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:01.473750] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:01.598260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:01.598422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:01.598465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:01.598498] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:01.602167] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2026-02-11T20:34:01.602486] [INFO ] [FORECASTER] Completed predict_future for UTI
[2026-02-11T20:34:01.602652] [INFO ] [sig       ] UTI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:01.765459] [INFO ] [LOCAL     ] Saved forecast: UTI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UTI.txt
[2026-02-11T20:34:01.765856] [INFO ] [sig       ] [3172/3412] Completed UTI in 0.4s | 2.79 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-11T20:34:01.765910] [INFO ] [sig       ] [3173/3412] Forecasting UTL...
[2026-02-11T20:34:01.765954] [INFO ] [sig       ] Generating forecast for: UTL
[2026-02-11T20:34:01.765992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2026-02-11T20:34:01.778694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2026-02-11T20:34:01.779107] [INFO ] [FORECASTER] Starting predict_future for UTL
[2026-02-11T20:34:01.780306] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2026-02-11T20:34:01.780368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:01.780402] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:01.780434] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:01.780501] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:01.843222] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:01.844194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:01.844476] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:01.844509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:01.969396] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:01.969604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:01.969659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:01.969689] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:01.973451] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=28.19%)
[2026-02-11T20:34:01.973814] [INFO ] [FORECASTER] Completed predict_future for UTL
[2026-02-11T20:34:01.973968] [INFO ] [sig       ] UTL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:02.121544] [INFO ] [LOCAL     ] Saved forecast: UTL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UTL.txt
[2026-02-11T20:34:02.121740] [INFO ] [sig       ] [3173/3412] Completed UTL in 0.4s | 2.79 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-11T20:34:02.121783] [INFO ] [sig       ] [3174/3412] Forecasting UTMD...
[2026-02-11T20:34:02.121813] [INFO ] [sig       ] Generating forecast for: UTMD
[2026-02-11T20:34:02.121844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2026-02-11T20:34:02.132037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2026-02-11T20:34:02.132400] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2026-02-11T20:34:02.133294] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2026-02-11T20:34:02.133348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:02.133380] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:02.133408] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:02.133466] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:02.192764] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:02.193632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:02.193719] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:02.193754] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:02.312864] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:02.313010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:02.313051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:02.313087] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:02.316970] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2026-02-11T20:34:02.317274] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2026-02-11T20:34:02.317626] [INFO ] [sig       ] UTMD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:02.467690] [INFO ] [LOCAL     ] Saved forecast: UTMD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UTMD.txt
[2026-02-11T20:34:02.467861] [INFO ] [sig       ] [3174/3412] Completed UTMD in 0.3s | 2.79 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-11T20:34:02.467902] [INFO ] [sig       ] [3175/3412] Forecasting UTZ...
[2026-02-11T20:34:02.467934] [INFO ] [sig       ] Generating forecast for: UTZ
[2026-02-11T20:34:02.467965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2026-02-11T20:34:02.480223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2026-02-11T20:34:02.480657] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2026-02-11T20:34:02.481548] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2026-02-11T20:34:02.481621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:02.481654] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:02.481682] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:02.481739] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:02.541280] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:02.542221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:02.542312] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:02.542348] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:02.674072] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:02.674263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:02.674308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:02.674340] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:02.679139] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2026-02-11T20:34:02.679796] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2026-02-11T20:34:02.679971] [INFO ] [sig       ] UTZ: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:02.842149] [INFO ] [LOCAL     ] Saved forecast: UTZ	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UTZ.txt
[2026-02-11T20:34:02.842515] [INFO ] [sig       ] [3175/3412] Completed UTZ in 0.4s | 2.79 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-11T20:34:02.842559] [INFO ] [sig       ] [3176/3412] Forecasting UVE...
[2026-02-11T20:34:02.842613] [INFO ] [sig       ] Generating forecast for: UVE
[2026-02-11T20:34:02.842648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2026-02-11T20:34:02.854465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2026-02-11T20:34:02.854878] [INFO ] [FORECASTER] Starting predict_future for UVE
[2026-02-11T20:34:02.855754] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2026-02-11T20:34:02.855808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:02.855843] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:02.855872] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:02.855932] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:02.937992] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:02.938901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:02.938988] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:02.939021] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:03.063201] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:03.063360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:03.063401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:03.063429] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:03.067348] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=4.99%)
[2026-02-11T20:34:03.067777] [INFO ] [FORECASTER] Completed predict_future for UVE
[2026-02-11T20:34:03.067935] [INFO ] [sig       ] UVE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:03.219045] [INFO ] [LOCAL     ] Saved forecast: UVE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UVE.txt
[2026-02-11T20:34:03.219212] [INFO ] [sig       ] [3176/3412] Completed UVE in 0.4s | 2.79 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-11T20:34:03.219252] [INFO ] [sig       ] [3177/3412] Forecasting UVSP...
[2026-02-11T20:34:03.219283] [INFO ] [sig       ] Generating forecast for: UVSP
[2026-02-11T20:34:03.219314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2026-02-11T20:34:03.230174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2026-02-11T20:34:03.230567] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2026-02-11T20:34:03.231380] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2026-02-11T20:34:03.231431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:03.231463] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:03.231490] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:03.231547] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:03.291555] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:03.292457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:03.292610] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:03.292650] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:03.420723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:03.420886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:03.420930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:03.420963] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:03.424589] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=15.61%)
[2026-02-11T20:34:03.424888] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2026-02-11T20:34:03.425025] [INFO ] [sig       ] UVSP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:03.567407] [INFO ] [LOCAL     ] Saved forecast: UVSP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UVSP.txt
[2026-02-11T20:34:03.567601] [INFO ] [sig       ] [3177/3412] Completed UVSP in 0.3s | 2.79 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-11T20:34:03.567653] [INFO ] [sig       ] [3178/3412] Forecasting UWMC...
[2026-02-11T20:34:03.567686] [INFO ] [sig       ] Generating forecast for: UWMC
[2026-02-11T20:34:03.567720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2026-02-11T20:34:03.578426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2026-02-11T20:34:03.578763] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2026-02-11T20:34:03.579680] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2026-02-11T20:34:03.579743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:03.579801] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:03.579834] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:03.579894] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:03.639768] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:03.640541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:03.640649] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:03.640686] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:03.766183] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:03.766345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:03.766388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:03.766419] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:03.770376] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=19.27%)
[2026-02-11T20:34:03.770682] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2026-02-11T20:34:03.770818] [INFO ] [sig       ] UWMC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:03.927000] [INFO ] [LOCAL     ] Saved forecast: UWMC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UWMC.txt
[2026-02-11T20:34:03.927128] [INFO ] [sig       ] [3178/3412] Completed UWMC in 0.4s | 2.79 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-11T20:34:03.927172] [INFO ] [sig       ] [3179/3412] Forecasting UXIN...
[2026-02-11T20:34:03.927203] [INFO ] [sig       ] Generating forecast for: UXIN
[2026-02-11T20:34:03.927233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2026-02-11T20:34:03.937593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2026-02-11T20:34:03.937914] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2026-02-11T20:34:03.938771] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2026-02-11T20:34:03.938835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:03.938870] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:03.938898] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:03.938963] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:03.998727] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:03.999424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:03.999508] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:03.999541] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:04.115827] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:04.115985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:04.116028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:04.116059] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:04.119915] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=33.14%)
[2026-02-11T20:34:04.120219] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2026-02-11T20:34:04.120362] [INFO ] [sig       ] UXIN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:04.266823] [INFO ] [LOCAL     ] Saved forecast: UXIN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/UXIN.txt
[2026-02-11T20:34:04.266988] [INFO ] [sig       ] [3179/3412] Completed UXIN in 0.3s | 2.79 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-11T20:34:04.267030] [INFO ] [sig       ] [3180/3412] Forecasting UYLD...
[2026-02-11T20:34:04.267062] [INFO ] [sig       ] Generating forecast for: UYLD
[2026-02-11T20:34:04.267094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2026-02-11T20:34:04.278903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2026-02-11T20:34:04.279324] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2026-02-11T20:34:04.280219] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2026-02-11T20:34:04.280276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:04.280313] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:04.280343] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:04.280404] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:04.342954] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:04.343831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:04.343918] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:04.343954] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:04.453429] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:04.453599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:04.453644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:04.453677] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:04.457210] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=79.15%)
[2026-02-11T20:34:04.457529] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2026-02-11T20:34:04.457692] [INFO ] [sig       ] UYLD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:04.599954] [INFO ] [LOCAL     ] Saved forecast: UYLD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UYLD.txt
[2026-02-11T20:34:04.600111] [INFO ] [sig       ] [3180/3412] Completed UYLD in 0.3s | 2.79 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-11T20:34:04.600154] [INFO ] [sig       ] [3181/3412] Forecasting UZE...
[2026-02-11T20:34:04.600186] [INFO ] [sig       ] Generating forecast for: UZE
[2026-02-11T20:34:04.600220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2026-02-11T20:34:04.610298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2026-02-11T20:34:04.610637] [INFO ] [FORECASTER] Starting predict_future for UZE
[2026-02-11T20:34:04.611484] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2026-02-11T20:34:04.611537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:04.611588] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:04.611621] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:04.611680] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:04.670883] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:04.671535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:04.671637] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:04.671673] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:04.784937] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:04.785089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:04.785138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:04.785176] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:04.789326] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=54.37%)
[2026-02-11T20:34:04.789639] [INFO ] [FORECASTER] Completed predict_future for UZE
[2026-02-11T20:34:04.789777] [INFO ] [sig       ] UZE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:04.935736] [INFO ] [LOCAL     ] Saved forecast: UZE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/UZE.txt
[2026-02-11T20:34:04.935885] [INFO ] [sig       ] [3181/3412] Completed UZE in 0.3s | 2.79 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-11T20:34:04.935923] [INFO ] [sig       ] [3182/3412] Forecasting VAC...
[2026-02-11T20:34:04.935953] [INFO ] [sig       ] Generating forecast for: VAC
[2026-02-11T20:34:04.935984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2026-02-11T20:34:04.946604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2026-02-11T20:34:04.946918] [INFO ] [FORECASTER] Starting predict_future for VAC
[2026-02-11T20:34:04.947803] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2026-02-11T20:34:04.947856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:04.947889] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:04.947916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:04.947975] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:05.006811] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:05.007541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:05.007643] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:05.007677] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:05.133702] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:05.133868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:05.133909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:05.133937] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:05.137395] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=74.07%)
[2026-02-11T20:34:05.137731] [INFO ] [FORECASTER] Completed predict_future for VAC
[2026-02-11T20:34:05.137869] [INFO ] [sig       ] VAC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:05.285779] [INFO ] [LOCAL     ] Saved forecast: VAC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VAC.txt
[2026-02-11T20:34:05.285925] [INFO ] [sig       ] [3182/3412] Completed VAC in 0.3s | 2.79 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-11T20:34:05.285973] [INFO ] [sig       ] [3183/3412] Forecasting VAL...
[2026-02-11T20:34:05.286005] [INFO ] [sig       ] Generating forecast for: VAL
[2026-02-11T20:34:05.286036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2026-02-11T20:34:05.296693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2026-02-11T20:34:05.297092] [INFO ] [FORECASTER] Starting predict_future for VAL
[2026-02-11T20:34:05.297995] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2026-02-11T20:34:05.298050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:05.298085] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:05.298113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:05.298186] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:05.359370] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:05.360359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:05.360664] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:05.360703] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:05.483920] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:05.484076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:05.484117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:05.484148] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:05.487807] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=36.70%)
[2026-02-11T20:34:05.488089] [INFO ] [FORECASTER] Completed predict_future for VAL
[2026-02-11T20:34:05.488242] [INFO ] [sig       ] VAL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:05.631203] [INFO ] [LOCAL     ] Saved forecast: VAL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VAL.txt
[2026-02-11T20:34:05.631375] [INFO ] [sig       ] [3183/3412] Completed VAL in 0.3s | 2.79 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-11T20:34:05.631434] [INFO ] [sig       ] [3184/3412] Forecasting VALE...
[2026-02-11T20:34:05.631465] [INFO ] [sig       ] Generating forecast for: VALE
[2026-02-11T20:34:05.631494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2026-02-11T20:34:05.643008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2026-02-11T20:34:05.643365] [INFO ] [FORECASTER] Starting predict_future for VALE
[2026-02-11T20:34:05.644198] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2026-02-11T20:34:05.644261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:05.644328] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:05.644357] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:05.644416] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:05.704180] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:05.704900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:05.704981] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:05.705013] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:05.827726] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:05.827880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:05.827920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:05.827949] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:05.831541] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=41.49%)
[2026-02-11T20:34:05.831835] [INFO ] [FORECASTER] Completed predict_future for VALE
[2026-02-11T20:34:05.832008] [INFO ] [sig       ] VALE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:05.975686] [INFO ] [LOCAL     ] Saved forecast: VALE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VALE.txt
[2026-02-11T20:34:05.975825] [INFO ] [sig       ] [3184/3412] Completed VALE in 0.3s | 2.79 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-11T20:34:05.975864] [INFO ] [sig       ] [3185/3412] Forecasting VALN...
[2026-02-11T20:34:05.975894] [INFO ] [sig       ] Generating forecast for: VALN
[2026-02-11T20:34:05.975924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2026-02-11T20:34:05.985888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2026-02-11T20:34:05.986173] [INFO ] [FORECASTER] Starting predict_future for VALN
[2026-02-11T20:34:05.987006] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2026-02-11T20:34:05.987059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:05.987091] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:05.987118] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:05.987175] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:06.047690] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:06.048388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:06.048472] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:06.048506] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:06.161755] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:06.161860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:06.161900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:06.161930] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:06.166052] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2026-02-11T20:34:06.166379] [INFO ] [FORECASTER] Completed predict_future for VALN
[2026-02-11T20:34:06.166536] [INFO ] [sig       ] VALN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:06.307493] [INFO ] [LOCAL     ] Saved forecast: VALN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VALN.txt
[2026-02-11T20:34:06.307679] [INFO ] [sig       ] [3185/3412] Completed VALN in 0.3s | 2.79 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-11T20:34:06.307720] [INFO ] [sig       ] [3186/3412] Forecasting VANI...
[2026-02-11T20:34:06.307749] [INFO ] [sig       ] Generating forecast for: VANI
[2026-02-11T20:34:06.307778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2026-02-11T20:34:06.319074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2026-02-11T20:34:06.319441] [INFO ] [FORECASTER] Starting predict_future for VANI
[2026-02-11T20:34:06.320310] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2026-02-11T20:34:06.320363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:06.320396] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:06.320423] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:06.320480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:06.380253] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:06.380963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:06.381047] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:06.381082] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:06.515422] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:06.515617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:06.515686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:06.515719] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:06.519453] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=19.40%)
[2026-02-11T20:34:06.519790] [INFO ] [FORECASTER] Completed predict_future for VANI
[2026-02-11T20:34:06.519950] [INFO ] [sig       ] VANI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:06.664207] [INFO ] [LOCAL     ] Saved forecast: VANI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VANI.txt
[2026-02-11T20:34:06.664368] [INFO ] [sig       ] [3186/3412] Completed VANI in 0.4s | 2.79 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-11T20:34:06.664409] [INFO ] [sig       ] [3187/3412] Forecasting VBF...
[2026-02-11T20:34:06.664438] [INFO ] [sig       ] Generating forecast for: VBF
[2026-02-11T20:34:06.664469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2026-02-11T20:34:06.675247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2026-02-11T20:34:06.675631] [INFO ] [FORECASTER] Starting predict_future for VBF
[2026-02-11T20:34:06.676479] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2026-02-11T20:34:06.676532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:06.676564] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:06.676611] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:06.676670] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:06.737915] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:06.739091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:06.739180] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:06.739214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:06.859991] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:06.860153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:06.860196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:06.860270] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:06.863760] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: UP (p=66.56%)
[2026-02-11T20:34:06.864050] [INFO ] [FORECASTER] Completed predict_future for VBF
[2026-02-11T20:34:06.864185] [INFO ] [sig       ] VBF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:07.004720] [INFO ] [LOCAL     ] Saved forecast: VBF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VBF.txt
[2026-02-11T20:34:07.004876] [INFO ] [sig       ] [3187/3412] Completed VBF in 0.3s | 2.79 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-11T20:34:07.004918] [INFO ] [sig       ] [3188/3412] Forecasting VBNK...
[2026-02-11T20:34:07.004947] [INFO ] [sig       ] Generating forecast for: VBNK
[2026-02-11T20:34:07.004977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2026-02-11T20:34:07.015772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2026-02-11T20:34:07.016140] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2026-02-11T20:34:07.016981] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2026-02-11T20:34:07.017034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:07.017066] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:07.017093] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:07.017150] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:07.075148] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:07.076064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:07.076149] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:07.076182] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:07.198789] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:07.198947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:07.198988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:07.199017] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:07.203049] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: DOWN (p=42.11%)
[2026-02-11T20:34:07.203331] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2026-02-11T20:34:07.203467] [INFO ] [sig       ] VBNK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:07.350747] [INFO ] [LOCAL     ] Saved forecast: VBNK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VBNK.txt
[2026-02-11T20:34:07.350890] [INFO ] [sig       ] [3188/3412] Completed VBNK in 0.3s | 2.79 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-11T20:34:07.350931] [INFO ] [sig       ] [3189/3412] Forecasting VC...
[2026-02-11T20:34:07.350959] [INFO ] [sig       ] Generating forecast for: VC
[2026-02-11T20:34:07.350989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2026-02-11T20:34:07.362792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2026-02-11T20:34:07.363129] [INFO ] [FORECASTER] Starting predict_future for VC
[2026-02-11T20:34:07.363962] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2026-02-11T20:34:07.364017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:07.364060] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:07.364090] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:07.364150] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:07.426398] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:07.427232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:07.427342] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:07.427380] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:07.560372] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:07.560559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:07.560627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:07.560658] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:07.564315] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=36.95%)
[2026-02-11T20:34:07.564637] [INFO ] [FORECASTER] Completed predict_future for VC
[2026-02-11T20:34:07.564778] [INFO ] [sig       ] VC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:07.728808] [INFO ] [LOCAL     ] Saved forecast: VC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VC.txt
[2026-02-11T20:34:07.728947] [INFO ] [sig       ] [3189/3412] Completed VC in 0.4s | 2.79 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-11T20:34:07.728985] [INFO ] [sig       ] [3190/3412] Forecasting VCEL...
[2026-02-11T20:34:07.729014] [INFO ] [sig       ] Generating forecast for: VCEL
[2026-02-11T20:34:07.729046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2026-02-11T20:34:07.739734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2026-02-11T20:34:07.740082] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2026-02-11T20:34:07.741075] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2026-02-11T20:34:07.741132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:07.741175] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:07.741205] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:07.741262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:07.803583] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:07.804314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:07.804397] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:07.804431] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:07.916690] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:07.916818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:07.916856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:07.916885] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:07.920439] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=33.22%)
[2026-02-11T20:34:07.920732] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2026-02-11T20:34:07.920871] [INFO ] [sig       ] VCEL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:08.074447] [INFO ] [LOCAL     ] Saved forecast: VCEL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VCEL.txt
[2026-02-11T20:34:08.074601] [INFO ] [sig       ] [3190/3412] Completed VCEL in 0.3s | 2.79 sym/s | Total: 19.1m | ETA: 1.3m
[2026-02-11T20:34:08.074643] [INFO ] [sig       ] [3191/3412] Forecasting VCRB...
[2026-02-11T20:34:08.074673] [INFO ] [sig       ] Generating forecast for: VCRB
[2026-02-11T20:34:08.074704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2026-02-11T20:34:08.085062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2026-02-11T20:34:08.085374] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2026-02-11T20:34:08.086201] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2026-02-11T20:34:08.086257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:08.086292] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:08.086319] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:08.086376] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:08.146426] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:08.147271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:08.147361] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:08.147395] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:08.268427] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:08.268603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:08.268647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:08.268677] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:08.272188] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2026-02-11T20:34:08.272491] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2026-02-11T20:34:08.272649] [INFO ] [sig       ] VCRB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:08.415111] [INFO ] [LOCAL     ] Saved forecast: VCRB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VCRB.txt
[2026-02-11T20:34:08.415262] [INFO ] [sig       ] [3191/3412] Completed VCRB in 0.3s | 2.79 sym/s | Total: 19.1m | ETA: 1.3m
[2026-02-11T20:34:08.415313] [INFO ] [sig       ] [3192/3412] Forecasting VCSH...
[2026-02-11T20:34:08.415350] [INFO ] [sig       ] Generating forecast for: VCSH
[2026-02-11T20:34:08.415388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2026-02-11T20:34:08.426141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2026-02-11T20:34:08.426535] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2026-02-11T20:34:08.427394] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2026-02-11T20:34:08.427449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:08.427482] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:08.427544] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:08.427636] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:08.488873] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:08.489649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:08.489737] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:08.489771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:08.621467] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:08.621871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:08.621923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:08.621954] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:08.626361] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2026-02-11T20:34:08.626709] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2026-02-11T20:34:08.626850] [INFO ] [sig       ] VCSH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:08.774894] [INFO ] [LOCAL     ] Saved forecast: VCSH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VCSH.txt
[2026-02-11T20:34:08.775035] [INFO ] [sig       ] [3192/3412] Completed VCSH in 0.4s | 2.79 sym/s | Total: 19.1m | ETA: 1.3m
[2026-02-11T20:34:08.775074] [INFO ] [sig       ] [3193/3412] Forecasting VECO...
[2026-02-11T20:34:08.775103] [INFO ] [sig       ] Generating forecast for: VECO
[2026-02-11T20:34:08.775133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2026-02-11T20:34:08.788090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2026-02-11T20:34:08.788474] [INFO ] [FORECASTER] Starting predict_future for VECO
[2026-02-11T20:34:08.789349] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2026-02-11T20:34:08.789404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:08.789436] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:08.789465] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:08.789523] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:08.849593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:08.850315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:08.850410] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:08.850444] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:08.973612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:08.973773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:08.973814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:08.973842] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:08.977726] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2026-02-11T20:34:08.978008] [INFO ] [FORECASTER] Completed predict_future for VECO
[2026-02-11T20:34:08.978141] [INFO ] [sig       ] VECO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:09.123866] [INFO ] [LOCAL     ] Saved forecast: VECO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VECO.txt
[2026-02-11T20:34:09.123998] [INFO ] [sig       ] [3193/3412] Completed VECO in 0.3s | 2.79 sym/s | Total: 19.1m | ETA: 1.3m
[2026-02-11T20:34:09.124037] [INFO ] [sig       ] [3194/3412] Forecasting VEEE...
[2026-02-11T20:34:09.124073] [INFO ] [sig       ] Generating forecast for: VEEE
[2026-02-11T20:34:09.124104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2026-02-11T20:34:09.135411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2026-02-11T20:34:09.135999] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2026-02-11T20:34:09.137071] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2026-02-11T20:34:09.137124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:09.137158] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:09.137186] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:09.137245] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:09.201049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:09.201916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:09.202035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:09.202084] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:09.319167] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:09.319290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:09.319334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:09.319364] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:09.322872] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2026-02-11T20:34:09.323161] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2026-02-11T20:34:09.323297] [INFO ] [sig       ] VEEE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:09.463840] [INFO ] [LOCAL     ] Saved forecast: VEEE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VEEE.txt
[2026-02-11T20:34:09.463992] [INFO ] [sig       ] [3194/3412] Completed VEEE in 0.3s | 2.79 sym/s | Total: 19.1m | ETA: 1.3m
[2026-02-11T20:34:09.464037] [INFO ] [sig       ] [3195/3412] Forecasting VEL...
[2026-02-11T20:34:09.464067] [INFO ] [sig       ] Generating forecast for: VEL
[2026-02-11T20:34:09.464098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2026-02-11T20:34:09.474196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2026-02-11T20:34:09.474512] [INFO ] [FORECASTER] Starting predict_future for VEL
[2026-02-11T20:34:09.475338] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2026-02-11T20:34:09.475390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:09.475422] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:09.475448] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:09.475505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:09.535136] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:09.536196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:09.536303] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:09.536338] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:09.662641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:09.662808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:09.662849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:09.662881] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:09.666601] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=60.92%)
[2026-02-11T20:34:09.666910] [INFO ] [FORECASTER] Completed predict_future for VEL
[2026-02-11T20:34:09.667050] [INFO ] [sig       ] VEL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:09.814164] [INFO ] [LOCAL     ] Saved forecast: VEL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VEL.txt
[2026-02-11T20:34:09.814305] [INFO ] [sig       ] [3195/3412] Completed VEL in 0.4s | 2.79 sym/s | Total: 19.1m | ETA: 1.3m
[2026-02-11T20:34:09.814347] [INFO ] [sig       ] [3196/3412] Forecasting VEON...
[2026-02-11T20:34:09.814378] [INFO ] [sig       ] Generating forecast for: VEON
[2026-02-11T20:34:09.814410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2026-02-11T20:34:09.825705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2026-02-11T20:34:09.826073] [INFO ] [FORECASTER] Starting predict_future for VEON
[2026-02-11T20:34:09.827109] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2026-02-11T20:34:09.827174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:09.827212] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:09.827241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:09.827300] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:09.888643] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:09.889378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:09.889466] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:09.889500] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:10.011632] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:10.011789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:10.011829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:10.011858] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:10.015711] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2026-02-11T20:34:10.015990] [INFO ] [FORECASTER] Completed predict_future for VEON
[2026-02-11T20:34:10.016121] [INFO ] [sig       ] VEON: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:10.171683] [INFO ] [LOCAL     ] Saved forecast: VEON	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VEON.txt
[2026-02-11T20:34:10.171837] [INFO ] [sig       ] [3196/3412] Completed VEON in 0.4s | 2.79 sym/s | Total: 19.1m | ETA: 1.3m
[2026-02-11T20:34:10.171879] [INFO ] [sig       ] [3197/3412] Forecasting VERA...
[2026-02-11T20:34:10.171908] [INFO ] [sig       ] Generating forecast for: VERA
[2026-02-11T20:34:10.171938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2026-02-11T20:34:10.182847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2026-02-11T20:34:10.183185] [INFO ] [FORECASTER] Starting predict_future for VERA
[2026-02-11T20:34:10.184057] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2026-02-11T20:34:10.184111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:10.184145] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:10.184172] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:10.184230] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:10.242740] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:10.243520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:10.243623] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:10.243658] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:10.360000] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:10.360150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:10.360195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:10.360242] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:10.363794] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2026-02-11T20:34:10.364077] [INFO ] [FORECASTER] Completed predict_future for VERA
[2026-02-11T20:34:10.364209] [INFO ] [sig       ] VERA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:10.522008] [INFO ] [LOCAL     ] Saved forecast: VERA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VERA.txt
[2026-02-11T20:34:10.522208] [INFO ] [sig       ] [3197/3412] Completed VERA in 0.4s | 2.79 sym/s | Total: 19.1m | ETA: 1.3m
[2026-02-11T20:34:10.522251] [INFO ] [sig       ] [3198/3412] Forecasting VERI...
[2026-02-11T20:34:10.522285] [INFO ] [sig       ] Generating forecast for: VERI
[2026-02-11T20:34:10.522316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2026-02-11T20:34:10.536878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2026-02-11T20:34:10.537305] [INFO ] [FORECASTER] Starting predict_future for VERI
[2026-02-11T20:34:10.538243] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2026-02-11T20:34:10.538306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:10.538348] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:10.538382] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:10.538455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:10.598209] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:10.599306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:10.599436] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:10.599491] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:10.720170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:10.720333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:10.720374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:10.720403] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:10.723941] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=50.09%)
[2026-02-11T20:34:10.724237] [INFO ] [FORECASTER] Completed predict_future for VERI
[2026-02-11T20:34:10.724396] [INFO ] [sig       ] VERI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:10.872130] [INFO ] [LOCAL     ] Saved forecast: VERI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VERI.txt
[2026-02-11T20:34:10.872299] [INFO ] [sig       ] [3198/3412] Completed VERI in 0.4s | 2.79 sym/s | Total: 19.1m | ETA: 1.3m
[2026-02-11T20:34:10.872351] [INFO ] [sig       ] [3199/3412] Forecasting VERX...
[2026-02-11T20:34:10.872388] [INFO ] [sig       ] Generating forecast for: VERX
[2026-02-11T20:34:10.872425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2026-02-11T20:34:10.884153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2026-02-11T20:34:10.884424] [INFO ] [FORECASTER] Starting predict_future for VERX
[2026-02-11T20:34:10.885256] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2026-02-11T20:34:10.885310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:10.885346] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:10.885374] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:10.885432] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:10.945080] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:10.945851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:10.945938] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:10.945989] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:11.066420] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:11.066599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:11.066642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:11.066670] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:11.070180] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2026-02-11T20:34:11.070458] [INFO ] [FORECASTER] Completed predict_future for VERX
[2026-02-11T20:34:11.070604] [INFO ] [sig       ] VERX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:11.213423] [INFO ] [LOCAL     ] Saved forecast: VERX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VERX.txt
[2026-02-11T20:34:11.213606] [INFO ] [sig       ] [3199/3412] Completed VERX in 0.3s | 2.79 sym/s | Total: 19.1m | ETA: 1.3m
[2026-02-11T20:34:11.213650] [INFO ] [sig       ] [3200/3412] Forecasting VFC...
[2026-02-11T20:34:11.213680] [INFO ] [sig       ] Generating forecast for: VFC
[2026-02-11T20:34:11.213710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2026-02-11T20:34:11.226972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2026-02-11T20:34:11.227377] [INFO ] [FORECASTER] Starting predict_future for VFC
[2026-02-11T20:34:11.228492] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2026-02-11T20:34:11.228546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:11.228602] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:11.228643] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:11.228711] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:11.292479] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:11.293449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:11.293542] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:11.293606] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:11.436490] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:11.436669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:11.436712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:11.436742] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:11.440473] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=1.95%)
[2026-02-11T20:34:11.440797] [INFO ] [FORECASTER] Completed predict_future for VFC
[2026-02-11T20:34:11.440938] [INFO ] [sig       ] VFC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:11.591538] [INFO ] [LOCAL     ] Saved forecast: VFC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VFC.txt
[2026-02-11T20:34:11.591721] [INFO ] [sig       ] [3200/3412] Completed VFC in 0.4s | 2.79 sym/s | Total: 19.1m | ETA: 1.3m
[2026-02-11T20:34:11.591763] [INFO ] [sig       ] [3201/3412] Forecasting VFF...
[2026-02-11T20:34:11.591791] [INFO ] [sig       ] Generating forecast for: VFF
[2026-02-11T20:34:11.591821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2026-02-11T20:34:11.602477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2026-02-11T20:34:11.602852] [INFO ] [FORECASTER] Starting predict_future for VFF
[2026-02-11T20:34:11.603685] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2026-02-11T20:34:11.603737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:11.603796] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:11.603835] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:11.603894] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:11.661084] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:11.661962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:11.662049] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:11.662082] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:11.782513] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:11.782696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:11.782740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:11.782768] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:11.786269] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=34.41%)
[2026-02-11T20:34:11.786599] [INFO ] [FORECASTER] Completed predict_future for VFF
[2026-02-11T20:34:11.786740] [INFO ] [sig       ] VFF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:11.938831] [INFO ] [LOCAL     ] Saved forecast: VFF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VFF.txt
[2026-02-11T20:34:11.938992] [INFO ] [sig       ] [3201/3412] Completed VFF in 0.3s | 2.79 sym/s | Total: 19.1m | ETA: 1.3m
[2026-02-11T20:34:11.939033] [INFO ] [sig       ] [3202/3412] Forecasting VFLO...
[2026-02-11T20:34:11.939064] [INFO ] [sig       ] Generating forecast for: VFLO
[2026-02-11T20:34:11.939092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2026-02-11T20:34:11.950470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2026-02-11T20:34:11.951017] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2026-02-11T20:34:11.951873] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2026-02-11T20:34:11.951926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:11.951956] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:11.951982] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:11.952038] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:12.011331] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:12.012119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:12.012231] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:12.012267] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:12.141292] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:12.141453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:12.141495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:12.141524] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:12.145305] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2026-02-11T20:34:12.145614] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2026-02-11T20:34:12.145753] [INFO ] [sig       ] VFLO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:12.290876] [INFO ] [LOCAL     ] Saved forecast: VFLO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VFLO.txt
[2026-02-11T20:34:12.291023] [INFO ] [sig       ] [3202/3412] Completed VFLO in 0.4s | 2.79 sym/s | Total: 19.1m | ETA: 1.3m
[2026-02-11T20:34:12.291065] [INFO ] [sig       ] [3203/3412] Forecasting VFS...
[2026-02-11T20:34:12.291094] [INFO ] [sig       ] Generating forecast for: VFS
[2026-02-11T20:34:12.291124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2026-02-11T20:34:12.301362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2026-02-11T20:34:12.301704] [INFO ] [FORECASTER] Starting predict_future for VFS
[2026-02-11T20:34:12.302545] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2026-02-11T20:34:12.302619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:12.302652] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:12.302679] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:12.302736] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:12.364783] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:12.365666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:12.365757] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:12.365791] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:12.486416] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:12.486600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:12.486643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:12.486671] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:12.490197] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=74.54%)
[2026-02-11T20:34:12.490526] [INFO ] [FORECASTER] Completed predict_future for VFS
[2026-02-11T20:34:12.490682] [INFO ] [sig       ] VFS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:12.633158] [INFO ] [LOCAL     ] Saved forecast: VFS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VFS.txt
[2026-02-11T20:34:12.633294] [INFO ] [sig       ] [3203/3412] Completed VFS in 0.3s | 2.79 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-11T20:34:12.633332] [INFO ] [sig       ] [3204/3412] Forecasting VGI...
[2026-02-11T20:34:12.633361] [INFO ] [sig       ] Generating forecast for: VGI
[2026-02-11T20:34:12.633392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2026-02-11T20:34:12.644608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2026-02-11T20:34:12.644930] [INFO ] [FORECASTER] Starting predict_future for VGI
[2026-02-11T20:34:12.645778] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2026-02-11T20:34:12.645832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:12.645866] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:12.645893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:12.645952] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:12.707565] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:12.708337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:12.708429] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:12.708463] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:12.828313] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:12.828486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:12.828534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:12.828618] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:12.832235] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=73.04%)
[2026-02-11T20:34:12.832524] [INFO ] [FORECASTER] Completed predict_future for VGI
[2026-02-11T20:34:12.832680] [INFO ] [sig       ] VGI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:12.974565] [INFO ] [LOCAL     ] Saved forecast: VGI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VGI.txt
[2026-02-11T20:34:12.974903] [INFO ] [sig       ] [3204/3412] Completed VGI in 0.3s | 2.79 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-11T20:34:12.974944] [INFO ] [sig       ] [3205/3412] Forecasting VGM...
[2026-02-11T20:34:12.974973] [INFO ] [sig       ] Generating forecast for: VGM
[2026-02-11T20:34:12.975013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2026-02-11T20:34:12.988191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2026-02-11T20:34:12.988617] [INFO ] [FORECASTER] Starting predict_future for VGM
[2026-02-11T20:34:12.989531] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2026-02-11T20:34:12.989611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:12.989649] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:12.989678] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:12.989737] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:13.051356] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:13.052296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:13.052402] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:13.052443] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:13.176686] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:13.176868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:13.176911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:13.176939] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:13.180637] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=27.06%)
[2026-02-11T20:34:13.180983] [INFO ] [FORECASTER] Completed predict_future for VGM
[2026-02-11T20:34:13.181134] [INFO ] [sig       ] VGM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:13.324655] [INFO ] [LOCAL     ] Saved forecast: VGM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VGM.txt
[2026-02-11T20:34:13.324824] [INFO ] [sig       ] [3205/3412] Completed VGM in 0.3s | 2.79 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-11T20:34:13.324866] [INFO ] [sig       ] [3206/3412] Forecasting VGSH...
[2026-02-11T20:34:13.324894] [INFO ] [sig       ] Generating forecast for: VGSH
[2026-02-11T20:34:13.324923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2026-02-11T20:34:13.337358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2026-02-11T20:34:13.337788] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2026-02-11T20:34:13.338625] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2026-02-11T20:34:13.338678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:13.338709] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:13.338736] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:13.338794] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:13.399752] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:13.400671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:13.400758] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:13.400791] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:13.527865] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:13.528025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:13.528067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:13.528096] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:13.531648] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2026-02-11T20:34:13.531937] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2026-02-11T20:34:13.532074] [INFO ] [sig       ] VGSH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:13.683328] [INFO ] [LOCAL     ] Saved forecast: VGSH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VGSH.txt
[2026-02-11T20:34:13.683513] [INFO ] [sig       ] [3206/3412] Completed VGSH in 0.4s | 2.79 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-11T20:34:13.683558] [INFO ] [sig       ] [3207/3412] Forecasting VICI...
[2026-02-11T20:34:13.683606] [INFO ] [sig       ] Generating forecast for: VICI
[2026-02-11T20:34:13.683639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2026-02-11T20:34:13.697052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2026-02-11T20:34:13.697523] [INFO ] [FORECASTER] Starting predict_future for VICI
[2026-02-11T20:34:13.698696] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2026-02-11T20:34:13.698751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:13.698784] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:13.698811] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:13.698869] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:13.761122] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:13.762085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:13.762175] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:13.762210] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:13.889306] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:13.889479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:13.889525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:13.889552] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:13.893007] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=85.87%)
[2026-02-11T20:34:13.893289] [INFO ] [FORECASTER] Completed predict_future for VICI
[2026-02-11T20:34:13.893424] [INFO ] [sig       ] VICI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:14.039301] [INFO ] [LOCAL     ] Saved forecast: VICI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VICI.txt
[2026-02-11T20:34:14.039494] [INFO ] [sig       ] [3207/3412] Completed VICI in 0.4s | 2.79 sym/s | Total: 19.2m | ETA: 1.2m
[2026-02-11T20:34:14.039543] [INFO ] [sig       ] [3208/3412] Forecasting VIGI...
[2026-02-11T20:34:14.039595] [INFO ] [sig       ] Generating forecast for: VIGI
[2026-02-11T20:34:14.039632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2026-02-11T20:34:14.050618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2026-02-11T20:34:14.050969] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2026-02-11T20:34:14.051861] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2026-02-11T20:34:14.051917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:14.051952] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:14.051981] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:14.052040] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:14.112827] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:14.113765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:14.113855] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:14.113890] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:14.235851] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:14.236015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:14.236059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:14.236090] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:14.239825] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: UP (p=57.72%)
[2026-02-11T20:34:14.240167] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2026-02-11T20:34:14.240319] [INFO ] [sig       ] VIGI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:14.390790] [INFO ] [LOCAL     ] Saved forecast: VIGI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VIGI.txt
[2026-02-11T20:34:14.390951] [INFO ] [sig       ] [3208/3412] Completed VIGI in 0.4s | 2.79 sym/s | Total: 19.2m | ETA: 1.2m
[2026-02-11T20:34:14.390997] [INFO ] [sig       ] [3209/3412] Forecasting VINP...
[2026-02-11T20:34:14.391027] [INFO ] [sig       ] Generating forecast for: VINP
[2026-02-11T20:34:14.391059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2026-02-11T20:34:14.402099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2026-02-11T20:34:14.402496] [INFO ] [FORECASTER] Starting predict_future for VINP
[2026-02-11T20:34:14.403390] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2026-02-11T20:34:14.403452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:14.403487] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:14.403516] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:14.403593] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:14.471739] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:14.472730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:14.472830] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:14.472867] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:14.597541] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:14.597724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:14.597769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:14.597800] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:14.601554] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2026-02-11T20:34:14.601883] [INFO ] [FORECASTER] Completed predict_future for VINP
[2026-02-11T20:34:14.602028] [INFO ] [sig       ] VINP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:14.748545] [INFO ] [LOCAL     ] Saved forecast: VINP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VINP.txt
[2026-02-11T20:34:14.748776] [INFO ] [sig       ] [3209/3412] Completed VINP in 0.4s | 2.79 sym/s | Total: 19.2m | ETA: 1.2m
[2026-02-11T20:34:14.748842] [INFO ] [sig       ] [3210/3412] Forecasting VIPS...
[2026-02-11T20:34:14.748878] [INFO ] [sig       ] Generating forecast for: VIPS
[2026-02-11T20:34:14.748910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2026-02-11T20:34:14.761727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2026-02-11T20:34:14.762122] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2026-02-11T20:34:14.763028] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2026-02-11T20:34:14.763084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:14.763117] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:14.763144] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:14.763208] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:14.821993] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:14.822918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:14.823007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:14.823042] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:14.949190] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:14.949367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:14.949437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:14.949475] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:14.953614] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=19.18%)
[2026-02-11T20:34:14.953990] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2026-02-11T20:34:14.954147] [INFO ] [sig       ] VIPS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:15.098025] [INFO ] [LOCAL     ] Saved forecast: VIPS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VIPS.txt
[2026-02-11T20:34:15.098189] [INFO ] [sig       ] [3210/3412] Completed VIPS in 0.3s | 2.79 sym/s | Total: 19.2m | ETA: 1.2m
[2026-02-11T20:34:15.098232] [INFO ] [sig       ] [3211/3412] Forecasting VIRC...
[2026-02-11T20:34:15.098263] [INFO ] [sig       ] Generating forecast for: VIRC
[2026-02-11T20:34:15.098296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2026-02-11T20:34:15.109610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2026-02-11T20:34:15.109970] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2026-02-11T20:34:15.110820] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2026-02-11T20:34:15.110875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:15.110910] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:15.110939] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:15.110999] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:15.172016] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:15.173165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:15.173294] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:15.173330] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:15.301587] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:15.301776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:15.301827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:15.301859] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:15.306331] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: UP (p=51.65%)
[2026-02-11T20:34:15.306682] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2026-02-11T20:34:15.306828] [INFO ] [sig       ] VIRC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:15.460212] [INFO ] [LOCAL     ] Saved forecast: VIRC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VIRC.txt
[2026-02-11T20:34:15.460377] [INFO ] [sig       ] [3211/3412] Completed VIRC in 0.4s | 2.79 sym/s | Total: 19.2m | ETA: 1.2m
[2026-02-11T20:34:15.460421] [INFO ] [sig       ] [3212/3412] Forecasting VITL...
[2026-02-11T20:34:15.460453] [INFO ] [sig       ] Generating forecast for: VITL
[2026-02-11T20:34:15.460484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2026-02-11T20:34:15.471501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2026-02-11T20:34:15.471986] [INFO ] [FORECASTER] Starting predict_future for VITL
[2026-02-11T20:34:15.472844] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2026-02-11T20:34:15.472898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:15.472931] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:15.472958] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:15.473017] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:15.534645] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:15.535297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:15.535381] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:15.535415] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:15.665666] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:15.665980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:15.666018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:15.666047] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:15.670002] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: UP (p=78.14%)
[2026-02-11T20:34:15.670282] [INFO ] [FORECASTER] Completed predict_future for VITL
[2026-02-11T20:34:15.670413] [INFO ] [sig       ] VITL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:15.815770] [INFO ] [LOCAL     ] Saved forecast: VITL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VITL.txt
[2026-02-11T20:34:15.815890] [INFO ] [sig       ] [3212/3412] Completed VITL in 0.4s | 2.79 sym/s | Total: 19.2m | ETA: 1.2m
[2026-02-11T20:34:15.815929] [INFO ] [sig       ] [3213/3412] Forecasting VKQ...
[2026-02-11T20:34:15.815958] [INFO ] [sig       ] Generating forecast for: VKQ
[2026-02-11T20:34:15.815988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2026-02-11T20:34:15.826963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2026-02-11T20:34:15.827241] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2026-02-11T20:34:15.828117] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2026-02-11T20:34:15.828170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:15.828203] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:15.828229] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:15.828288] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:15.889510] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:15.890171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:15.890256] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:15.890289] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:16.014511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:16.014668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:16.014710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:16.014740] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:16.018312] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2026-02-11T20:34:16.018631] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2026-02-11T20:34:16.018772] [INFO ] [sig       ] VKQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:16.165691] [INFO ] [LOCAL     ] Saved forecast: VKQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VKQ.txt
[2026-02-11T20:34:16.165818] [INFO ] [sig       ] [3213/3412] Completed VKQ in 0.3s | 2.79 sym/s | Total: 19.2m | ETA: 1.2m
[2026-02-11T20:34:16.165857] [INFO ] [sig       ] [3214/3412] Forecasting VKTX...
[2026-02-11T20:34:16.165886] [INFO ] [sig       ] Generating forecast for: VKTX
[2026-02-11T20:34:16.165916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2026-02-11T20:34:16.178150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2026-02-11T20:34:16.178501] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2026-02-11T20:34:16.179364] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2026-02-11T20:34:16.179429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:16.179463] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:16.179494] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:16.179552] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:16.242568] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:16.243286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:16.243370] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:16.243403] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:16.368372] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:16.368536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:16.368604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:16.368638] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:16.372268] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: UP (p=57.41%)
[2026-02-11T20:34:16.372564] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2026-02-11T20:34:16.372727] [INFO ] [sig       ] VKTX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:16.517900] [INFO ] [LOCAL     ] Saved forecast: VKTX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VKTX.txt
[2026-02-11T20:34:16.518110] [INFO ] [sig       ] [3214/3412] Completed VKTX in 0.4s | 2.79 sym/s | Total: 19.2m | ETA: 1.2m
[2026-02-11T20:34:16.518153] [INFO ] [sig       ] [3215/3412] Forecasting VLGEA...
[2026-02-11T20:34:16.518181] [INFO ] [sig       ] Generating forecast for: VLGEA
[2026-02-11T20:34:16.518212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2026-02-11T20:34:16.528611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2026-02-11T20:34:16.529000] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2026-02-11T20:34:16.529851] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2026-02-11T20:34:16.529903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:16.529935] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:16.529962] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:16.530018] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:16.587291] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:16.588229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:16.588314] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:16.588347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:16.709200] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:16.709366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:16.709408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:16.709437] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:16.712978] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2026-02-11T20:34:16.713257] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2026-02-11T20:34:16.713384] [INFO ] [sig       ] VLGEA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:16.858615] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VLGEA.txt
[2026-02-11T20:34:16.858749] [INFO ] [sig       ] [3215/3412] Completed VLGEA in 0.3s | 2.79 sym/s | Total: 19.2m | ETA: 1.2m
[2026-02-11T20:34:16.858790] [INFO ] [sig       ] [3216/3412] Forecasting VLN...
[2026-02-11T20:34:16.858819] [INFO ] [sig       ] Generating forecast for: VLN
[2026-02-11T20:34:16.858849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2026-02-11T20:34:16.870661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2026-02-11T20:34:16.870927] [INFO ] [FORECASTER] Starting predict_future for VLN
[2026-02-11T20:34:16.871777] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2026-02-11T20:34:16.871828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:16.871860] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:16.871887] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:16.871944] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:16.929030] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:16.929737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:16.929828] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:16.929862] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:17.048216] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:17.048352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:17.048390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:17.048422] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:17.051949] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2026-02-11T20:34:17.052227] [INFO ] [FORECASTER] Completed predict_future for VLN
[2026-02-11T20:34:17.052356] [INFO ] [sig       ] VLN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:17.193598] [INFO ] [LOCAL     ] Saved forecast: VLN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VLN.txt
[2026-02-11T20:34:17.193718] [INFO ] [sig       ] [3216/3412] Completed VLN in 0.3s | 2.79 sym/s | Total: 19.2m | ETA: 1.2m
[2026-02-11T20:34:17.193758] [INFO ] [sig       ] [3217/3412] Forecasting VLO...
[2026-02-11T20:34:17.193788] [INFO ] [sig       ] Generating forecast for: VLO
[2026-02-11T20:34:17.193818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2026-02-11T20:34:17.205098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2026-02-11T20:34:17.205408] [INFO ] [FORECASTER] Starting predict_future for VLO
[2026-02-11T20:34:17.206214] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2026-02-11T20:34:17.206267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:17.206299] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:17.206326] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:17.206384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:17.264312] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:17.264979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:17.265058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:17.265090] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:17.388059] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:17.388182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:17.388219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:17.388248] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:17.391703] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2026-02-11T20:34:17.391976] [INFO ] [FORECASTER] Completed predict_future for VLO
[2026-02-11T20:34:17.392104] [INFO ] [sig       ] VLO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:17.533160] [INFO ] [LOCAL     ] Saved forecast: VLO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VLO.txt
[2026-02-11T20:34:17.533320] [INFO ] [sig       ] [3217/3412] Completed VLO in 0.3s | 2.79 sym/s | Total: 19.2m | ETA: 1.2m
[2026-02-11T20:34:17.533367] [INFO ] [sig       ] [3218/3412] Forecasting VLRS...
[2026-02-11T20:34:17.533399] [INFO ] [sig       ] Generating forecast for: VLRS
[2026-02-11T20:34:17.533429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2026-02-11T20:34:17.544254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2026-02-11T20:34:17.544637] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2026-02-11T20:34:17.545437] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2026-02-11T20:34:17.545500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:17.545591] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:17.545624] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:17.545683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:17.604327] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:17.605230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:17.605322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:17.605355] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:17.728818] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:17.728994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:17.729035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:17.729064] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:17.732727] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=64.24%)
[2026-02-11T20:34:17.733033] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2026-02-11T20:34:17.733173] [INFO ] [sig       ] VLRS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:17.880215] [INFO ] [LOCAL     ] Saved forecast: VLRS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VLRS.txt
[2026-02-11T20:34:17.880388] [INFO ] [sig       ] [3218/3412] Completed VLRS in 0.3s | 2.79 sym/s | Total: 19.2m | ETA: 1.2m
[2026-02-11T20:34:17.880432] [INFO ] [sig       ] [3219/3412] Forecasting VLTO...
[2026-02-11T20:34:17.880464] [INFO ] [sig       ] Generating forecast for: VLTO
[2026-02-11T20:34:17.880509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2026-02-11T20:34:17.892490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2026-02-11T20:34:17.892899] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2026-02-11T20:34:17.893732] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2026-02-11T20:34:17.893784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:17.893816] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:17.893843] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:17.893900] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:17.952269] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:17.953192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:17.953279] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:17.953312] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:18.083408] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:18.083588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:18.083632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:18.083661] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:18.087151] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=78.53%)
[2026-02-11T20:34:18.087453] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2026-02-11T20:34:18.087640] [INFO ] [sig       ] VLTO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:18.230683] [INFO ] [LOCAL     ] Saved forecast: VLTO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VLTO.txt
[2026-02-11T20:34:18.230846] [INFO ] [sig       ] [3219/3412] Completed VLTO in 0.4s | 2.79 sym/s | Total: 19.2m | ETA: 1.2m
[2026-02-11T20:34:18.230888] [INFO ] [sig       ] [3220/3412] Forecasting VLY...
[2026-02-11T20:34:18.230917] [INFO ] [sig       ] Generating forecast for: VLY
[2026-02-11T20:34:18.230948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2026-02-11T20:34:18.242374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2026-02-11T20:34:18.242774] [INFO ] [FORECASTER] Starting predict_future for VLY
[2026-02-11T20:34:18.243614] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2026-02-11T20:34:18.243666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:18.243698] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:18.243725] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:18.243782] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:18.303201] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:18.304151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:18.304242] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:18.304277] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:18.437623] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:18.437866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:18.437922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:18.437953] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:18.442015] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=28.42%)
[2026-02-11T20:34:18.442417] [INFO ] [FORECASTER] Completed predict_future for VLY
[2026-02-11T20:34:18.442681] [INFO ] [sig       ] VLY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:18.626865] [INFO ] [LOCAL     ] Saved forecast: VLY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VLY.txt
[2026-02-11T20:34:18.627035] [INFO ] [sig       ] [3220/3412] Completed VLY in 0.4s | 2.79 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-11T20:34:18.627075] [INFO ] [sig       ] [3221/3412] Forecasting VMBS...
[2026-02-11T20:34:18.627107] [INFO ] [sig       ] Generating forecast for: VMBS
[2026-02-11T20:34:18.627147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2026-02-11T20:34:18.640004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2026-02-11T20:34:18.640421] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2026-02-11T20:34:18.641296] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2026-02-11T20:34:18.641351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:18.641385] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:18.641413] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:18.641480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:18.702496] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:18.703470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:18.703561] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:18.703617] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:18.840126] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:18.840313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:18.840387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:18.840492] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:18.845447] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2026-02-11T20:34:18.845921] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2026-02-11T20:34:18.846110] [INFO ] [sig       ] VMBS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:19.006598] [INFO ] [LOCAL     ] Saved forecast: VMBS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VMBS.txt
[2026-02-11T20:34:19.006960] [INFO ] [sig       ] [3221/3412] Completed VMBS in 0.4s | 2.79 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-11T20:34:19.007003] [INFO ] [sig       ] [3222/3412] Forecasting VMD...
[2026-02-11T20:34:19.007031] [INFO ] [sig       ] Generating forecast for: VMD
[2026-02-11T20:34:19.007062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2026-02-11T20:34:19.019361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2026-02-11T20:34:19.019954] [INFO ] [FORECASTER] Starting predict_future for VMD
[2026-02-11T20:34:19.020980] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2026-02-11T20:34:19.021032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:19.021064] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:19.021089] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:19.021145] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:19.079135] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:19.080270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:19.080362] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:19.080395] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:19.202995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:19.203162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:19.203205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:19.203234] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:19.206910] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=36.67%)
[2026-02-11T20:34:19.207220] [INFO ] [FORECASTER] Completed predict_future for VMD
[2026-02-11T20:34:19.207361] [INFO ] [sig       ] VMD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:19.355951] [INFO ] [LOCAL     ] Saved forecast: VMD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VMD.txt
[2026-02-11T20:34:19.356129] [INFO ] [sig       ] [3222/3412] Completed VMD in 0.3s | 2.79 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-11T20:34:19.356171] [INFO ] [sig       ] [3223/3412] Forecasting VMI...
[2026-02-11T20:34:19.356202] [INFO ] [sig       ] Generating forecast for: VMI
[2026-02-11T20:34:19.356232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2026-02-11T20:34:19.368113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2026-02-11T20:34:19.368458] [INFO ] [FORECASTER] Starting predict_future for VMI
[2026-02-11T20:34:19.369333] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2026-02-11T20:34:19.369387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:19.369420] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:19.369448] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:19.369507] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:19.432011] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:19.433004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:19.433095] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:19.433130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:19.556755] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:19.556923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:19.556966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:19.556997] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:19.560650] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=62.30%)
[2026-02-11T20:34:19.560954] [INFO ] [FORECASTER] Completed predict_future for VMI
[2026-02-11T20:34:19.561101] [INFO ] [sig       ] VMI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:19.708262] [INFO ] [LOCAL     ] Saved forecast: VMI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VMI.txt
[2026-02-11T20:34:19.708415] [INFO ] [sig       ] [3223/3412] Completed VMI in 0.4s | 2.79 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-11T20:34:19.708456] [INFO ] [sig       ] [3224/3412] Forecasting VMO...
[2026-02-11T20:34:19.708489] [INFO ] [sig       ] Generating forecast for: VMO
[2026-02-11T20:34:19.708528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2026-02-11T20:34:19.719421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2026-02-11T20:34:19.719970] [INFO ] [FORECASTER] Starting predict_future for VMO
[2026-02-11T20:34:19.720831] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2026-02-11T20:34:19.720883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:19.720937] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:19.720964] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:19.721021] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:19.780307] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:19.781199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:19.781291] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:19.781326] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:19.905983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:19.906168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:19.906232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:19.906281] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:19.911397] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2026-02-11T20:34:19.911836] [INFO ] [FORECASTER] Completed predict_future for VMO
[2026-02-11T20:34:19.912017] [INFO ] [sig       ] VMO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:20.060210] [INFO ] [LOCAL     ] Saved forecast: VMO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VMO.txt
[2026-02-11T20:34:20.060370] [INFO ] [sig       ] [3224/3412] Completed VMO in 0.4s | 2.79 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-11T20:34:20.060410] [INFO ] [sig       ] [3225/3412] Forecasting VNDA...
[2026-02-11T20:34:20.060440] [INFO ] [sig       ] Generating forecast for: VNDA
[2026-02-11T20:34:20.060477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2026-02-11T20:34:20.072280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2026-02-11T20:34:20.072719] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2026-02-11T20:34:20.073655] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2026-02-11T20:34:20.073710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:20.073767] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:20.073798] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:20.073883] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:20.133949] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:20.134949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:20.135053] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:20.135088] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:20.258563] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:20.258741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:20.258783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:20.258813] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:20.262318] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: UP (p=82.80%)
[2026-02-11T20:34:20.262612] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2026-02-11T20:34:20.262745] [INFO ] [sig       ] VNDA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:20.404054] [INFO ] [LOCAL     ] Saved forecast: VNDA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VNDA.txt
[2026-02-11T20:34:20.404205] [INFO ] [sig       ] [3225/3412] Completed VNDA in 0.3s | 2.79 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-11T20:34:20.404245] [INFO ] [sig       ] [3226/3412] Forecasting VNO...
[2026-02-11T20:34:20.404275] [INFO ] [sig       ] Generating forecast for: VNO
[2026-02-11T20:34:20.404306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2026-02-11T20:34:20.416496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2026-02-11T20:34:20.416934] [INFO ] [FORECASTER] Starting predict_future for VNO
[2026-02-11T20:34:20.417839] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2026-02-11T20:34:20.417893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:20.417926] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:20.417952] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:20.418008] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:20.477137] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:20.478091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:20.478182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:20.478214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:20.595520] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:20.595697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:20.595741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:20.595772] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:20.599411] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=87.14%)
[2026-02-11T20:34:20.599735] [INFO ] [FORECASTER] Completed predict_future for VNO
[2026-02-11T20:34:20.599875] [INFO ] [sig       ] VNO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:20.741629] [INFO ] [LOCAL     ] Saved forecast: VNO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VNO.txt
[2026-02-11T20:34:20.741777] [INFO ] [sig       ] [3226/3412] Completed VNO in 0.3s | 2.79 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-11T20:34:20.741817] [INFO ] [sig       ] [3227/3412] Forecasting VNOM...
[2026-02-11T20:34:20.741846] [INFO ] [sig       ] Generating forecast for: VNOM
[2026-02-11T20:34:20.741876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2026-02-11T20:34:20.753814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2026-02-11T20:34:20.754168] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2026-02-11T20:34:20.755018] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2026-02-11T20:34:20.755072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:20.755106] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:20.755134] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:20.755196] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:20.815269] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:20.816174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:20.816261] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:20.816294] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:20.933604] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:20.933776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:20.933824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:20.933852] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:20.937332] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=52.88%)
[2026-02-11T20:34:20.937687] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2026-02-11T20:34:20.937832] [INFO ] [sig       ] VNOM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:21.087690] [INFO ] [LOCAL     ] Saved forecast: VNOM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VNOM.txt
[2026-02-11T20:34:21.087842] [INFO ] [sig       ] [3227/3412] Completed VNOM in 0.3s | 2.79 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-11T20:34:21.087886] [INFO ] [sig       ] [3228/3412] Forecasting VNQI...
[2026-02-11T20:34:21.087916] [INFO ] [sig       ] Generating forecast for: VNQI
[2026-02-11T20:34:21.087947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2026-02-11T20:34:21.099714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2026-02-11T20:34:21.100112] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2026-02-11T20:34:21.101096] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2026-02-11T20:34:21.101151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:21.101184] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:21.101213] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:21.101271] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:21.164385] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:21.165355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:21.165485] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:21.165521] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:21.294143] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:21.294309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:21.294353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:21.294384] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:21.298094] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=80.67%)
[2026-02-11T20:34:21.298422] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2026-02-11T20:34:21.298655] [INFO ] [sig       ] VNQI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:21.455379] [INFO ] [LOCAL     ] Saved forecast: VNQI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VNQI.txt
[2026-02-11T20:34:21.455555] [INFO ] [sig       ] [3228/3412] Completed VNQI in 0.4s | 2.79 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-11T20:34:21.455628] [INFO ] [sig       ] [3229/3412] Forecasting VOC...
[2026-02-11T20:34:21.455671] [INFO ] [sig       ] Generating forecast for: VOC
[2026-02-11T20:34:21.455705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2026-02-11T20:34:21.467218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2026-02-11T20:34:21.467635] [INFO ] [FORECASTER] Starting predict_future for VOC
[2026-02-11T20:34:21.468646] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2026-02-11T20:34:21.468703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:21.468737] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:21.468764] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:21.468830] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:21.532760] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:21.533715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:21.533828] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:21.533866] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:21.661565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:21.661752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:21.661798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:21.661829] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:21.665641] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=70.70%)
[2026-02-11T20:34:21.665946] [INFO ] [FORECASTER] Completed predict_future for VOC
[2026-02-11T20:34:21.666085] [INFO ] [sig       ] VOC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:21.820874] [INFO ] [LOCAL     ] Saved forecast: VOC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VOC.txt
[2026-02-11T20:34:21.821033] [INFO ] [sig       ] [3229/3412] Completed VOC in 0.4s | 2.79 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-11T20:34:21.821077] [INFO ] [sig       ] [3230/3412] Forecasting VOD...
[2026-02-11T20:34:21.821108] [INFO ] [sig       ] Generating forecast for: VOD
[2026-02-11T20:34:21.821139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2026-02-11T20:34:21.833277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2026-02-11T20:34:21.833671] [INFO ] [FORECASTER] Starting predict_future for VOD
[2026-02-11T20:34:21.834540] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2026-02-11T20:34:21.834634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:21.834677] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:21.834721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:21.834802] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:21.897093] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:21.897999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:21.898091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:21.898125] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:22.016780] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:22.016959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:22.017005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:22.017034] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:22.020757] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2026-02-11T20:34:22.021060] [INFO ] [FORECASTER] Completed predict_future for VOD
[2026-02-11T20:34:22.021223] [INFO ] [sig       ] VOD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:22.174130] [INFO ] [LOCAL     ] Saved forecast: VOD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VOD.txt
[2026-02-11T20:34:22.174278] [INFO ] [sig       ] [3230/3412] Completed VOD in 0.4s | 2.79 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-11T20:34:22.174320] [INFO ] [sig       ] [3231/3412] Forecasting VONE...
[2026-02-11T20:34:22.174349] [INFO ] [sig       ] Generating forecast for: VONE
[2026-02-11T20:34:22.174379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2026-02-11T20:34:22.186131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2026-02-11T20:34:22.186505] [INFO ] [FORECASTER] Starting predict_future for VONE
[2026-02-11T20:34:22.187357] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2026-02-11T20:34:22.187421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:22.187457] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:22.187485] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:22.187570] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:22.253014] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:22.253978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:22.254095] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:22.254138] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:22.390466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:22.390695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:22.390768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:22.390819] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:22.395967] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=36.44%)
[2026-02-11T20:34:22.396338] [INFO ] [FORECASTER] Completed predict_future for VONE
[2026-02-11T20:34:22.396534] [INFO ] [sig       ] VONE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:22.553781] [INFO ] [LOCAL     ] Saved forecast: VONE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VONE.txt
[2026-02-11T20:34:22.553973] [INFO ] [sig       ] [3231/3412] Completed VONE in 0.4s | 2.79 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-11T20:34:22.554015] [INFO ] [sig       ] [3232/3412] Forecasting VONG...
[2026-02-11T20:34:22.554045] [INFO ] [sig       ] Generating forecast for: VONG
[2026-02-11T20:34:22.554076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2026-02-11T20:34:22.565857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2026-02-11T20:34:22.566249] [INFO ] [FORECASTER] Starting predict_future for VONG
[2026-02-11T20:34:22.567158] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2026-02-11T20:34:22.567212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:22.567243] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:22.567269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:22.567326] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:22.627567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:22.628478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:22.628597] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:22.628643] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:22.760315] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:22.760515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:22.760562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:22.760638] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:22.764761] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2026-02-11T20:34:22.765249] [INFO ] [FORECASTER] Completed predict_future for VONG
[2026-02-11T20:34:22.765382] [INFO ] [sig       ] VONG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:22.908586] [INFO ] [LOCAL     ] Saved forecast: VONG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VONG.txt
[2026-02-11T20:34:22.908717] [INFO ] [sig       ] [3232/3412] Completed VONG in 0.4s | 2.79 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-11T20:34:22.908755] [INFO ] [sig       ] [3233/3412] Forecasting VOTE...
[2026-02-11T20:34:22.908786] [INFO ] [sig       ] Generating forecast for: VOTE
[2026-02-11T20:34:22.908816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2026-02-11T20:34:22.920710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2026-02-11T20:34:22.921166] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2026-02-11T20:34:22.921971] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2026-02-11T20:34:22.922023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:22.922055] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:22.922083] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:22.922140] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:22.983442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:22.984122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:22.984203] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:22.984235] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:23.103998] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:23.104151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:23.104190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:23.104220] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:23.107672] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2026-02-11T20:34:23.107950] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2026-02-11T20:34:23.108075] [INFO ] [sig       ] VOTE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:23.251234] [INFO ] [LOCAL     ] Saved forecast: VOTE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VOTE.txt
[2026-02-11T20:34:23.251355] [INFO ] [sig       ] [3233/3412] Completed VOTE in 0.3s | 2.79 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-11T20:34:23.251393] [INFO ] [sig       ] [3234/3412] Forecasting VPG...
[2026-02-11T20:34:23.251423] [INFO ] [sig       ] Generating forecast for: VPG
[2026-02-11T20:34:23.251452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2026-02-11T20:34:23.261915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2026-02-11T20:34:23.262172] [INFO ] [FORECASTER] Starting predict_future for VPG
[2026-02-11T20:34:23.263176] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2026-02-11T20:34:23.263228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:23.263260] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:23.263286] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:23.263342] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:23.320839] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:23.321433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:23.321514] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:23.321558] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:23.438500] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:23.438622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:23.438665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:23.438693] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:23.441874] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: DOWN (p=13.37%)
[2026-02-11T20:34:23.442145] [INFO ] [FORECASTER] Completed predict_future for VPG
[2026-02-11T20:34:23.442270] [INFO ] [sig       ] VPG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:23.583088] [INFO ] [LOCAL     ] Saved forecast: VPG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VPG.txt
[2026-02-11T20:34:23.583194] [INFO ] [sig       ] [3234/3412] Completed VPG in 0.3s | 2.79 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-11T20:34:23.583232] [INFO ] [sig       ] [3235/3412] Forecasting VPLS...
[2026-02-11T20:34:23.583261] [INFO ] [sig       ] Generating forecast for: VPLS
[2026-02-11T20:34:23.583291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2026-02-11T20:34:23.598457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2026-02-11T20:34:23.599020] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2026-02-11T20:34:23.600024] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2026-02-11T20:34:23.600078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:23.600147] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:23.600176] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:23.600234] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:23.661144] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:23.662154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:23.662257] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:23.662290] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:23.792145] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:23.792360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:23.792414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:23.792444] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:23.796516] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=56.14%)
[2026-02-11T20:34:23.796869] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2026-02-11T20:34:23.797016] [INFO ] [sig       ] VPLS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:23.944116] [INFO ] [LOCAL     ] Saved forecast: VPLS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VPLS.txt
[2026-02-11T20:34:23.944306] [INFO ] [sig       ] [3235/3412] Completed VPLS in 0.4s | 2.79 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-11T20:34:23.944349] [INFO ] [sig       ] [3236/3412] Forecasting VRA...
[2026-02-11T20:34:23.944379] [INFO ] [sig       ] Generating forecast for: VRA
[2026-02-11T20:34:23.944412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2026-02-11T20:34:23.956147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2026-02-11T20:34:23.956530] [INFO ] [FORECASTER] Starting predict_future for VRA
[2026-02-11T20:34:23.957469] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2026-02-11T20:34:23.957554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:23.957613] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:23.957642] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:23.957719] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:24.016229] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:24.017199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:24.017297] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:24.017331] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:24.135868] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:24.136044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:24.136086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:24.136116] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:24.139853] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: UP (p=61.81%)
[2026-02-11T20:34:24.140152] [INFO ] [FORECASTER] Completed predict_future for VRA
[2026-02-11T20:34:24.140288] [INFO ] [sig       ] VRA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:24.287952] [INFO ] [LOCAL     ] Saved forecast: VRA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VRA.txt
[2026-02-11T20:34:24.288153] [INFO ] [sig       ] [3236/3412] Completed VRA in 0.3s | 2.79 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-11T20:34:24.288199] [INFO ] [sig       ] [3237/3412] Forecasting VRCA...
[2026-02-11T20:34:24.288229] [INFO ] [sig       ] Generating forecast for: VRCA
[2026-02-11T20:34:24.288260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2026-02-11T20:34:24.299345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2026-02-11T20:34:24.299723] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2026-02-11T20:34:24.300630] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2026-02-11T20:34:24.300695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:24.300736] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:24.300769] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:24.300826] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:24.359654] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:24.360471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:24.360569] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:24.360623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:24.499385] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:24.499561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:24.499621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:24.499651] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:24.503549] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=24.41%)
[2026-02-11T20:34:24.503873] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2026-02-11T20:34:24.504012] [INFO ] [sig       ] VRCA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:24.662997] [INFO ] [LOCAL     ] Saved forecast: VRCA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VRCA.txt
[2026-02-11T20:34:24.663173] [INFO ] [sig       ] [3237/3412] Completed VRCA in 0.4s | 2.79 sym/s | Total: 19.3m | ETA: 1.0m
[2026-02-11T20:34:24.663216] [INFO ] [sig       ] [3238/3412] Forecasting VRDN...
[2026-02-11T20:34:24.663246] [INFO ] [sig       ] Generating forecast for: VRDN
[2026-02-11T20:34:24.663278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2026-02-11T20:34:24.675971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2026-02-11T20:34:24.676372] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2026-02-11T20:34:24.677288] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2026-02-11T20:34:24.677342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:24.677375] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:24.677402] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:24.677461] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:24.735980] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:24.736965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:24.737058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:24.737092] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:24.860282] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:24.860454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:24.860495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:24.860562] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:24.864051] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: UP (p=86.02%)
[2026-02-11T20:34:24.864348] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2026-02-11T20:34:24.864485] [INFO ] [sig       ] VRDN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:25.011504] [INFO ] [LOCAL     ] Saved forecast: VRDN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VRDN.txt
[2026-02-11T20:34:25.011689] [INFO ] [sig       ] [3238/3412] Completed VRDN in 0.3s | 2.79 sym/s | Total: 19.3m | ETA: 1.0m
[2026-02-11T20:34:25.011744] [INFO ] [sig       ] [3239/3412] Forecasting VRE...
[2026-02-11T20:34:25.011778] [INFO ] [sig       ] Generating forecast for: VRE
[2026-02-11T20:34:25.011808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2026-02-11T20:34:25.023449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2026-02-11T20:34:25.024064] [INFO ] [FORECASTER] Starting predict_future for VRE
[2026-02-11T20:34:25.024917] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2026-02-11T20:34:25.024969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:25.025000] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:25.025026] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:25.025082] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:25.088376] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:25.089444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:25.089535] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:25.089587] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:25.214163] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:25.214338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:25.214381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:25.214410] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:25.218338] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=63.23%)
[2026-02-11T20:34:25.218681] [INFO ] [FORECASTER] Completed predict_future for VRE
[2026-02-11T20:34:25.218839] [INFO ] [sig       ] VRE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:25.363944] [INFO ] [LOCAL     ] Saved forecast: VRE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VRE.txt
[2026-02-11T20:34:25.364074] [INFO ] [sig       ] [3239/3412] Completed VRE in 0.4s | 2.79 sym/s | Total: 19.3m | ETA: 1.0m
[2026-02-11T20:34:25.364113] [INFO ] [sig       ] [3240/3412] Forecasting VREX...
[2026-02-11T20:34:25.364143] [INFO ] [sig       ] Generating forecast for: VREX
[2026-02-11T20:34:25.364173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2026-02-11T20:34:25.376392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2026-02-11T20:34:25.376786] [INFO ] [FORECASTER] Starting predict_future for VREX
[2026-02-11T20:34:25.377702] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2026-02-11T20:34:25.377756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:25.377788] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:25.377814] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:25.377873] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:25.438050] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:25.438760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:25.438845] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:25.438879] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:25.554650] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:25.554804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:25.554845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:25.554874] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:25.558282] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=91.35%)
[2026-02-11T20:34:25.558560] [INFO ] [FORECASTER] Completed predict_future for VREX
[2026-02-11T20:34:25.558712] [INFO ] [sig       ] VREX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:25.699925] [INFO ] [LOCAL     ] Saved forecast: VREX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VREX.txt
[2026-02-11T20:34:25.700038] [INFO ] [sig       ] [3240/3412] Completed VREX in 0.3s | 2.79 sym/s | Total: 19.3m | ETA: 1.0m
[2026-02-11T20:34:25.700077] [INFO ] [sig       ] [3241/3412] Forecasting VRIG...
[2026-02-11T20:34:25.700106] [INFO ] [sig       ] Generating forecast for: VRIG
[2026-02-11T20:34:25.700136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2026-02-11T20:34:25.711125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2026-02-11T20:34:25.711424] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2026-02-11T20:34:25.712281] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2026-02-11T20:34:25.712334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:25.712366] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:25.712393] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:25.712453] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:25.770184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:25.770834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:25.770916] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:25.770947] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:25.867274] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:25.867417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:25.867456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:25.867484] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:25.870965] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=85.54%)
[2026-02-11T20:34:25.871243] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2026-02-11T20:34:25.871380] [INFO ] [sig       ] VRIG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:26.012463] [INFO ] [LOCAL     ] Saved forecast: VRIG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VRIG.txt
[2026-02-11T20:34:26.012599] [INFO ] [sig       ] [3241/3412] Completed VRIG in 0.3s | 2.79 sym/s | Total: 19.4m | ETA: 1.0m
[2026-02-11T20:34:26.012642] [INFO ] [sig       ] [3242/3412] Forecasting VRNS...
[2026-02-11T20:34:26.012670] [INFO ] [sig       ] Generating forecast for: VRNS
[2026-02-11T20:34:26.012698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2026-02-11T20:34:26.022960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2026-02-11T20:34:26.023234] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2026-02-11T20:34:26.024069] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2026-02-11T20:34:26.024122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:26.024162] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:26.024188] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:26.024247] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:26.081888] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:26.082541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:26.082637] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:26.082671] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:26.208729] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:26.208870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:26.208908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:26.208937] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:26.212332] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=42.30%)
[2026-02-11T20:34:26.212633] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2026-02-11T20:34:26.212781] [INFO ] [sig       ] VRNS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:26.352616] [INFO ] [LOCAL     ] Saved forecast: VRNS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VRNS.txt
[2026-02-11T20:34:26.352769] [INFO ] [sig       ] [3242/3412] Completed VRNS in 0.3s | 2.79 sym/s | Total: 19.4m | ETA: 1.0m
[2026-02-11T20:34:26.352819] [INFO ] [sig       ] [3243/3412] Forecasting VRRM...
[2026-02-11T20:34:26.352850] [INFO ] [sig       ] Generating forecast for: VRRM
[2026-02-11T20:34:26.352879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2026-02-11T20:34:26.363774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2026-02-11T20:34:26.364080] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2026-02-11T20:34:26.364907] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2026-02-11T20:34:26.364959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:26.364991] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:26.365017] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:26.365074] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:26.422327] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:26.422970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:26.423051] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:26.423083] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:26.541101] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:26.541217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:26.541254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:26.541282] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:26.544543] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2026-02-11T20:34:26.544837] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2026-02-11T20:34:26.544964] [INFO ] [sig       ] VRRM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:26.690237] [INFO ] [LOCAL     ] Saved forecast: VRRM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VRRM.txt
[2026-02-11T20:34:26.690365] [INFO ] [sig       ] [3243/3412] Completed VRRM in 0.3s | 2.79 sym/s | Total: 19.4m | ETA: 1.0m
[2026-02-11T20:34:26.690404] [INFO ] [sig       ] [3244/3412] Forecasting VRSK...
[2026-02-11T20:34:26.690433] [INFO ] [sig       ] Generating forecast for: VRSK
[2026-02-11T20:34:26.690463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2026-02-11T20:34:26.703333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2026-02-11T20:34:26.703653] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2026-02-11T20:34:26.704464] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2026-02-11T20:34:26.704517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:26.704548] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:26.704599] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:26.704669] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:26.764149] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:26.764804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:26.764885] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:26.764918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:26.885117] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:26.885278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:26.885318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:26.885346] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:26.889251] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=13.85%)
[2026-02-11T20:34:26.889529] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2026-02-11T20:34:26.889680] [INFO ] [sig       ] VRSK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:27.030478] [INFO ] [LOCAL     ] Saved forecast: VRSK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VRSK.txt
[2026-02-11T20:34:27.030621] [INFO ] [sig       ] [3244/3412] Completed VRSK in 0.3s | 2.79 sym/s | Total: 19.4m | ETA: 1.0m
[2026-02-11T20:34:27.030672] [INFO ] [sig       ] [3245/3412] Forecasting VRSN...
[2026-02-11T20:34:27.030707] [INFO ] [sig       ] Generating forecast for: VRSN
[2026-02-11T20:34:27.030743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2026-02-11T20:34:27.041743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2026-02-11T20:34:27.042067] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2026-02-11T20:34:27.042889] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2026-02-11T20:34:27.042941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:27.042973] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:27.043001] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:27.043058] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:27.101079] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:27.101792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:27.101901] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:27.101935] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:27.228820] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:27.228986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:27.229026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:27.229056] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:27.232517] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2026-02-11T20:34:27.232847] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2026-02-11T20:34:27.232981] [INFO ] [sig       ] VRSN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:27.372262] [INFO ] [LOCAL     ] Saved forecast: VRSN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VRSN.txt
[2026-02-11T20:34:27.372408] [INFO ] [sig       ] [3245/3412] Completed VRSN in 0.3s | 2.79 sym/s | Total: 19.4m | ETA: 59.8s
[2026-02-11T20:34:27.372449] [INFO ] [sig       ] [3246/3412] Forecasting VRTS...
[2026-02-11T20:34:27.372478] [INFO ] [sig       ] Generating forecast for: VRTS
[2026-02-11T20:34:27.372508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2026-02-11T20:34:27.383913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2026-02-11T20:34:27.384296] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2026-02-11T20:34:27.385150] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2026-02-11T20:34:27.385203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:27.385235] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:27.385262] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:27.385318] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:27.446625] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:27.447306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:27.447388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:27.447420] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:27.571453] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:27.571645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:27.571687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:27.571716] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:27.575162] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=45.89%)
[2026-02-11T20:34:27.575439] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2026-02-11T20:34:27.575568] [INFO ] [sig       ] VRTS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:27.718380] [INFO ] [LOCAL     ] Saved forecast: VRTS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VRTS.txt
[2026-02-11T20:34:27.718518] [INFO ] [sig       ] [3246/3412] Completed VRTS in 0.3s | 2.79 sym/s | Total: 19.4m | ETA: 59.5s
[2026-02-11T20:34:27.718556] [INFO ] [sig       ] [3247/3412] Forecasting VRTX...
[2026-02-11T20:34:27.718608] [INFO ] [sig       ] Generating forecast for: VRTX
[2026-02-11T20:34:27.718640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2026-02-11T20:34:27.729941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2026-02-11T20:34:27.730248] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2026-02-11T20:34:27.731096] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2026-02-11T20:34:27.731149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:27.731181] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:27.731208] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:27.731264] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:27.788559] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:27.789287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:27.789371] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:27.789422] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:27.908037] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:27.908178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:27.908217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:27.908245] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:27.911680] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: DOWN (p=49.47%)
[2026-02-11T20:34:27.911961] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2026-02-11T20:34:27.912092] [INFO ] [sig       ] VRTX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:28.052918] [INFO ] [LOCAL     ] Saved forecast: VRTX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VRTX.txt
[2026-02-11T20:34:28.053029] [INFO ] [sig       ] [3247/3412] Completed VRTX in 0.3s | 2.79 sym/s | Total: 19.4m | ETA: 59.1s
[2026-02-11T20:34:28.053068] [INFO ] [sig       ] [3248/3412] Forecasting VS...
[2026-02-11T20:34:28.053098] [INFO ] [sig       ] Generating forecast for: VS
[2026-02-11T20:34:28.053127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2026-02-11T20:34:28.064115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2026-02-11T20:34:28.064387] [INFO ] [FORECASTER] Starting predict_future for VS
[2026-02-11T20:34:28.065203] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2026-02-11T20:34:28.065255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:28.065287] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:28.065314] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:28.065370] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:28.123346] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:28.123989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:28.124070] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:28.124102] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:28.234101] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:28.234323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:28.234373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:28.234404] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:28.238736] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=57.87%)
[2026-02-11T20:34:28.239334] [INFO ] [FORECASTER] Completed predict_future for VS
[2026-02-11T20:34:28.239501] [INFO ] [sig       ] VS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:28.386540] [INFO ] [LOCAL     ] Saved forecast: VS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VS.txt
[2026-02-11T20:34:28.386757] [INFO ] [sig       ] [3248/3412] Completed VS in 0.3s | 2.79 sym/s | Total: 19.4m | ETA: 58.8s
[2026-02-11T20:34:28.386807] [INFO ] [sig       ] [3249/3412] Forecasting VSCO...
[2026-02-11T20:34:28.386844] [INFO ] [sig       ] Generating forecast for: VSCO
[2026-02-11T20:34:28.386880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2026-02-11T20:34:28.398345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2026-02-11T20:34:28.398663] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2026-02-11T20:34:28.399490] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2026-02-11T20:34:28.399552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:28.399607] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:28.399636] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:28.399694] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:28.457034] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:28.457667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:28.457751] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:28.457783] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:28.578749] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:28.578876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:28.578915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:28.578944] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:28.582269] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=56.65%)
[2026-02-11T20:34:28.582544] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2026-02-11T20:34:28.582693] [INFO ] [sig       ] VSCO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:28.722537] [INFO ] [LOCAL     ] Saved forecast: VSCO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VSCO.txt
[2026-02-11T20:34:28.722703] [INFO ] [sig       ] [3249/3412] Completed VSCO in 0.3s | 2.79 sym/s | Total: 19.4m | ETA: 58.4s
[2026-02-11T20:34:28.722745] [INFO ] [sig       ] [3250/3412] Forecasting VSDA...
[2026-02-11T20:34:28.722772] [INFO ] [sig       ] Generating forecast for: VSDA
[2026-02-11T20:34:28.722803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2026-02-11T20:34:28.734384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2026-02-11T20:34:28.734689] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2026-02-11T20:34:28.735493] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2026-02-11T20:34:28.735544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:28.735598] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:28.735629] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:28.735686] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:28.793736] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:28.794523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:28.794631] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:28.794666] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:28.916363] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:28.916525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:28.916566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:28.916616] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:28.920223] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: UP (p=53.31%)
[2026-02-11T20:34:28.920498] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2026-02-11T20:34:28.920649] [INFO ] [sig       ] VSDA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:29.069441] [INFO ] [LOCAL     ] Saved forecast: VSDA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VSDA.txt
[2026-02-11T20:34:29.069660] [INFO ] [sig       ] [3250/3412] Completed VSDA in 0.3s | 2.79 sym/s | Total: 19.4m | ETA: 58.0s
[2026-02-11T20:34:29.069704] [INFO ] [sig       ] [3251/3412] Forecasting VSEC...
[2026-02-11T20:34:29.069735] [INFO ] [sig       ] Generating forecast for: VSEC
[2026-02-11T20:34:29.069767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2026-02-11T20:34:29.082555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2026-02-11T20:34:29.082990] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2026-02-11T20:34:29.084049] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2026-02-11T20:34:29.084111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:29.084152] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:29.084189] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:29.084268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:29.145555] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:29.146521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:29.146632] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:29.146668] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:29.272324] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:29.272486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:29.272528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:29.272558] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:29.276241] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: UP (p=88.97%)
[2026-02-11T20:34:29.276525] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2026-02-11T20:34:29.276677] [INFO ] [sig       ] VSEC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:29.420691] [INFO ] [LOCAL     ] Saved forecast: VSEC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VSEC.txt
[2026-02-11T20:34:29.420835] [INFO ] [sig       ] [3251/3412] Completed VSEC in 0.4s | 2.79 sym/s | Total: 19.4m | ETA: 57.7s
[2026-02-11T20:34:29.420886] [INFO ] [sig       ] [3252/3412] Forecasting VSH...
[2026-02-11T20:34:29.420916] [INFO ] [sig       ] Generating forecast for: VSH
[2026-02-11T20:34:29.420947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2026-02-11T20:34:29.432503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2026-02-11T20:34:29.432858] [INFO ] [FORECASTER] Starting predict_future for VSH
[2026-02-11T20:34:29.433680] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2026-02-11T20:34:29.433732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:29.433799] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:29.433834] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:29.433904] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:29.493824] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:29.494542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:29.494645] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:29.494679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:29.626494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:29.626673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:29.626717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:29.626748] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:29.630600] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2026-02-11T20:34:29.631072] [INFO ] [FORECASTER] Completed predict_future for VSH
[2026-02-11T20:34:29.631217] [INFO ] [sig       ] VSH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:29.798155] [INFO ] [LOCAL     ] Saved forecast: VSH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VSH.txt
[2026-02-11T20:34:29.798311] [INFO ] [sig       ] [3252/3412] Completed VSH in 0.4s | 2.79 sym/s | Total: 19.4m | ETA: 57.3s
[2026-02-11T20:34:29.798360] [INFO ] [sig       ] [3253/3412] Forecasting VSTM...
[2026-02-11T20:34:29.798391] [INFO ] [sig       ] Generating forecast for: VSTM
[2026-02-11T20:34:29.798421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2026-02-11T20:34:29.809322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2026-02-11T20:34:29.809665] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2026-02-11T20:34:29.810476] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2026-02-11T20:34:29.810530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:29.810564] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:29.810621] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:29.810681] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:29.869799] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:29.870490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:29.870593] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:29.870630] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:30.003866] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:30.004034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:30.004079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:30.004109] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:30.007828] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: UP (p=69.89%)
[2026-02-11T20:34:30.008142] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2026-02-11T20:34:30.008283] [INFO ] [sig       ] VSTM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:30.153071] [INFO ] [LOCAL     ] Saved forecast: VSTM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VSTM.txt
[2026-02-11T20:34:30.153238] [INFO ] [sig       ] [3253/3412] Completed VSTM in 0.4s | 2.79 sym/s | Total: 19.4m | ETA: 57.0s
[2026-02-11T20:34:30.153283] [INFO ] [sig       ] [3254/3412] Forecasting VSTS...
[2026-02-11T20:34:30.153313] [INFO ] [sig       ] Generating forecast for: VSTS
[2026-02-11T20:34:30.153345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2026-02-11T20:34:30.164567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2026-02-11T20:34:30.164982] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2026-02-11T20:34:30.165924] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2026-02-11T20:34:30.165978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:30.166013] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:30.166041] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:30.166100] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:30.226257] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:30.227196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:30.227287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:30.227322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:30.358498] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:30.358689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:30.358732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:30.358761] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:30.363328] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=32.55%)
[2026-02-11T20:34:30.363685] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2026-02-11T20:34:30.363836] [INFO ] [sig       ] VSTS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:30.510457] [INFO ] [LOCAL     ] Saved forecast: VSTS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VSTS.txt
[2026-02-11T20:34:30.510638] [INFO ] [sig       ] [3254/3412] Completed VSTS in 0.4s | 2.79 sym/s | Total: 19.4m | ETA: 56.6s
[2026-02-11T20:34:30.510682] [INFO ] [sig       ] [3255/3412] Forecasting VTC...
[2026-02-11T20:34:30.510712] [INFO ] [sig       ] Generating forecast for: VTC
[2026-02-11T20:34:30.510743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2026-02-11T20:34:30.521806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2026-02-11T20:34:30.522193] [INFO ] [FORECASTER] Starting predict_future for VTC
[2026-02-11T20:34:30.523069] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2026-02-11T20:34:30.523123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:30.523155] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:30.523180] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:30.523238] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:30.585968] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:30.586951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:30.587045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:30.587079] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:30.712821] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:30.712988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:30.713029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:30.713095] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:30.716726] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2026-02-11T20:34:30.717050] [INFO ] [FORECASTER] Completed predict_future for VTC
[2026-02-11T20:34:30.717183] [INFO ] [sig       ] VTC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:30.863554] [INFO ] [LOCAL     ] Saved forecast: VTC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VTC.txt
[2026-02-11T20:34:30.863718] [INFO ] [sig       ] [3255/3412] Completed VTC in 0.4s | 2.79 sym/s | Total: 19.4m | ETA: 56.2s
[2026-02-11T20:34:30.863763] [INFO ] [sig       ] [3256/3412] Forecasting VTEX...
[2026-02-11T20:34:30.863800] [INFO ] [sig       ] Generating forecast for: VTEX
[2026-02-11T20:34:30.863838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2026-02-11T20:34:30.874893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2026-02-11T20:34:30.875182] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2026-02-11T20:34:30.876032] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2026-02-11T20:34:30.876085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:30.876117] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:30.876143] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:30.876201] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:30.935597] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:30.936314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:30.936401] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:30.936435] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:31.055874] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:31.056040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:31.056102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:31.056136] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:31.059760] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=75.21%)
[2026-02-11T20:34:31.060090] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2026-02-11T20:34:31.060225] [INFO ] [sig       ] VTEX: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:31.203418] [INFO ] [LOCAL     ] Saved forecast: VTEX	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VTEX.txt
[2026-02-11T20:34:31.203587] [INFO ] [sig       ] [3256/3412] Completed VTEX in 0.3s | 2.79 sym/s | Total: 19.4m | ETA: 55.9s
[2026-02-11T20:34:31.203631] [INFO ] [sig       ] [3257/3412] Forecasting VTIP...
[2026-02-11T20:34:31.203661] [INFO ] [sig       ] Generating forecast for: VTIP
[2026-02-11T20:34:31.203692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2026-02-11T20:34:31.215070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2026-02-11T20:34:31.215405] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2026-02-11T20:34:31.216239] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2026-02-11T20:34:31.216291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:31.216322] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:31.216349] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:31.216407] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:31.274424] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:31.275177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:31.275261] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:31.275294] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:31.394721] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:31.394889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:31.394930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:31.394962] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:31.399355] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: UP (p=89.66%)
[2026-02-11T20:34:31.399718] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2026-02-11T20:34:31.399910] [INFO ] [sig       ] VTIP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:31.552868] [INFO ] [LOCAL     ] Saved forecast: VTIP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VTIP.txt
[2026-02-11T20:34:31.553052] [INFO ] [sig       ] [3257/3412] Completed VTIP in 0.3s | 2.79 sym/s | Total: 19.4m | ETA: 55.5s
[2026-02-11T20:34:31.553094] [INFO ] [sig       ] [3258/3412] Forecasting VTMX...
[2026-02-11T20:34:31.553314] [INFO ] [sig       ] Generating forecast for: VTMX
[2026-02-11T20:34:31.553348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2026-02-11T20:34:31.565215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2026-02-11T20:34:31.565655] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2026-02-11T20:34:31.566465] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2026-02-11T20:34:31.566517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:31.566549] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:31.566601] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:31.566662] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:31.629725] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:31.630715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:31.630811] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:31.630845] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:31.754425] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:31.754625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:31.754669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:31.754697] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:31.758337] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2026-02-11T20:34:31.758694] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2026-02-11T20:34:31.758838] [INFO ] [sig       ] VTMX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:31.901559] [INFO ] [LOCAL     ] Saved forecast: VTMX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VTMX.txt
[2026-02-11T20:34:31.901708] [INFO ] [sig       ] [3258/3412] Completed VTMX in 0.3s | 2.79 sym/s | Total: 19.5m | ETA: 55.2s
[2026-02-11T20:34:31.901750] [INFO ] [sig       ] [3259/3412] Forecasting VTN...
[2026-02-11T20:34:31.901786] [INFO ] [sig       ] Generating forecast for: VTN
[2026-02-11T20:34:31.901823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2026-02-11T20:34:31.912904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2026-02-11T20:34:31.913198] [INFO ] [FORECASTER] Starting predict_future for VTN
[2026-02-11T20:34:31.914037] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2026-02-11T20:34:31.914090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:31.914122] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:31.914150] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:31.914208] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:31.973723] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:31.974528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:31.974636] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:31.974672] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:32.090595] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:32.090761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:32.090810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:32.090847] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:32.094296] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=11.10%)
[2026-02-11T20:34:32.094590] [INFO ] [FORECASTER] Completed predict_future for VTN
[2026-02-11T20:34:32.094722] [INFO ] [sig       ] VTN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:32.239152] [INFO ] [LOCAL     ] Saved forecast: VTN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VTN.txt
[2026-02-11T20:34:32.239285] [INFO ] [sig       ] [3259/3412] Completed VTN in 0.3s | 2.79 sym/s | Total: 19.5m | ETA: 54.8s
[2026-02-11T20:34:32.239326] [INFO ] [sig       ] [3260/3412] Forecasting VTOL...
[2026-02-11T20:34:32.239354] [INFO ] [sig       ] Generating forecast for: VTOL
[2026-02-11T20:34:32.239385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2026-02-11T20:34:32.249934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2026-02-11T20:34:32.250213] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2026-02-11T20:34:32.251050] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2026-02-11T20:34:32.251102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:32.251156] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:32.251184] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:32.251243] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:32.308894] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:32.309521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:32.309619] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:32.309655] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:32.427175] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:32.427336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:32.427376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:32.427406] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:32.430941] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=23.48%)
[2026-02-11T20:34:32.431217] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2026-02-11T20:34:32.431347] [INFO ] [sig       ] VTOL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:32.571400] [INFO ] [LOCAL     ] Saved forecast: VTOL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VTOL.txt
[2026-02-11T20:34:32.571561] [INFO ] [sig       ] [3260/3412] Completed VTOL in 0.3s | 2.79 sym/s | Total: 19.5m | ETA: 54.5s
[2026-02-11T20:34:32.571625] [INFO ] [sig       ] [3261/3412] Forecasting VTRS...
[2026-02-11T20:34:32.571656] [INFO ] [sig       ] Generating forecast for: VTRS
[2026-02-11T20:34:32.571686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2026-02-11T20:34:32.583170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2026-02-11T20:34:32.583558] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2026-02-11T20:34:32.584431] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2026-02-11T20:34:32.584484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:32.584515] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:32.584540] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:32.584621] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:32.641991] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:32.642922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:32.643022] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:32.643055] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:32.766436] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:32.766617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:32.766659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:32.766687] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:32.770150] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: UP (p=85.77%)
[2026-02-11T20:34:32.770440] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2026-02-11T20:34:32.770604] [INFO ] [sig       ] VTRS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:32.913930] [INFO ] [LOCAL     ] Saved forecast: VTRS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VTRS.txt
[2026-02-11T20:34:32.914098] [INFO ] [sig       ] [3261/3412] Completed VTRS in 0.3s | 2.79 sym/s | Total: 19.5m | ETA: 54.1s
[2026-02-11T20:34:32.914139] [INFO ] [sig       ] [3262/3412] Forecasting VTS...
[2026-02-11T20:34:32.914169] [INFO ] [sig       ] Generating forecast for: VTS
[2026-02-11T20:34:32.914199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2026-02-11T20:34:32.925289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2026-02-11T20:34:32.925613] [INFO ] [FORECASTER] Starting predict_future for VTS
[2026-02-11T20:34:32.926407] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2026-02-11T20:34:32.926459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:32.926491] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:32.926518] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:32.926592] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:32.984730] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:32.985798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:32.985924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:32.985959] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:33.106026] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:33.106187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:33.106227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:33.106256] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:33.109782] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: DOWN (p=8.76%)
[2026-02-11T20:34:33.110077] [INFO ] [FORECASTER] Completed predict_future for VTS
[2026-02-11T20:34:33.110213] [INFO ] [sig       ] VTS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:33.251722] [INFO ] [LOCAL     ] Saved forecast: VTS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VTS.txt
[2026-02-11T20:34:33.251885] [INFO ] [sig       ] [3262/3412] Completed VTS in 0.3s | 2.79 sym/s | Total: 19.5m | ETA: 53.7s
[2026-02-11T20:34:33.251927] [INFO ] [sig       ] [3263/3412] Forecasting VTSI...
[2026-02-11T20:34:33.251958] [INFO ] [sig       ] Generating forecast for: VTSI
[2026-02-11T20:34:33.251988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2026-02-11T20:34:33.262147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2026-02-11T20:34:33.262421] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2026-02-11T20:34:33.263230] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2026-02-11T20:34:33.263283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:33.263314] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:33.263341] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:33.263397] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:33.321600] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:33.322246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:33.322327] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:33.322359] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:33.442553] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:33.442730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:33.442769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:33.442800] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:33.446294] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2026-02-11T20:34:33.446588] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2026-02-11T20:34:33.446719] [INFO ] [sig       ] VTSI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:33.589167] [INFO ] [LOCAL     ] Saved forecast: VTSI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VTSI.txt
[2026-02-11T20:34:33.589333] [INFO ] [sig       ] [3263/3412] Completed VTSI in 0.3s | 2.79 sym/s | Total: 19.5m | ETA: 53.4s
[2026-02-11T20:34:33.589391] [INFO ] [sig       ] [3264/3412] Forecasting VTWG...
[2026-02-11T20:34:33.589423] [INFO ] [sig       ] Generating forecast for: VTWG
[2026-02-11T20:34:33.589453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2026-02-11T20:34:33.601431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2026-02-11T20:34:33.601827] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2026-02-11T20:34:33.602730] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2026-02-11T20:34:33.602783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:33.602816] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:33.602843] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:33.602899] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:33.661190] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:33.662110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:33.662198] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:33.662232] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:33.787243] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:33.787403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:33.787443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:33.787472] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:33.790985] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: UP (p=78.11%)
[2026-02-11T20:34:33.791273] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2026-02-11T20:34:33.791407] [INFO ] [sig       ] VTWG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:33.935224] [INFO ] [LOCAL     ] Saved forecast: VTWG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VTWG.txt
[2026-02-11T20:34:33.935385] [INFO ] [sig       ] [3264/3412] Completed VTWG in 0.3s | 2.79 sym/s | Total: 19.5m | ETA: 53.0s
[2026-02-11T20:34:33.935426] [INFO ] [sig       ] [3265/3412] Forecasting VTWO...
[2026-02-11T20:34:33.935455] [INFO ] [sig       ] Generating forecast for: VTWO
[2026-02-11T20:34:33.935486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2026-02-11T20:34:33.947191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2026-02-11T20:34:33.947499] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2026-02-11T20:34:33.948606] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2026-02-11T20:34:33.948658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:33.948690] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:33.948716] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:33.948777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:34.007619] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:34.008545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:34.008655] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:34.008689] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:34.129056] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:34.129217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:34.129256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:34.129285] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:34.132777] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: UP (p=88.65%)
[2026-02-11T20:34:34.133054] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2026-02-11T20:34:34.133202] [INFO ] [sig       ] VTWO: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:34.274244] [INFO ] [LOCAL     ] Saved forecast: VTWO	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VTWO.txt
[2026-02-11T20:34:34.274439] [INFO ] [sig       ] [3265/3412] Completed VTWO in 0.3s | 2.79 sym/s | Total: 19.5m | ETA: 52.7s
[2026-02-11T20:34:34.274482] [INFO ] [sig       ] [3266/3412] Forecasting VTYX...
[2026-02-11T20:34:34.274512] [INFO ] [sig       ] Generating forecast for: VTYX
[2026-02-11T20:34:34.274543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2026-02-11T20:34:34.285413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2026-02-11T20:34:34.285838] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2026-02-11T20:34:34.286684] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2026-02-11T20:34:34.286737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:34.286769] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:34.286796] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:34.286866] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:34.345094] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:34.346025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:34.346118] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:34.346151] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:34.484819] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:34.485007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:34.485069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:34.485101] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:34.490042] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=9.38%)
[2026-02-11T20:34:34.490644] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2026-02-11T20:34:34.490868] [INFO ] [sig       ] VTYX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:34.656397] [INFO ] [LOCAL     ] Saved forecast: VTYX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VTYX.txt
[2026-02-11T20:34:34.656648] [INFO ] [sig       ] [3266/3412] Completed VTYX in 0.4s | 2.79 sym/s | Total: 19.5m | ETA: 52.3s
[2026-02-11T20:34:34.656713] [INFO ] [sig       ] [3267/3412] Forecasting VUZI...
[2026-02-11T20:34:34.656755] [INFO ] [sig       ] Generating forecast for: VUZI
[2026-02-11T20:34:34.656812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2026-02-11T20:34:34.676855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2026-02-11T20:34:34.677430] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2026-02-11T20:34:34.679166] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2026-02-11T20:34:34.679254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:34.679310] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:34.679360] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:34.679459] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:34.756638] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:34.757839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:34.757959] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:34.757996] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:34.925598] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:34.925813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:34.925881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:34.925951] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:34.931593] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=3.93%)
[2026-02-11T20:34:34.932100] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2026-02-11T20:34:34.932323] [INFO ] [sig       ] VUZI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:35.151667] [INFO ] [LOCAL     ] Saved forecast: VUZI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VUZI.txt
[2026-02-11T20:34:35.151922] [INFO ] [sig       ] [3267/3412] Completed VUZI in 0.5s | 2.79 sym/s | Total: 19.5m | ETA: 51.9s
[2026-02-11T20:34:35.152010] [INFO ] [sig       ] [3268/3412] Forecasting VVOS...
[2026-02-11T20:34:35.152064] [INFO ] [sig       ] Generating forecast for: VVOS
[2026-02-11T20:34:35.152118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2026-02-11T20:34:35.176801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2026-02-11T20:34:35.177457] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2026-02-11T20:34:35.179171] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2026-02-11T20:34:35.179256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:35.179314] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:35.179363] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:35.179459] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:35.285402] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:35.286591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:35.286715] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:35.286759] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:35.473545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:35.473799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:35.473878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:35.473933] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:35.479748] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2026-02-11T20:34:35.480279] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2026-02-11T20:34:35.480526] [INFO ] [sig       ] VVOS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:35.716185] [INFO ] [LOCAL     ] Saved forecast: VVOS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VVOS.txt
[2026-02-11T20:34:35.716437] [INFO ] [sig       ] [3268/3412] Completed VVOS in 0.6s | 2.79 sym/s | Total: 19.5m | ETA: 51.6s
[2026-02-11T20:34:35.716510] [INFO ] [sig       ] [3269/3412] Forecasting VVX...
[2026-02-11T20:34:35.716566] [INFO ] [sig       ] Generating forecast for: VVX
[2026-02-11T20:34:35.716648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2026-02-11T20:34:35.733812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2026-02-11T20:34:35.734351] [INFO ] [FORECASTER] Starting predict_future for VVX
[2026-02-11T20:34:35.735723] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2026-02-11T20:34:35.735799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:35.735907] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:35.735959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:35.736067] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:35.819233] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:35.820436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:35.820605] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:35.820650] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:35.971176] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:35.971349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:35.971392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:35.971422] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:35.975472] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2026-02-11T20:34:35.975843] [INFO ] [FORECASTER] Completed predict_future for VVX
[2026-02-11T20:34:35.976032] [INFO ] [sig       ] VVX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:36.130514] [INFO ] [LOCAL     ] Saved forecast: VVX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VVX.txt
[2026-02-11T20:34:36.130709] [INFO ] [sig       ] [3269/3412] Completed VVX in 0.4s | 2.79 sym/s | Total: 19.5m | ETA: 51.2s
[2026-02-11T20:34:36.130760] [INFO ] [sig       ] [3270/3412] Forecasting VWOB...
[2026-02-11T20:34:36.130790] [INFO ] [sig       ] Generating forecast for: VWOB
[2026-02-11T20:34:36.130820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2026-02-11T20:34:36.142625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2026-02-11T20:34:36.143044] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2026-02-11T20:34:36.144001] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2026-02-11T20:34:36.144067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:36.144102] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:36.144128] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:36.144185] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:36.208375] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:36.209322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:36.209413] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:36.209449] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:36.346075] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:36.346235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:36.346278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:36.346308] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:36.349869] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: UP (p=70.13%)
[2026-02-11T20:34:36.350156] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2026-02-11T20:34:36.350286] [INFO ] [sig       ] VWOB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:36.492101] [INFO ] [LOCAL     ] Saved forecast: VWOB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VWOB.txt
[2026-02-11T20:34:36.492239] [INFO ] [sig       ] [3270/3412] Completed VWOB in 0.4s | 2.79 sym/s | Total: 19.5m | ETA: 50.9s
[2026-02-11T20:34:36.492290] [INFO ] [sig       ] [3271/3412] Forecasting VXUS...
[2026-02-11T20:34:36.492321] [INFO ] [sig       ] Generating forecast for: VXUS
[2026-02-11T20:34:36.492351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2026-02-11T20:34:36.503184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2026-02-11T20:34:36.503521] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2026-02-11T20:34:36.504456] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2026-02-11T20:34:36.504510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:36.504555] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:36.504601] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:36.504660] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:36.564056] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:36.565024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:36.565143] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:36.565195] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:36.696775] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:36.696941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:36.696983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:36.697013] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:36.701058] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=79.43%)
[2026-02-11T20:34:36.701411] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2026-02-11T20:34:36.701548] [INFO ] [sig       ] VXUS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:36.848983] [INFO ] [LOCAL     ] Saved forecast: VXUS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VXUS.txt
[2026-02-11T20:34:36.849119] [INFO ] [sig       ] [3271/3412] Completed VXUS in 0.4s | 2.79 sym/s | Total: 19.5m | ETA: 50.5s
[2026-02-11T20:34:36.849157] [INFO ] [sig       ] [3272/3412] Forecasting VYMI...
[2026-02-11T20:34:36.849188] [INFO ] [sig       ] Generating forecast for: VYMI
[2026-02-11T20:34:36.849219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2026-02-11T20:34:36.860076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2026-02-11T20:34:36.860384] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2026-02-11T20:34:36.861222] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2026-02-11T20:34:36.861276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:36.861308] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:36.861335] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:36.861392] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:36.921452] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:36.922347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:36.922435] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:36.922470] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:37.042750] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:37.042920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:37.042962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:37.043036] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:37.046638] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=63.40%)
[2026-02-11T20:34:37.046957] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2026-02-11T20:34:37.047118] [INFO ] [sig       ] VYMI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:37.187636] [INFO ] [LOCAL     ] Saved forecast: VYMI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/VYMI.txt
[2026-02-11T20:34:37.187819] [INFO ] [sig       ] [3272/3412] Completed VYMI in 0.3s | 2.79 sym/s | Total: 19.5m | ETA: 50.2s
[2026-02-11T20:34:37.187864] [INFO ] [sig       ] [3273/3412] Forecasting VYX...
[2026-02-11T20:34:37.187902] [INFO ] [sig       ] Generating forecast for: VYX
[2026-02-11T20:34:37.187940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2026-02-11T20:34:37.199694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2026-02-11T20:34:37.200083] [INFO ] [FORECASTER] Starting predict_future for VYX
[2026-02-11T20:34:37.200937] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2026-02-11T20:34:37.200990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:37.201023] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:37.201050] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:37.201107] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:37.263293] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:37.264249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:37.264343] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:37.264377] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:37.391502] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:37.391689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:37.391733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:37.391764] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:37.395690] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2026-02-11T20:34:37.396013] [INFO ] [FORECASTER] Completed predict_future for VYX
[2026-02-11T20:34:37.396163] [INFO ] [sig       ] VYX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:37.541520] [INFO ] [LOCAL     ] Saved forecast: VYX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VYX.txt
[2026-02-11T20:34:37.541703] [INFO ] [sig       ] [3273/3412] Completed VYX in 0.4s | 2.79 sym/s | Total: 19.5m | ETA: 49.8s
[2026-02-11T20:34:37.541756] [INFO ] [sig       ] [3274/3412] Forecasting VZ...
[2026-02-11T20:34:37.541790] [INFO ] [sig       ] Generating forecast for: VZ
[2026-02-11T20:34:37.541823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2026-02-11T20:34:37.553726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2026-02-11T20:34:37.554135] [INFO ] [FORECASTER] Starting predict_future for VZ
[2026-02-11T20:34:37.555006] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2026-02-11T20:34:37.555059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:37.555091] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:37.555116] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:37.555173] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:37.614098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:37.615006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:37.615095] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:37.615128] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:37.739706] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:37.739876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:37.739918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:37.739948] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:37.743534] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=44.47%)
[2026-02-11T20:34:37.743918] [INFO ] [FORECASTER] Completed predict_future for VZ
[2026-02-11T20:34:37.744085] [INFO ] [sig       ] VZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:37.963526] [INFO ] [LOCAL     ] Saved forecast: VZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/VZ.txt
[2026-02-11T20:34:37.963679] [INFO ] [sig       ] [3274/3412] Completed VZ in 0.4s | 2.79 sym/s | Total: 19.6m | ETA: 49.5s
[2026-02-11T20:34:37.963719] [INFO ] [sig       ] [3275/3412] Forecasting WAB...
[2026-02-11T20:34:37.963750] [INFO ] [sig       ] Generating forecast for: WAB
[2026-02-11T20:34:37.963788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2026-02-11T20:34:37.975178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2026-02-11T20:34:37.975485] [INFO ] [FORECASTER] Starting predict_future for WAB
[2026-02-11T20:34:37.976374] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2026-02-11T20:34:37.976429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:37.976462] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:37.976490] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:37.976549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:38.036100] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:38.036750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:38.036835] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:38.036868] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:38.155864] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:38.156014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:38.156055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:38.156082] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:38.159554] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=82.22%)
[2026-02-11T20:34:38.159848] [INFO ] [FORECASTER] Completed predict_future for WAB
[2026-02-11T20:34:38.159978] [INFO ] [sig       ] WAB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:38.301072] [INFO ] [LOCAL     ] Saved forecast: WAB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WAB.txt
[2026-02-11T20:34:38.301181] [INFO ] [sig       ] [3275/3412] Completed WAB in 0.3s | 2.79 sym/s | Total: 19.6m | ETA: 49.1s
[2026-02-11T20:34:38.301219] [INFO ] [sig       ] [3276/3412] Forecasting WABC...
[2026-02-11T20:34:38.301247] [INFO ] [sig       ] Generating forecast for: WABC
[2026-02-11T20:34:38.301276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2026-02-11T20:34:38.311198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2026-02-11T20:34:38.311466] [INFO ] [FORECASTER] Starting predict_future for WABC
[2026-02-11T20:34:38.312274] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2026-02-11T20:34:38.312326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:38.312358] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:38.312385] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:38.312443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:38.369955] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:38.370615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:38.370698] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:38.370731] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:38.486972] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:38.487089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:38.487133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:38.487168] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:38.490457] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: DOWN (p=22.22%)
[2026-02-11T20:34:38.490752] [INFO ] [FORECASTER] Completed predict_future for WABC
[2026-02-11T20:34:38.490880] [INFO ] [sig       ] WABC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:38.631145] [INFO ] [LOCAL     ] Saved forecast: WABC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WABC.txt
[2026-02-11T20:34:38.631262] [INFO ] [sig       ] [3276/3412] Completed WABC in 0.3s | 2.79 sym/s | Total: 19.6m | ETA: 48.7s
[2026-02-11T20:34:38.631300] [INFO ] [sig       ] [3277/3412] Forecasting WAFD...
[2026-02-11T20:34:38.631330] [INFO ] [sig       ] Generating forecast for: WAFD
[2026-02-11T20:34:38.631358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2026-02-11T20:34:38.642067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2026-02-11T20:34:38.642355] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2026-02-11T20:34:38.643173] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2026-02-11T20:34:38.643226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:38.643258] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:38.643285] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:38.643342] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:38.700697] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:38.701352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:38.701432] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:38.701464] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:38.817908] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:38.818020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:38.818058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:38.818085] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:38.821323] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: UP (p=60.37%)
[2026-02-11T20:34:38.821618] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2026-02-11T20:34:38.821748] [INFO ] [sig       ] WAFD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:38.959849] [INFO ] [LOCAL     ] Saved forecast: WAFD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WAFD.txt
[2026-02-11T20:34:38.959957] [INFO ] [sig       ] [3277/3412] Completed WAFD in 0.3s | 2.79 sym/s | Total: 19.6m | ETA: 48.4s
[2026-02-11T20:34:38.959995] [INFO ] [sig       ] [3278/3412] Forecasting WAFDP...
[2026-02-11T20:34:38.960024] [INFO ] [sig       ] Generating forecast for: WAFDP
[2026-02-11T20:34:38.960054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2026-02-11T20:34:38.970802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2026-02-11T20:34:38.971095] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2026-02-11T20:34:38.971914] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2026-02-11T20:34:38.971974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:38.972012] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:38.972045] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:38.972115] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:39.030980] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:39.031616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:39.031700] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:39.031732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:39.138304] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:39.138402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:39.138438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:39.138481] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:39.141695] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2026-02-11T20:34:39.141964] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2026-02-11T20:34:39.142089] [INFO ] [sig       ] WAFDP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:39.281712] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WAFDP.txt
[2026-02-11T20:34:39.281826] [INFO ] [sig       ] [3278/3412] Completed WAFDP in 0.3s | 2.79 sym/s | Total: 19.6m | ETA: 48.0s
[2026-02-11T20:34:39.281864] [INFO ] [sig       ] [3279/3412] Forecasting WAL...
[2026-02-11T20:34:39.281893] [INFO ] [sig       ] Generating forecast for: WAL
[2026-02-11T20:34:39.281922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2026-02-11T20:34:39.291781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2026-02-11T20:34:39.292043] [INFO ] [FORECASTER] Starting predict_future for WAL
[2026-02-11T20:34:39.292846] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2026-02-11T20:34:39.292898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:39.292929] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:39.292958] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:39.293019] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:39.350601] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:39.351230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:39.351333] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:39.351366] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:39.473007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:39.473133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:39.473173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:39.473205] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:39.476706] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=13.63%)
[2026-02-11T20:34:39.477004] [INFO ] [FORECASTER] Completed predict_future for WAL
[2026-02-11T20:34:39.477140] [INFO ] [sig       ] WAL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:39.623534] [INFO ] [LOCAL     ] Saved forecast: WAL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WAL.txt
[2026-02-11T20:34:39.623689] [INFO ] [sig       ] [3279/3412] Completed WAL in 0.3s | 2.79 sym/s | Total: 19.6m | ETA: 47.7s
[2026-02-11T20:34:39.623733] [INFO ] [sig       ] [3280/3412] Forecasting WALD...
[2026-02-11T20:34:39.623764] [INFO ] [sig       ] Generating forecast for: WALD
[2026-02-11T20:34:39.623795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2026-02-11T20:34:39.634186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2026-02-11T20:34:39.634474] [INFO ] [FORECASTER] Starting predict_future for WALD
[2026-02-11T20:34:39.635347] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2026-02-11T20:34:39.635403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:39.635437] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:39.635465] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:39.635524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:39.696410] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:39.697093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:39.697181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:39.697216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:39.822415] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:39.822566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:39.822630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:39.822661] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:39.826339] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: DOWN (p=11.72%)
[2026-02-11T20:34:39.826659] [INFO ] [FORECASTER] Completed predict_future for WALD
[2026-02-11T20:34:39.826802] [INFO ] [sig       ] WALD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:39.974046] [INFO ] [LOCAL     ] Saved forecast: WALD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WALD.txt
[2026-02-11T20:34:39.974172] [INFO ] [sig       ] [3280/3412] Completed WALD in 0.4s | 2.79 sym/s | Total: 19.6m | ETA: 47.3s
[2026-02-11T20:34:39.974211] [INFO ] [sig       ] [3281/3412] Forecasting WASH...
[2026-02-11T20:34:39.974241] [INFO ] [sig       ] Generating forecast for: WASH
[2026-02-11T20:34:39.974271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2026-02-11T20:34:39.984409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2026-02-11T20:34:39.984694] [INFO ] [FORECASTER] Starting predict_future for WASH
[2026-02-11T20:34:39.985537] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2026-02-11T20:34:39.985606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:39.985640] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:39.985666] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:39.985723] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:40.043447] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:40.044138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:40.044219] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:40.044252] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:40.163863] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:40.164030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:40.164080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:40.164114] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:40.167636] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=8.28%)
[2026-02-11T20:34:40.167914] [INFO ] [FORECASTER] Completed predict_future for WASH
[2026-02-11T20:34:40.168058] [INFO ] [sig       ] WASH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:40.308925] [INFO ] [LOCAL     ] Saved forecast: WASH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WASH.txt
[2026-02-11T20:34:40.309076] [INFO ] [sig       ] [3281/3412] Completed WASH in 0.3s | 2.79 sym/s | Total: 19.6m | ETA: 46.9s
[2026-02-11T20:34:40.309123] [INFO ] [sig       ] [3282/3412] Forecasting WAVE...
[2026-02-11T20:34:40.309155] [INFO ] [sig       ] Generating forecast for: WAVE
[2026-02-11T20:34:40.309184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2026-02-11T20:34:40.319420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2026-02-11T20:34:40.319735] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2026-02-11T20:34:40.320613] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2026-02-11T20:34:40.320669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:40.320703] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:40.320732] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:40.320804] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:40.380234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:40.380952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:40.381040] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:40.381075] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:40.489879] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:40.490032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:40.490074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:40.490102] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:40.493555] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=15.39%)
[2026-02-11T20:34:40.493846] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2026-02-11T20:34:40.493972] [INFO ] [sig       ] WAVE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:40.635423] [INFO ] [LOCAL     ] Saved forecast: WAVE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WAVE.txt
[2026-02-11T20:34:40.635604] [INFO ] [sig       ] [3282/3412] Completed WAVE in 0.3s | 2.79 sym/s | Total: 19.6m | ETA: 46.6s
[2026-02-11T20:34:40.635648] [INFO ] [sig       ] [3283/3412] Forecasting WAY...
[2026-02-11T20:34:40.635678] [INFO ] [sig       ] Generating forecast for: WAY
[2026-02-11T20:34:40.635708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2026-02-11T20:34:40.646725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2026-02-11T20:34:40.647030] [INFO ] [FORECASTER] Starting predict_future for WAY
[2026-02-11T20:34:40.648136] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2026-02-11T20:34:40.648191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:40.648223] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:40.648249] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:40.648305] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:40.708845] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:40.709555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:40.709659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:40.709696] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:40.830491] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:40.830668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:40.830713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:40.830744] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:40.834341] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: DOWN (p=48.81%)
[2026-02-11T20:34:40.834649] [INFO ] [FORECASTER] Completed predict_future for WAY
[2026-02-11T20:34:40.834785] [INFO ] [sig       ] WAY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:40.978555] [INFO ] [LOCAL     ] Saved forecast: WAY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WAY.txt
[2026-02-11T20:34:40.978712] [INFO ] [sig       ] [3283/3412] Completed WAY in 0.3s | 2.79 sym/s | Total: 19.6m | ETA: 46.2s
[2026-02-11T20:34:40.978753] [INFO ] [sig       ] [3284/3412] Forecasting WB...
[2026-02-11T20:34:40.978782] [INFO ] [sig       ] Generating forecast for: WB
[2026-02-11T20:34:40.978813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2026-02-11T20:34:40.990637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2026-02-11T20:34:40.990999] [INFO ] [FORECASTER] Starting predict_future for WB
[2026-02-11T20:34:40.991873] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2026-02-11T20:34:40.991939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:40.991974] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:40.992001] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:40.992060] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:41.054157] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:41.055003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:41.055096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:41.055131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:41.177799] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:41.177967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:41.178019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:41.178056] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:41.182077] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2026-02-11T20:34:41.182564] [INFO ] [FORECASTER] Completed predict_future for WB
[2026-02-11T20:34:41.182723] [INFO ] [sig       ] WB: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:41.333109] [INFO ] [LOCAL     ] Saved forecast: WB	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WB.txt
[2026-02-11T20:34:41.333490] [INFO ] [sig       ] [3284/3412] Completed WB in 0.4s | 2.79 sym/s | Total: 19.6m | ETA: 45.9s
[2026-02-11T20:34:41.333541] [INFO ] [sig       ] [3285/3412] Forecasting WBD...
[2026-02-11T20:34:41.333592] [INFO ] [sig       ] Generating forecast for: WBD
[2026-02-11T20:34:41.333628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2026-02-11T20:34:41.346025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2026-02-11T20:34:41.346660] [INFO ] [FORECASTER] Starting predict_future for WBD
[2026-02-11T20:34:41.347799] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2026-02-11T20:34:41.347854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:41.347888] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:41.347916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:41.347975] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:41.407837] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:41.408801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:41.408890] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:41.408924] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:41.539181] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:41.539353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:41.539399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:41.539430] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:41.543037] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2026-02-11T20:34:41.543326] [INFO ] [FORECASTER] Completed predict_future for WBD
[2026-02-11T20:34:41.543461] [INFO ] [sig       ] WBD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:41.689034] [INFO ] [LOCAL     ] Saved forecast: WBD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WBD.txt
[2026-02-11T20:34:41.689221] [INFO ] [sig       ] [3285/3412] Completed WBD in 0.4s | 2.79 sym/s | Total: 19.6m | ETA: 45.5s
[2026-02-11T20:34:41.689262] [INFO ] [sig       ] [3286/3412] Forecasting WBIY...
[2026-02-11T20:34:41.689292] [INFO ] [sig       ] Generating forecast for: WBIY
[2026-02-11T20:34:41.689334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2026-02-11T20:34:41.699545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2026-02-11T20:34:41.699929] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2026-02-11T20:34:41.700813] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2026-02-11T20:34:41.700867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:41.700930] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:41.700959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:41.701018] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:41.765424] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:41.766389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:41.766508] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:41.766553] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:41.881868] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:41.882035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:41.882078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:41.882108] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:41.886324] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: DOWN (p=42.76%)
[2026-02-11T20:34:41.886649] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2026-02-11T20:34:41.886789] [INFO ] [sig       ] WBIY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:42.040414] [INFO ] [LOCAL     ] Saved forecast: WBIY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WBIY.txt
[2026-02-11T20:34:42.040597] [INFO ] [sig       ] [3286/3412] Completed WBIY in 0.4s | 2.79 sym/s | Total: 19.6m | ETA: 45.1s
[2026-02-11T20:34:42.040641] [INFO ] [sig       ] [3287/3412] Forecasting WBS...
[2026-02-11T20:34:42.040672] [INFO ] [sig       ] Generating forecast for: WBS
[2026-02-11T20:34:42.040703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2026-02-11T20:34:42.051650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2026-02-11T20:34:42.052051] [INFO ] [FORECASTER] Starting predict_future for WBS
[2026-02-11T20:34:42.052931] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2026-02-11T20:34:42.052984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:42.053016] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:42.053043] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:42.053109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:42.115638] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:42.116522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:42.116635] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:42.116671] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:42.243853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:42.244018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:42.244065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:42.244095] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:42.247651] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=73.67%)
[2026-02-11T20:34:42.247936] [INFO ] [FORECASTER] Completed predict_future for WBS
[2026-02-11T20:34:42.248069] [INFO ] [sig       ] WBS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:42.397120] [INFO ] [LOCAL     ] Saved forecast: WBS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WBS.txt
[2026-02-11T20:34:42.397452] [INFO ] [sig       ] [3287/3412] Completed WBS in 0.4s | 2.79 sym/s | Total: 19.6m | ETA: 44.8s
[2026-02-11T20:34:42.397499] [INFO ] [sig       ] [3288/3412] Forecasting WBTN...
[2026-02-11T20:34:42.397563] [INFO ] [sig       ] Generating forecast for: WBTN
[2026-02-11T20:34:42.397620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2026-02-11T20:34:42.409735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2026-02-11T20:34:42.410099] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2026-02-11T20:34:42.411058] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2026-02-11T20:34:42.411112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:42.411146] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:42.411182] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:42.411265] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:42.475715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:42.476537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:42.476677] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:42.476714] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:42.602435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:42.602615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:42.602658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:42.602687] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:42.606256] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: DOWN (p=49.76%)
[2026-02-11T20:34:42.606538] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2026-02-11T20:34:42.606689] [INFO ] [sig       ] WBTN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:42.765726] [INFO ] [LOCAL     ] Saved forecast: WBTN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WBTN.txt
[2026-02-11T20:34:42.765894] [INFO ] [sig       ] [3288/3412] Completed WBTN in 0.4s | 2.79 sym/s | Total: 19.6m | ETA: 44.4s
[2026-02-11T20:34:42.765936] [INFO ] [sig       ] [3289/3412] Forecasting WBX...
[2026-02-11T20:34:42.765968] [INFO ] [sig       ] Generating forecast for: WBX
[2026-02-11T20:34:42.766002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2026-02-11T20:34:42.789843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2026-02-11T20:34:42.790222] [INFO ] [FORECASTER] Starting predict_future for WBX
[2026-02-11T20:34:42.791080] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2026-02-11T20:34:42.791139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:42.791171] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:42.791198] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:42.791255] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:42.851493] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:42.852306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:42.852392] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:42.852425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:42.975752] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:42.975915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:42.975958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:42.976019] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:42.979745] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=30.75%)
[2026-02-11T20:34:42.980040] [INFO ] [FORECASTER] Completed predict_future for WBX
[2026-02-11T20:34:42.980179] [INFO ] [sig       ] WBX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:43.122292] [INFO ] [LOCAL     ] Saved forecast: WBX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WBX.txt
[2026-02-11T20:34:43.122424] [INFO ] [sig       ] [3289/3412] Completed WBX in 0.4s | 2.79 sym/s | Total: 19.6m | ETA: 44.1s
[2026-02-11T20:34:43.122464] [INFO ] [sig       ] [3290/3412] Forecasting WCC...
[2026-02-11T20:34:43.122493] [INFO ] [sig       ] Generating forecast for: WCC
[2026-02-11T20:34:43.122524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2026-02-11T20:34:43.135991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2026-02-11T20:34:43.136690] [INFO ] [FORECASTER] Starting predict_future for WCC
[2026-02-11T20:34:43.137735] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2026-02-11T20:34:43.137798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:43.137839] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:43.137875] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:43.137946] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:43.201769] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:43.202736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:43.202832] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:43.202865] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:43.336091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:43.336270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:43.336312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:43.336340] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:43.339926] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=88.36%)
[2026-02-11T20:34:43.340249] [INFO ] [FORECASTER] Completed predict_future for WCC
[2026-02-11T20:34:43.340391] [INFO ] [sig       ] WCC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:43.484463] [INFO ] [LOCAL     ] Saved forecast: WCC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WCC.txt
[2026-02-11T20:34:43.484634] [INFO ] [sig       ] [3290/3412] Completed WCC in 0.4s | 2.79 sym/s | Total: 19.6m | ETA: 43.7s
[2026-02-11T20:34:43.484679] [INFO ] [sig       ] [3291/3412] Forecasting WCLD...
[2026-02-11T20:34:43.484709] [INFO ] [sig       ] Generating forecast for: WCLD
[2026-02-11T20:34:43.484740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2026-02-11T20:34:43.494781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2026-02-11T20:34:43.495107] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2026-02-11T20:34:43.495947] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2026-02-11T20:34:43.495999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:43.496031] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:43.496057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:43.496115] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:43.562014] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:43.563150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:43.563241] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:43.563275] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:43.695646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:43.695806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:43.695867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:43.695898] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:43.699900] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=14.18%)
[2026-02-11T20:34:43.700274] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2026-02-11T20:34:43.700421] [INFO ] [sig       ] WCLD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:43.850941] [INFO ] [LOCAL     ] Saved forecast: WCLD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WCLD.txt
[2026-02-11T20:34:43.851112] [INFO ] [sig       ] [3291/3412] Completed WCLD in 0.4s | 2.79 sym/s | Total: 19.7m | ETA: 43.4s
[2026-02-11T20:34:43.851161] [INFO ] [sig       ] [3292/3412] Forecasting WD...
[2026-02-11T20:34:43.851197] [INFO ] [sig       ] Generating forecast for: WD
[2026-02-11T20:34:43.851234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2026-02-11T20:34:43.862134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2026-02-11T20:34:43.862506] [INFO ] [FORECASTER] Starting predict_future for WD
[2026-02-11T20:34:43.863389] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2026-02-11T20:34:43.863444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:43.863478] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:43.863505] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:43.863564] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:43.925634] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:43.926523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:43.926657] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:43.926694] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:44.049044] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:44.049225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:44.049266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:44.049295] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:44.053122] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=73.59%)
[2026-02-11T20:34:44.053450] [INFO ] [FORECASTER] Completed predict_future for WD
[2026-02-11T20:34:44.053627] [INFO ] [sig       ] WD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:44.195463] [INFO ] [LOCAL     ] Saved forecast: WD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WD.txt
[2026-02-11T20:34:44.195646] [INFO ] [sig       ] [3292/3412] Completed WD in 0.3s | 2.79 sym/s | Total: 19.7m | ETA: 43.0s
[2026-02-11T20:34:44.195690] [INFO ] [sig       ] [3293/3412] Forecasting WDAY...
[2026-02-11T20:34:44.195720] [INFO ] [sig       ] Generating forecast for: WDAY
[2026-02-11T20:34:44.195750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2026-02-11T20:34:44.206978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2026-02-11T20:34:44.207338] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2026-02-11T20:34:44.208236] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2026-02-11T20:34:44.208290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:44.208323] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:44.208351] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:44.208408] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:44.266771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:44.267908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:44.268000] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:44.268033] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:44.394784] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:44.394948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:44.394988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:44.395018] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:44.399022] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: DOWN (p=35.39%)
[2026-02-11T20:34:44.399316] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2026-02-11T20:34:44.399640] [INFO ] [sig       ] WDAY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:44.566950] [INFO ] [LOCAL     ] Saved forecast: WDAY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WDAY.txt
[2026-02-11T20:34:44.567122] [INFO ] [sig       ] [3293/3412] Completed WDAY in 0.4s | 2.79 sym/s | Total: 19.7m | ETA: 42.6s
[2026-02-11T20:34:44.567167] [INFO ] [sig       ] [3294/3412] Forecasting WDC...
[2026-02-11T20:34:44.567199] [INFO ] [sig       ] Generating forecast for: WDC
[2026-02-11T20:34:44.567235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2026-02-11T20:34:44.580949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2026-02-11T20:34:44.581621] [INFO ] [FORECASTER] Starting predict_future for WDC
[2026-02-11T20:34:44.582510] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2026-02-11T20:34:44.582564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:44.582627] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:44.582655] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:44.582711] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:44.642167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:44.643130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:44.643224] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:44.643260] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:44.766046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:44.766222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:44.766271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:44.766301] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:44.769904] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=94.82%)
[2026-02-11T20:34:44.770197] [INFO ] [FORECASTER] Completed predict_future for WDC
[2026-02-11T20:34:44.770331] [INFO ] [sig       ] WDC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:44.920829] [INFO ] [LOCAL     ] Saved forecast: WDC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WDC.txt
[2026-02-11T20:34:44.920985] [INFO ] [sig       ] [3294/3412] Completed WDC in 0.4s | 2.79 sym/s | Total: 19.7m | ETA: 42.3s
[2026-02-11T20:34:44.921030] [INFO ] [sig       ] [3295/3412] Forecasting WDFC...
[2026-02-11T20:34:44.921061] [INFO ] [sig       ] Generating forecast for: WDFC
[2026-02-11T20:34:44.921094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2026-02-11T20:34:44.933957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2026-02-11T20:34:44.934370] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2026-02-11T20:34:44.935326] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2026-02-11T20:34:44.935392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:44.935450] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:44.935493] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:44.935605] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:45.000484] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:45.001458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:45.001557] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:45.001613] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:45.130224] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:45.130391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:45.130453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:45.130495] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:45.134493] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: UP (p=80.43%)
[2026-02-11T20:34:45.134807] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2026-02-11T20:34:45.134946] [INFO ] [sig       ] WDFC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:45.291270] [INFO ] [LOCAL     ] Saved forecast: WDFC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WDFC.txt
[2026-02-11T20:34:45.291433] [INFO ] [sig       ] [3295/3412] Completed WDFC in 0.4s | 2.79 sym/s | Total: 19.7m | ETA: 41.9s
[2026-02-11T20:34:45.291476] [INFO ] [sig       ] [3296/3412] Forecasting WDH...
[2026-02-11T20:34:45.291510] [INFO ] [sig       ] Generating forecast for: WDH
[2026-02-11T20:34:45.291552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2026-02-11T20:34:45.302895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2026-02-11T20:34:45.303263] [INFO ] [FORECASTER] Starting predict_future for WDH
[2026-02-11T20:34:45.304175] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2026-02-11T20:34:45.304241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:45.304283] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:45.304313] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:45.304374] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:45.370462] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:45.371467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:45.371612] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:45.371652] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:45.501753] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:45.501916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:45.501961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:45.501992] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:45.506082] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=65.45%)
[2026-02-11T20:34:45.506408] [INFO ] [FORECASTER] Completed predict_future for WDH
[2026-02-11T20:34:45.506554] [INFO ] [sig       ] WDH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:45.666353] [INFO ] [LOCAL     ] Saved forecast: WDH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WDH.txt
[2026-02-11T20:34:45.666717] [INFO ] [sig       ] [3296/3412] Completed WDH in 0.4s | 2.79 sym/s | Total: 19.7m | ETA: 41.6s
[2026-02-11T20:34:45.666761] [INFO ] [sig       ] [3297/3412] Forecasting WDI...
[2026-02-11T20:34:45.666794] [INFO ] [sig       ] Generating forecast for: WDI
[2026-02-11T20:34:45.666827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2026-02-11T20:34:45.679798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2026-02-11T20:34:45.680189] [INFO ] [FORECASTER] Starting predict_future for WDI
[2026-02-11T20:34:45.681259] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2026-02-11T20:34:45.681314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:45.681348] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:45.681378] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:45.681450] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:45.749771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:45.750711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:45.750802] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:45.750837] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:45.891686] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:45.891847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:45.891891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:45.891923] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:45.895497] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=88.44%)
[2026-02-11T20:34:45.895824] [INFO ] [FORECASTER] Completed predict_future for WDI
[2026-02-11T20:34:45.895969] [INFO ] [sig       ] WDI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:46.058285] [INFO ] [LOCAL     ] Saved forecast: WDI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WDI.txt
[2026-02-11T20:34:46.058465] [INFO ] [sig       ] [3297/3412] Completed WDI in 0.4s | 2.79 sym/s | Total: 19.7m | ETA: 41.2s
[2026-02-11T20:34:46.058511] [INFO ] [sig       ] [3298/3412] Forecasting WDS...
[2026-02-11T20:34:46.058543] [INFO ] [sig       ] Generating forecast for: WDS
[2026-02-11T20:34:46.058599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2026-02-11T20:34:46.070853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2026-02-11T20:34:46.071291] [INFO ] [FORECASTER] Starting predict_future for WDS
[2026-02-11T20:34:46.072280] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2026-02-11T20:34:46.072335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:46.072369] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:46.072398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:46.072458] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:46.142284] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:46.143217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:46.143348] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:46.143386] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:46.274529] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:46.274716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:46.274761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:46.274792] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:46.278457] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: DOWN (p=34.02%)
[2026-02-11T20:34:46.278762] [INFO ] [FORECASTER] Completed predict_future for WDS
[2026-02-11T20:34:46.278896] [INFO ] [sig       ] WDS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:46.433309] [INFO ] [LOCAL     ] Saved forecast: WDS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WDS.txt
[2026-02-11T20:34:46.433458] [INFO ] [sig       ] [3298/3412] Completed WDS in 0.4s | 2.79 sym/s | Total: 19.7m | ETA: 40.8s
[2026-02-11T20:34:46.433499] [INFO ] [sig       ] [3299/3412] Forecasting WEA...
[2026-02-11T20:34:46.433535] [INFO ] [sig       ] Generating forecast for: WEA
[2026-02-11T20:34:46.433567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2026-02-11T20:34:46.445136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2026-02-11T20:34:46.445512] [INFO ] [FORECASTER] Starting predict_future for WEA
[2026-02-11T20:34:46.446396] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2026-02-11T20:34:46.446452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:46.446486] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:46.446513] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:46.446589] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:46.511136] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:46.512213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:46.512304] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:46.512340] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:46.630916] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:46.631079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:46.631122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:46.631153] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:46.635392] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: DOWN (p=47.81%)
[2026-02-11T20:34:46.635728] [INFO ] [FORECASTER] Completed predict_future for WEA
[2026-02-11T20:34:46.635900] [INFO ] [sig       ] WEA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:46.798369] [INFO ] [LOCAL     ] Saved forecast: WEA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WEA.txt
[2026-02-11T20:34:46.798564] [INFO ] [sig       ] [3299/3412] Completed WEA in 0.4s | 2.79 sym/s | Total: 19.7m | ETA: 40.5s
[2026-02-11T20:34:46.798628] [INFO ] [sig       ] [3300/3412] Forecasting WEC...
[2026-02-11T20:34:46.798659] [INFO ] [sig       ] Generating forecast for: WEC
[2026-02-11T20:34:46.798689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2026-02-11T20:34:46.811336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2026-02-11T20:34:46.811723] [INFO ] [FORECASTER] Starting predict_future for WEC
[2026-02-11T20:34:46.812639] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2026-02-11T20:34:46.812693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:46.812727] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:46.812755] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:46.812812] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:46.878063] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:46.878943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:46.879033] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:46.879067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:47.010832] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:47.010999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:47.011058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:47.011095] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:47.014870] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=78.90%)
[2026-02-11T20:34:47.015172] [INFO ] [FORECASTER] Completed predict_future for WEC
[2026-02-11T20:34:47.015326] [INFO ] [sig       ] WEC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:47.168929] [INFO ] [LOCAL     ] Saved forecast: WEC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WEC.txt
[2026-02-11T20:34:47.169075] [INFO ] [sig       ] [3300/3412] Completed WEC in 0.4s | 2.79 sym/s | Total: 19.7m | ETA: 40.1s
[2026-02-11T20:34:47.169115] [INFO ] [sig       ] [3301/3412] Forecasting WEN...
[2026-02-11T20:34:47.169145] [INFO ] [sig       ] Generating forecast for: WEN
[2026-02-11T20:34:47.169176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2026-02-11T20:34:47.181047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2026-02-11T20:34:47.181429] [INFO ] [FORECASTER] Starting predict_future for WEN
[2026-02-11T20:34:47.182271] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2026-02-11T20:34:47.182324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:47.182356] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:47.182383] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:47.182438] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:47.239240] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:47.239998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:47.240083] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:47.240116] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:47.358697] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:47.358858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:47.358899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:47.358928] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:47.362402] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=91.40%)
[2026-02-11T20:34:47.362704] [INFO ] [FORECASTER] Completed predict_future for WEN
[2026-02-11T20:34:47.362835] [INFO ] [sig       ] WEN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:47.506145] [INFO ] [LOCAL     ] Saved forecast: WEN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WEN.txt
[2026-02-11T20:34:47.506334] [INFO ] [sig       ] [3301/3412] Completed WEN in 0.3s | 2.79 sym/s | Total: 19.7m | ETA: 39.8s
[2026-02-11T20:34:47.506378] [INFO ] [sig       ] [3302/3412] Forecasting WERN...
[2026-02-11T20:34:47.506408] [INFO ] [sig       ] Generating forecast for: WERN
[2026-02-11T20:34:47.506438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2026-02-11T20:34:47.517808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2026-02-11T20:34:47.518168] [INFO ] [FORECASTER] Starting predict_future for WERN
[2026-02-11T20:34:47.519011] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2026-02-11T20:34:47.519063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:47.519096] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:47.519122] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:47.519189] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:47.576365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:47.577096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:47.577210] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:47.577245] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:47.694235] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:47.694415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:47.694457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:47.694504] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:47.697964] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2026-02-11T20:34:47.698256] [INFO ] [FORECASTER] Completed predict_future for WERN
[2026-02-11T20:34:47.698389] [INFO ] [sig       ] WERN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:47.837937] [INFO ] [LOCAL     ] Saved forecast: WERN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WERN.txt
[2026-02-11T20:34:47.838076] [INFO ] [sig       ] [3302/3412] Completed WERN in 0.3s | 2.79 sym/s | Total: 19.7m | ETA: 39.4s
[2026-02-11T20:34:47.838115] [INFO ] [sig       ] [3303/3412] Forecasting WES...
[2026-02-11T20:34:47.838149] [INFO ] [sig       ] Generating forecast for: WES
[2026-02-11T20:34:47.838185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2026-02-11T20:34:47.849089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2026-02-11T20:34:47.849438] [INFO ] [FORECASTER] Starting predict_future for WES
[2026-02-11T20:34:47.850262] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2026-02-11T20:34:47.850315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:47.850373] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:47.850402] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:47.850460] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:47.908008] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:47.908803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:47.908890] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:47.908923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:48.033047] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:48.033206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:48.033249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:48.033278] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:48.036775] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=81.14%)
[2026-02-11T20:34:48.037061] [INFO ] [FORECASTER] Completed predict_future for WES
[2026-02-11T20:34:48.037205] [INFO ] [sig       ] WES: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:48.176010] [INFO ] [LOCAL     ] Saved forecast: WES	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WES.txt
[2026-02-11T20:34:48.176142] [INFO ] [sig       ] [3303/3412] Completed WES in 0.3s | 2.79 sym/s | Total: 19.7m | ETA: 39.1s
[2026-02-11T20:34:48.176181] [INFO ] [sig       ] [3304/3412] Forecasting WEX...
[2026-02-11T20:34:48.176212] [INFO ] [sig       ] Generating forecast for: WEX
[2026-02-11T20:34:48.176242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2026-02-11T20:34:48.188199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2026-02-11T20:34:48.188566] [INFO ] [FORECASTER] Starting predict_future for WEX
[2026-02-11T20:34:48.189420] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2026-02-11T20:34:48.189472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:48.189504] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:48.189531] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:48.189613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:48.246171] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:48.246915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:48.246997] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:48.247044] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:48.370121] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:48.370297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:48.370339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:48.370367] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:48.373816] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=28.00%)
[2026-02-11T20:34:48.374092] [INFO ] [FORECASTER] Completed predict_future for WEX
[2026-02-11T20:34:48.374223] [INFO ] [sig       ] WEX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:48.524988] [INFO ] [LOCAL     ] Saved forecast: WEX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WEX.txt
[2026-02-11T20:34:48.525135] [INFO ] [sig       ] [3304/3412] Completed WEX in 0.3s | 2.79 sym/s | Total: 19.7m | ETA: 38.7s
[2026-02-11T20:34:48.525178] [INFO ] [sig       ] [3305/3412] Forecasting WEYS...
[2026-02-11T20:34:48.525217] [INFO ] [sig       ] Generating forecast for: WEYS
[2026-02-11T20:34:48.525255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2026-02-11T20:34:48.536422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2026-02-11T20:34:48.536790] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2026-02-11T20:34:48.537715] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2026-02-11T20:34:48.537770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:48.537803] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:48.537831] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:48.537889] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:48.601110] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:48.601978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:48.602068] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:48.602103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:48.721194] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:48.721359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:48.721407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:48.721437] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:48.725114] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=12.26%)
[2026-02-11T20:34:48.725433] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2026-02-11T20:34:48.725595] [INFO ] [sig       ] WEYS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:48.877324] [INFO ] [LOCAL     ] Saved forecast: WEYS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WEYS.txt
[2026-02-11T20:34:48.877476] [INFO ] [sig       ] [3305/3412] Completed WEYS in 0.4s | 2.79 sym/s | Total: 19.7m | ETA: 38.3s
[2026-02-11T20:34:48.877543] [INFO ] [sig       ] [3306/3412] Forecasting WF...
[2026-02-11T20:34:48.877601] [INFO ] [sig       ] Generating forecast for: WF
[2026-02-11T20:34:48.877657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2026-02-11T20:34:48.888788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2026-02-11T20:34:48.889103] [INFO ] [FORECASTER] Starting predict_future for WF
[2026-02-11T20:34:48.890009] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2026-02-11T20:34:48.890063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:48.890096] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:48.890126] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:48.890211] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:48.953512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:48.954441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:48.954538] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:48.954605] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:49.091686] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:49.091873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:49.091925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:49.092005] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:49.095832] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=87.90%)
[2026-02-11T20:34:49.096136] [INFO ] [FORECASTER] Completed predict_future for WF
[2026-02-11T20:34:49.096353] [INFO ] [sig       ] WF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:49.253707] [INFO ] [LOCAL     ] Saved forecast: WF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WF.txt
[2026-02-11T20:34:49.253853] [INFO ] [sig       ] [3306/3412] Completed WF in 0.4s | 2.79 sym/s | Total: 19.7m | ETA: 38.0s
[2026-02-11T20:34:49.253895] [INFO ] [sig       ] [3307/3412] Forecasting WFG...
[2026-02-11T20:34:49.253927] [INFO ] [sig       ] Generating forecast for: WFG
[2026-02-11T20:34:49.253959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2026-02-11T20:34:49.264995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2026-02-11T20:34:49.265317] [INFO ] [FORECASTER] Starting predict_future for WFG
[2026-02-11T20:34:49.266245] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2026-02-11T20:34:49.266309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:49.266357] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:49.266401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:49.266483] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:49.330859] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:49.331736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:49.331827] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:49.331865] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:49.466483] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:49.466661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:49.466706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:49.466739] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:49.470612] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: DOWN (p=9.28%)
[2026-02-11T20:34:49.470928] [INFO ] [FORECASTER] Completed predict_future for WFG
[2026-02-11T20:34:49.471071] [INFO ] [sig       ] WFG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:49.623251] [INFO ] [LOCAL     ] Saved forecast: WFG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WFG.txt
[2026-02-11T20:34:49.623415] [INFO ] [sig       ] [3307/3412] Completed WFG in 0.4s | 2.79 sym/s | Total: 19.7m | ETA: 37.6s
[2026-02-11T20:34:49.623457] [INFO ] [sig       ] [3308/3412] Forecasting WFRD...
[2026-02-11T20:34:49.623487] [INFO ] [sig       ] Generating forecast for: WFRD
[2026-02-11T20:34:49.623518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2026-02-11T20:34:49.634367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2026-02-11T20:34:49.634755] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2026-02-11T20:34:49.635590] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2026-02-11T20:34:49.635673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:49.635707] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:49.635734] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:49.635794] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:49.693989] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:49.694932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:49.695032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:49.695065] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:49.817566] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:49.817758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:49.817801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:49.817829] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:49.821365] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2026-02-11T20:34:49.821669] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2026-02-11T20:34:49.821800] [INFO ] [sig       ] WFRD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:49.962716] [INFO ] [LOCAL     ] Saved forecast: WFRD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WFRD.txt
[2026-02-11T20:34:49.962858] [INFO ] [sig       ] [3308/3412] Completed WFRD in 0.3s | 2.79 sym/s | Total: 19.8m | ETA: 37.3s
[2026-02-11T20:34:49.962897] [INFO ] [sig       ] [3309/3412] Forecasting WGMI...
[2026-02-11T20:34:49.962927] [INFO ] [sig       ] Generating forecast for: WGMI
[2026-02-11T20:34:49.962957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2026-02-11T20:34:49.974954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2026-02-11T20:34:49.975302] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2026-02-11T20:34:49.976132] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2026-02-11T20:34:49.976183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:49.976214] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:49.976239] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:49.976295] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:50.036634] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:50.037498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:50.037628] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:50.037663] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:50.158648] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:50.158811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:50.158854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:50.158884] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:50.162445] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2026-02-11T20:34:50.162752] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2026-02-11T20:34:50.162886] [INFO ] [sig       ] WGMI: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:50.303379] [INFO ] [LOCAL     ] Saved forecast: WGMI	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WGMI.txt
[2026-02-11T20:34:50.303530] [INFO ] [sig       ] [3309/3412] Completed WGMI in 0.3s | 2.79 sym/s | Total: 19.8m | ETA: 36.9s
[2026-02-11T20:34:50.303588] [INFO ] [sig       ] [3310/3412] Forecasting WGO...
[2026-02-11T20:34:50.303623] [INFO ] [sig       ] Generating forecast for: WGO
[2026-02-11T20:34:50.303654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2026-02-11T20:34:50.314067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2026-02-11T20:34:50.314366] [INFO ] [FORECASTER] Starting predict_future for WGO
[2026-02-11T20:34:50.315193] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2026-02-11T20:34:50.315245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:50.315277] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:50.315304] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:50.315361] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:50.373018] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:50.373808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:50.373893] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:50.373926] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:50.500625] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:50.500787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:50.500842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:50.500879] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:50.504530] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=46.84%)
[2026-02-11T20:34:50.504842] [INFO ] [FORECASTER] Completed predict_future for WGO
[2026-02-11T20:34:50.504976] [INFO ] [sig       ] WGO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:50.658425] [INFO ] [LOCAL     ] Saved forecast: WGO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WGO.txt
[2026-02-11T20:34:50.658610] [INFO ] [sig       ] [3310/3412] Completed WGO in 0.4s | 2.79 sym/s | Total: 19.8m | ETA: 36.5s
[2026-02-11T20:34:50.658656] [INFO ] [sig       ] [3311/3412] Forecasting WGS...
[2026-02-11T20:34:50.658685] [INFO ] [sig       ] Generating forecast for: WGS
[2026-02-11T20:34:50.658715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2026-02-11T20:34:50.670393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2026-02-11T20:34:50.670767] [INFO ] [FORECASTER] Starting predict_future for WGS
[2026-02-11T20:34:50.671685] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2026-02-11T20:34:50.671755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:50.671789] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:50.671816] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:50.671885] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:50.736067] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:50.737193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:50.737281] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:50.737324] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:50.867449] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:50.867645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:50.867689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:50.867717] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:50.871325] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=38.46%)
[2026-02-11T20:34:50.871655] [INFO ] [FORECASTER] Completed predict_future for WGS
[2026-02-11T20:34:50.871792] [INFO ] [sig       ] WGS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:51.021286] [INFO ] [LOCAL     ] Saved forecast: WGS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WGS.txt
[2026-02-11T20:34:51.021471] [INFO ] [sig       ] [3311/3412] Completed WGS in 0.4s | 2.79 sym/s | Total: 19.8m | ETA: 36.2s
[2026-02-11T20:34:51.021537] [INFO ] [sig       ] [3312/3412] Forecasting WH...
[2026-02-11T20:34:51.021588] [INFO ] [sig       ] Generating forecast for: WH
[2026-02-11T20:34:51.021624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2026-02-11T20:34:51.034079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2026-02-11T20:34:51.034459] [INFO ] [FORECASTER] Starting predict_future for WH
[2026-02-11T20:34:51.035523] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2026-02-11T20:34:51.035596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:51.035632] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:51.035659] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:51.035716] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:51.099447] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:51.100362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:51.100451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:51.100486] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:51.231655] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:51.231813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:51.231858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:51.231900] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:51.235639] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=86.80%)
[2026-02-11T20:34:51.235976] [INFO ] [FORECASTER] Completed predict_future for WH
[2026-02-11T20:34:51.236123] [INFO ] [sig       ] WH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:51.388054] [INFO ] [LOCAL     ] Saved forecast: WH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WH.txt
[2026-02-11T20:34:51.388203] [INFO ] [sig       ] [3312/3412] Completed WH in 0.4s | 2.79 sym/s | Total: 19.8m | ETA: 35.8s
[2026-02-11T20:34:51.388250] [INFO ] [sig       ] [3313/3412] Forecasting WHD...
[2026-02-11T20:34:51.388289] [INFO ] [sig       ] Generating forecast for: WHD
[2026-02-11T20:34:51.388320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2026-02-11T20:34:51.399951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2026-02-11T20:34:51.400312] [INFO ] [FORECASTER] Starting predict_future for WHD
[2026-02-11T20:34:51.401215] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2026-02-11T20:34:51.401280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:51.401319] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:51.401353] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:51.401420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:51.470149] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:51.471151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:51.471247] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:51.471332] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:51.598217] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:51.598404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:51.598457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:51.598489] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:51.602103] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=68.28%)
[2026-02-11T20:34:51.602479] [INFO ] [FORECASTER] Completed predict_future for WHD
[2026-02-11T20:34:51.602657] [INFO ] [sig       ] WHD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:51.752607] [INFO ] [LOCAL     ] Saved forecast: WHD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WHD.txt
[2026-02-11T20:34:51.752794] [INFO ] [sig       ] [3313/3412] Completed WHD in 0.4s | 2.79 sym/s | Total: 19.8m | ETA: 35.5s
[2026-02-11T20:34:51.752846] [INFO ] [sig       ] [3314/3412] Forecasting WHF...
[2026-02-11T20:34:51.753074] [INFO ] [sig       ] Generating forecast for: WHF
[2026-02-11T20:34:51.753116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2026-02-11T20:34:51.765279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2026-02-11T20:34:51.765662] [INFO ] [FORECASTER] Starting predict_future for WHF
[2026-02-11T20:34:51.766604] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2026-02-11T20:34:51.766660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:51.766693] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:51.766720] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:51.766779] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:51.830037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:51.831015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:51.831119] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:51.831158] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:51.966388] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:51.966555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:51.966628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:51.966663] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:51.970489] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: DOWN (p=31.71%)
[2026-02-11T20:34:51.970803] [INFO ] [FORECASTER] Completed predict_future for WHF
[2026-02-11T20:34:51.970954] [INFO ] [sig       ] WHF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:52.140119] [INFO ] [LOCAL     ] Saved forecast: WHF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WHF.txt
[2026-02-11T20:34:52.140315] [INFO ] [sig       ] [3314/3412] Completed WHF in 0.4s | 2.79 sym/s | Total: 19.8m | ETA: 35.1s
[2026-02-11T20:34:52.140359] [INFO ] [sig       ] [3315/3412] Forecasting WHG...
[2026-02-11T20:34:52.140394] [INFO ] [sig       ] Generating forecast for: WHG
[2026-02-11T20:34:52.140426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2026-02-11T20:34:52.153044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2026-02-11T20:34:52.153506] [INFO ] [FORECASTER] Starting predict_future for WHG
[2026-02-11T20:34:52.154697] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2026-02-11T20:34:52.154753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:52.154787] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:52.154813] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:52.154871] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:52.220490] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:52.221503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:52.221613] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:52.221652] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:52.332000] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:52.332172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:52.332238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:52.332270] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:52.336389] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2026-02-11T20:34:52.336779] [INFO ] [FORECASTER] Completed predict_future for WHG
[2026-02-11T20:34:52.336939] [INFO ] [sig       ] WHG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:52.494863] [INFO ] [LOCAL     ] Saved forecast: WHG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WHG.txt
[2026-02-11T20:34:52.495027] [INFO ] [sig       ] [3315/3412] Completed WHG in 0.4s | 2.79 sym/s | Total: 19.8m | ETA: 34.8s
[2026-02-11T20:34:52.495068] [INFO ] [sig       ] [3316/3412] Forecasting WIA...
[2026-02-11T20:34:52.495101] [INFO ] [sig       ] Generating forecast for: WIA
[2026-02-11T20:34:52.495135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2026-02-11T20:34:52.506382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2026-02-11T20:34:52.506776] [INFO ] [FORECASTER] Starting predict_future for WIA
[2026-02-11T20:34:52.507726] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2026-02-11T20:34:52.507783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:52.507817] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:52.507845] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:52.507924] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:52.572830] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:52.573760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:52.573848] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:52.573883] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:52.695508] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:52.695683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:52.695727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:52.695757] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:52.699741] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=52.54%)
[2026-02-11T20:34:52.700043] [INFO ] [FORECASTER] Completed predict_future for WIA
[2026-02-11T20:34:52.700185] [INFO ] [sig       ] WIA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:52.857278] [INFO ] [LOCAL     ] Saved forecast: WIA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WIA.txt
[2026-02-11T20:34:52.857486] [INFO ] [sig       ] [3316/3412] Completed WIA in 0.4s | 2.79 sym/s | Total: 19.8m | ETA: 34.4s
[2026-02-11T20:34:52.857566] [INFO ] [sig       ] [3317/3412] Forecasting WIMI...
[2026-02-11T20:34:52.857619] [INFO ] [sig       ] Generating forecast for: WIMI
[2026-02-11T20:34:52.857651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2026-02-11T20:34:52.872400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2026-02-11T20:34:52.872827] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2026-02-11T20:34:52.873708] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2026-02-11T20:34:52.873763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:52.873796] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:52.873824] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:52.873881] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:52.936643] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:52.937588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:52.937704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:52.937741] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:53.062495] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:53.062673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:53.062717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:53.062749] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:53.066240] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: DOWN (p=27.74%)
[2026-02-11T20:34:53.066533] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2026-02-11T20:34:53.066690] [INFO ] [sig       ] WIMI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:53.217805] [INFO ] [LOCAL     ] Saved forecast: WIMI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WIMI.txt
[2026-02-11T20:34:53.217995] [INFO ] [sig       ] [3317/3412] Completed WIMI in 0.4s | 2.79 sym/s | Total: 19.8m | ETA: 34.0s
[2026-02-11T20:34:53.218056] [INFO ] [sig       ] [3318/3412] Forecasting WINA...
[2026-02-11T20:34:53.218089] [INFO ] [sig       ] Generating forecast for: WINA
[2026-02-11T20:34:53.218122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2026-02-11T20:34:53.229770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2026-02-11T20:34:53.230213] [INFO ] [FORECASTER] Starting predict_future for WINA
[2026-02-11T20:34:53.231078] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2026-02-11T20:34:53.231130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:53.231162] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:53.231189] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:53.231245] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:53.289438] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:53.290109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:53.290195] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:53.290228] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:53.406249] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:53.406409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:53.406451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:53.406480] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:53.410225] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: DOWN (p=49.86%)
[2026-02-11T20:34:53.410522] [INFO ] [FORECASTER] Completed predict_future for WINA
[2026-02-11T20:34:53.410687] [INFO ] [sig       ] WINA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:53.552476] [INFO ] [LOCAL     ] Saved forecast: WINA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WINA.txt
[2026-02-11T20:34:53.552672] [INFO ] [sig       ] [3318/3412] Completed WINA in 0.3s | 2.79 sym/s | Total: 19.8m | ETA: 33.7s
[2026-02-11T20:34:53.552717] [INFO ] [sig       ] [3319/3412] Forecasting WING...
[2026-02-11T20:34:53.552745] [INFO ] [sig       ] Generating forecast for: WING
[2026-02-11T20:34:53.552775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2026-02-11T20:34:53.564509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2026-02-11T20:34:53.564962] [INFO ] [FORECASTER] Starting predict_future for WING
[2026-02-11T20:34:53.565834] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2026-02-11T20:34:53.565887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:53.565950] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:53.565978] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:53.566035] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:53.626820] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:53.631330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:53.631512] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:53.631548] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:53.755047] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:53.755210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:53.755252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:53.755281] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:53.758865] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: DOWN (p=49.82%)
[2026-02-11T20:34:53.759174] [INFO ] [FORECASTER] Completed predict_future for WING
[2026-02-11T20:34:53.759312] [INFO ] [sig       ] WING: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:53.904596] [INFO ] [LOCAL     ] Saved forecast: WING	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WING.txt
[2026-02-11T20:34:53.904768] [INFO ] [sig       ] [3319/3412] Completed WING in 0.4s | 2.79 sym/s | Total: 19.8m | ETA: 33.3s
[2026-02-11T20:34:53.904810] [INFO ] [sig       ] [3320/3412] Forecasting WINN...
[2026-02-11T20:34:53.904841] [INFO ] [sig       ] Generating forecast for: WINN
[2026-02-11T20:34:53.904872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2026-02-11T20:34:53.916478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2026-02-11T20:34:53.916895] [INFO ] [FORECASTER] Starting predict_future for WINN
[2026-02-11T20:34:53.917766] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2026-02-11T20:34:53.917820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:53.917882] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:53.917912] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:53.917971] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:53.980182] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:53.981313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:53.981412] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:53.981446] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:54.112763] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:54.112924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:54.112966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:54.112996] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:54.116558] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: UP (p=80.68%)
[2026-02-11T20:34:54.116905] [INFO ] [FORECASTER] Completed predict_future for WINN
[2026-02-11T20:34:54.117058] [INFO ] [sig       ] WINN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:54.261381] [INFO ] [LOCAL     ] Saved forecast: WINN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WINN.txt
[2026-02-11T20:34:54.261559] [INFO ] [sig       ] [3320/3412] Completed WINN in 0.4s | 2.79 sym/s | Total: 19.8m | ETA: 33.0s
[2026-02-11T20:34:54.261623] [INFO ] [sig       ] [3321/3412] Forecasting WIX...
[2026-02-11T20:34:54.261661] [INFO ] [sig       ] Generating forecast for: WIX
[2026-02-11T20:34:54.261695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2026-02-11T20:34:54.273489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2026-02-11T20:34:54.273926] [INFO ] [FORECASTER] Starting predict_future for WIX
[2026-02-11T20:34:54.274784] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2026-02-11T20:34:54.274838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:54.274873] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:54.274901] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:54.274961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:54.339713] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:54.340682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:54.340774] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:54.340829] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:54.467137] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:54.467306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:54.467349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:54.467379] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:54.471276] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2026-02-11T20:34:54.471602] [INFO ] [FORECASTER] Completed predict_future for WIX
[2026-02-11T20:34:54.471762] [INFO ] [sig       ] WIX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:54.619538] [INFO ] [LOCAL     ] Saved forecast: WIX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WIX.txt
[2026-02-11T20:34:54.619707] [INFO ] [sig       ] [3321/3412] Completed WIX in 0.4s | 2.79 sym/s | Total: 19.8m | ETA: 32.6s
[2026-02-11T20:34:54.619752] [INFO ] [sig       ] [3322/3412] Forecasting WK...
[2026-02-11T20:34:54.619784] [INFO ] [sig       ] Generating forecast for: WK
[2026-02-11T20:34:54.619815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2026-02-11T20:34:54.630411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2026-02-11T20:34:54.630713] [INFO ] [FORECASTER] Starting predict_future for WK
[2026-02-11T20:34:54.631545] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2026-02-11T20:34:54.631621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:54.631656] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:54.631684] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:54.631744] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:54.691911] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:54.692734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:54.692836] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:54.692872] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:54.816288] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:54.816458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:54.816505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:54.816534] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:54.820013] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=34.80%)
[2026-02-11T20:34:54.820299] [INFO ] [FORECASTER] Completed predict_future for WK
[2026-02-11T20:34:54.820431] [INFO ] [sig       ] WK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:54.970254] [INFO ] [LOCAL     ] Saved forecast: WK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WK.txt
[2026-02-11T20:34:54.970422] [INFO ] [sig       ] [3322/3412] Completed WK in 0.4s | 2.79 sym/s | Total: 19.8m | ETA: 32.2s
[2026-02-11T20:34:54.970470] [INFO ] [sig       ] [3323/3412] Forecasting WKC...
[2026-02-11T20:34:54.970509] [INFO ] [sig       ] Generating forecast for: WKC
[2026-02-11T20:34:54.970542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2026-02-11T20:34:54.981722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2026-02-11T20:34:54.982037] [INFO ] [FORECASTER] Starting predict_future for WKC
[2026-02-11T20:34:54.982873] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2026-02-11T20:34:54.982924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:54.982955] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:54.982982] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:54.983039] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:55.043091] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:55.043907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:55.043991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:55.044023] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:55.173499] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:55.173694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:55.173751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:55.173782] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:55.177999] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2026-02-11T20:34:55.178301] [INFO ] [FORECASTER] Completed predict_future for WKC
[2026-02-11T20:34:55.178441] [INFO ] [sig       ] WKC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:55.344761] [INFO ] [LOCAL     ] Saved forecast: WKC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WKC.txt
[2026-02-11T20:34:55.344940] [INFO ] [sig       ] [3323/3412] Completed WKC in 0.4s | 2.79 sym/s | Total: 19.8m | ETA: 31.9s
[2026-02-11T20:34:55.344990] [INFO ] [sig       ] [3324/3412] Forecasting WKEY...
[2026-02-11T20:34:55.345027] [INFO ] [sig       ] Generating forecast for: WKEY
[2026-02-11T20:34:55.345064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2026-02-11T20:34:55.357300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2026-02-11T20:34:55.357773] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2026-02-11T20:34:55.358739] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2026-02-11T20:34:55.358795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:55.358829] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:55.358856] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:55.358914] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:55.418937] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:55.419967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:55.420056] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:55.420091] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:55.552468] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:55.552647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:55.552693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:55.552723] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:55.556455] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: UP (p=88.15%)
[2026-02-11T20:34:55.556827] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2026-02-11T20:34:55.556976] [INFO ] [sig       ] WKEY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:55.702165] [INFO ] [LOCAL     ] Saved forecast: WKEY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WKEY.txt
[2026-02-11T20:34:55.702331] [INFO ] [sig       ] [3324/3412] Completed WKEY in 0.4s | 2.79 sym/s | Total: 19.8m | ETA: 31.5s
[2026-02-11T20:34:55.702372] [INFO ] [sig       ] [3325/3412] Forecasting WKSP...
[2026-02-11T20:34:55.702402] [INFO ] [sig       ] Generating forecast for: WKSP
[2026-02-11T20:34:55.702433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2026-02-11T20:34:55.713765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2026-02-11T20:34:55.714159] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2026-02-11T20:34:55.715037] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2026-02-11T20:34:55.715090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:55.715122] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:55.715149] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:55.715207] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:55.774476] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:55.775637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:55.775748] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:55.775808] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:55.906500] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:55.906688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:55.906731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:55.906759] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:55.910951] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2026-02-11T20:34:55.911292] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2026-02-11T20:34:55.911434] [INFO ] [sig       ] WKSP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:56.064208] [INFO ] [LOCAL     ] Saved forecast: WKSP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WKSP.txt
[2026-02-11T20:34:56.064379] [INFO ] [sig       ] [3325/3412] Completed WKSP in 0.4s | 2.79 sym/s | Total: 19.9m | ETA: 31.2s
[2026-02-11T20:34:56.064421] [INFO ] [sig       ] [3326/3412] Forecasting WLDN...
[2026-02-11T20:34:56.064451] [INFO ] [sig       ] Generating forecast for: WLDN
[2026-02-11T20:34:56.064482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2026-02-11T20:34:56.075501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2026-02-11T20:34:56.075905] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2026-02-11T20:34:56.076785] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2026-02-11T20:34:56.076840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:56.076874] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:56.076901] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:56.076960] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:56.136245] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:56.137203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:56.137291] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:56.137329] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:56.255758] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:56.255919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:56.255960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:56.256004] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:56.259598] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2026-02-11T20:34:56.259896] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2026-02-11T20:34:56.260029] [INFO ] [sig       ] WLDN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:56.402845] [INFO ] [LOCAL     ] Saved forecast: WLDN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WLDN.txt
[2026-02-11T20:34:56.403003] [INFO ] [sig       ] [3326/3412] Completed WLDN in 0.3s | 2.79 sym/s | Total: 19.9m | ETA: 30.8s
[2026-02-11T20:34:56.403044] [INFO ] [sig       ] [3327/3412] Forecasting WLFC...
[2026-02-11T20:34:56.403076] [INFO ] [sig       ] Generating forecast for: WLFC
[2026-02-11T20:34:56.403107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2026-02-11T20:34:56.414726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2026-02-11T20:34:56.415112] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2026-02-11T20:34:56.416050] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2026-02-11T20:34:56.416105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:56.416139] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:56.416168] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:56.416226] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:56.476495] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:56.477393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:56.477482] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:56.477551] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:56.607042] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:56.607234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:56.607297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:56.607342] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:56.611701] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2026-02-11T20:34:56.612072] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2026-02-11T20:34:56.612228] [INFO ] [sig       ] WLFC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:56.768282] [INFO ] [LOCAL     ] Saved forecast: WLFC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WLFC.txt
[2026-02-11T20:34:56.768445] [INFO ] [sig       ] [3327/3412] Completed WLFC in 0.4s | 2.79 sym/s | Total: 19.9m | ETA: 30.5s
[2026-02-11T20:34:56.768488] [INFO ] [sig       ] [3328/3412] Forecasting WLK...
[2026-02-11T20:34:56.768520] [INFO ] [sig       ] Generating forecast for: WLK
[2026-02-11T20:34:56.768552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2026-02-11T20:34:56.781332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2026-02-11T20:34:56.781970] [INFO ] [FORECASTER] Starting predict_future for WLK
[2026-02-11T20:34:56.782838] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2026-02-11T20:34:56.782891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:56.782924] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:56.782950] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:56.783008] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:56.843112] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:56.844034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:56.844132] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:56.844183] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:56.969773] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:56.969939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:56.969980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:56.970011] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:56.973549] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=29.19%)
[2026-02-11T20:34:56.973918] [INFO ] [FORECASTER] Completed predict_future for WLK
[2026-02-11T20:34:56.974064] [INFO ] [sig       ] WLK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:57.114234] [INFO ] [LOCAL     ] Saved forecast: WLK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WLK.txt
[2026-02-11T20:34:57.114394] [INFO ] [sig       ] [3328/3412] Completed WLK in 0.3s | 2.79 sym/s | Total: 19.9m | ETA: 30.1s
[2026-02-11T20:34:57.114441] [INFO ] [sig       ] [3329/3412] Forecasting WLKP...
[2026-02-11T20:34:57.114477] [INFO ] [sig       ] Generating forecast for: WLKP
[2026-02-11T20:34:57.114513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2026-02-11T20:34:57.124957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2026-02-11T20:34:57.125215] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2026-02-11T20:34:57.126040] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2026-02-11T20:34:57.126093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:57.126124] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:57.126150] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:57.126206] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:57.184359] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:57.184999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:57.185080] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:57.185112] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:57.303074] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:57.303232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:57.303273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:57.303300] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:57.306741] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=21.42%)
[2026-02-11T20:34:57.307020] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2026-02-11T20:34:57.307146] [INFO ] [sig       ] WLKP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:57.456101] [INFO ] [LOCAL     ] Saved forecast: WLKP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WLKP.txt
[2026-02-11T20:34:57.456239] [INFO ] [sig       ] [3329/3412] Completed WLKP in 0.3s | 2.79 sym/s | Total: 19.9m | ETA: 29.7s
[2026-02-11T20:34:57.456279] [INFO ] [sig       ] [3330/3412] Forecasting WMG...
[2026-02-11T20:34:57.456307] [INFO ] [sig       ] Generating forecast for: WMG
[2026-02-11T20:34:57.456336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2026-02-11T20:34:57.472290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2026-02-11T20:34:57.472883] [INFO ] [FORECASTER] Starting predict_future for WMG
[2026-02-11T20:34:57.473837] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2026-02-11T20:34:57.473890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:57.473922] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:57.473964] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:57.474024] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:57.535713] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:57.536624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:57.536751] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:57.536786] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:57.669061] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:57.669170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:57.669210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:57.669239] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:57.674046] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2026-02-11T20:34:57.674380] [INFO ] [FORECASTER] Completed predict_future for WMG
[2026-02-11T20:34:57.674564] [INFO ] [sig       ] WMG: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:57.841203] [INFO ] [LOCAL     ] Saved forecast: WMG	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WMG.txt
[2026-02-11T20:34:57.841563] [INFO ] [sig       ] [3330/3412] Completed WMG in 0.4s | 2.79 sym/s | Total: 19.9m | ETA: 29.4s
[2026-02-11T20:34:57.841623] [INFO ] [sig       ] [3331/3412] Forecasting WMK...
[2026-02-11T20:34:57.841655] [INFO ] [sig       ] Generating forecast for: WMK
[2026-02-11T20:34:57.841695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2026-02-11T20:34:57.852792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2026-02-11T20:34:57.853179] [INFO ] [FORECASTER] Starting predict_future for WMK
[2026-02-11T20:34:57.854070] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2026-02-11T20:34:57.854127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:57.854160] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:57.854189] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:57.854249] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:57.915990] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:57.917165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:57.917261] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:57.917296] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:58.043378] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:58.043532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:58.043591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:58.043624] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:58.047024] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=28.20%)
[2026-02-11T20:34:58.047301] [INFO ] [FORECASTER] Completed predict_future for WMK
[2026-02-11T20:34:58.047428] [INFO ] [sig       ] WMK: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:58.188250] [INFO ] [LOCAL     ] Saved forecast: WMK	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WMK.txt
[2026-02-11T20:34:58.188379] [INFO ] [sig       ] [3331/3412] Completed WMK in 0.3s | 2.79 sym/s | Total: 19.9m | ETA: 29.0s
[2026-02-11T20:34:58.188420] [INFO ] [sig       ] [3332/3412] Forecasting WMS...
[2026-02-11T20:34:58.188457] [INFO ] [sig       ] Generating forecast for: WMS
[2026-02-11T20:34:58.188493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2026-02-11T20:34:58.199744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2026-02-11T20:34:58.200043] [INFO ] [FORECASTER] Starting predict_future for WMS
[2026-02-11T20:34:58.200914] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2026-02-11T20:34:58.200967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:58.200999] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:58.201025] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:58.201082] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:58.262758] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:58.263880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:58.264020] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:58.264056] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:58.389983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:58.390146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:58.390192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:58.390221] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:58.393786] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=39.62%)
[2026-02-11T20:34:58.394061] [INFO ] [FORECASTER] Completed predict_future for WMS
[2026-02-11T20:34:58.394191] [INFO ] [sig       ] WMS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:58.538264] [INFO ] [LOCAL     ] Saved forecast: WMS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WMS.txt
[2026-02-11T20:34:58.538421] [INFO ] [sig       ] [3332/3412] Completed WMS in 0.3s | 2.79 sym/s | Total: 19.9m | ETA: 28.7s
[2026-02-11T20:34:58.538466] [INFO ] [sig       ] [3333/3412] Forecasting WNC...
[2026-02-11T20:34:58.538495] [INFO ] [sig       ] Generating forecast for: WNC
[2026-02-11T20:34:58.538541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2026-02-11T20:34:58.550650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2026-02-11T20:34:58.551121] [INFO ] [FORECASTER] Starting predict_future for WNC
[2026-02-11T20:34:58.552135] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2026-02-11T20:34:58.552206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:58.552238] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:58.552264] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:58.552320] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:58.610487] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:58.611364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:58.611452] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:58.611485] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:58.736757] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:58.736918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:58.736958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:58.736987] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:58.740440] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=8.86%)
[2026-02-11T20:34:58.740760] [INFO ] [FORECASTER] Completed predict_future for WNC
[2026-02-11T20:34:58.740893] [INFO ] [sig       ] WNC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:58.885053] [INFO ] [LOCAL     ] Saved forecast: WNC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WNC.txt
[2026-02-11T20:34:58.885233] [INFO ] [sig       ] [3333/3412] Completed WNC in 0.3s | 2.79 sym/s | Total: 19.9m | ETA: 28.3s
[2026-02-11T20:34:58.885274] [INFO ] [sig       ] [3334/3412] Forecasting WNEB...
[2026-02-11T20:34:58.885305] [INFO ] [sig       ] Generating forecast for: WNEB
[2026-02-11T20:34:58.885344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2026-02-11T20:34:58.895687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2026-02-11T20:34:58.895988] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2026-02-11T20:34:58.896806] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2026-02-11T20:34:58.896859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:58.896892] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:58.896918] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:58.896976] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:58.954337] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:58.955097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:58.955178] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:58.955211] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:59.080504] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:59.080715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:59.080764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:59.080793] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:59.084451] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: DOWN (p=43.01%)
[2026-02-11T20:34:59.084764] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2026-02-11T20:34:59.084910] [INFO ] [sig       ] WNEB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:59.228279] [INFO ] [LOCAL     ] Saved forecast: WNEB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WNEB.txt
[2026-02-11T20:34:59.228428] [INFO ] [sig       ] [3334/3412] Completed WNEB in 0.3s | 2.79 sym/s | Total: 19.9m | ETA: 27.9s
[2026-02-11T20:34:59.228467] [INFO ] [sig       ] [3335/3412] Forecasting WOOD...
[2026-02-11T20:34:59.228501] [INFO ] [sig       ] Generating forecast for: WOOD
[2026-02-11T20:34:59.228547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2026-02-11T20:34:59.241278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2026-02-11T20:34:59.241928] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2026-02-11T20:34:59.242801] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2026-02-11T20:34:59.242856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:59.242887] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:59.242916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:59.243000] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:59.317971] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:59.318906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:59.319008] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:59.319042] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:59.429382] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:59.429533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:59.429608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:59.429640] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:59.433391] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2026-02-11T20:34:59.433882] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2026-02-11T20:34:59.434015] [INFO ] [sig       ] WOOD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:34:59.585699] [INFO ] [LOCAL     ] Saved forecast: WOOD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WOOD.txt
[2026-02-11T20:34:59.585865] [INFO ] [sig       ] [3335/3412] Completed WOOD in 0.4s | 2.79 sym/s | Total: 19.9m | ETA: 27.6s
[2026-02-11T20:34:59.585917] [INFO ] [sig       ] [3336/3412] Forecasting WOOF...
[2026-02-11T20:34:59.585947] [INFO ] [sig       ] Generating forecast for: WOOF
[2026-02-11T20:34:59.585977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2026-02-11T20:34:59.596850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2026-02-11T20:34:59.597153] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2026-02-11T20:34:59.598012] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2026-02-11T20:34:59.598065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:59.598097] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:59.598124] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:59.598180] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:34:59.656148] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:34:59.656912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:34:59.656997] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:34:59.657029] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:34:59.781717] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:34:59.782033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:34:59.782088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:34:59.782118] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:34:59.785858] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2026-02-11T20:34:59.786159] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2026-02-11T20:34:59.786299] [INFO ] [sig       ] WOOF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:34:59.930457] [INFO ] [LOCAL     ] Saved forecast: WOOF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WOOF.txt
[2026-02-11T20:34:59.930611] [INFO ] [sig       ] [3336/3412] Completed WOOF in 0.3s | 2.79 sym/s | Total: 19.9m | ETA: 27.2s
[2026-02-11T20:34:59.930655] [INFO ] [sig       ] [3337/3412] Forecasting WPC...
[2026-02-11T20:34:59.930684] [INFO ] [sig       ] Generating forecast for: WPC
[2026-02-11T20:34:59.930714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2026-02-11T20:34:59.941805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2026-02-11T20:34:59.942162] [INFO ] [FORECASTER] Starting predict_future for WPC
[2026-02-11T20:34:59.943017] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2026-02-11T20:34:59.943069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:34:59.943132] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:34:59.943161] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:34:59.943219] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:00.004180] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:00.005050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:00.005151] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:00.005186] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:00.126482] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:00.126666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:00.126709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:00.126738] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:00.130359] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2026-02-11T20:35:00.130705] [INFO ] [FORECASTER] Completed predict_future for WPC
[2026-02-11T20:35:00.130846] [INFO ] [sig       ] WPC: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:00.273604] [INFO ] [LOCAL     ] Saved forecast: WPC	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WPC.txt
[2026-02-11T20:35:00.273753] [INFO ] [sig       ] [3337/3412] Completed WPC in 0.3s | 2.79 sym/s | Total: 19.9m | ETA: 26.9s
[2026-02-11T20:35:00.273793] [INFO ] [sig       ] [3338/3412] Forecasting WPP...
[2026-02-11T20:35:00.273823] [INFO ] [sig       ] Generating forecast for: WPP
[2026-02-11T20:35:00.273854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2026-02-11T20:35:00.284756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2026-02-11T20:35:00.285135] [INFO ] [FORECASTER] Starting predict_future for WPP
[2026-02-11T20:35:00.286054] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2026-02-11T20:35:00.286108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:00.286141] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:00.286169] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:00.286228] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:00.356153] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:00.357071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:00.357161] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:00.357194] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:00.479732] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:00.479907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:00.479948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:00.479977] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:00.483487] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2026-02-11T20:35:00.483840] [INFO ] [FORECASTER] Completed predict_future for WPP
[2026-02-11T20:35:00.483979] [INFO ] [sig       ] WPP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:00.632971] [INFO ] [LOCAL     ] Saved forecast: WPP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WPP.txt
[2026-02-11T20:35:00.633151] [INFO ] [sig       ] [3338/3412] Completed WPP in 0.4s | 2.79 sym/s | Total: 19.9m | ETA: 26.5s
[2026-02-11T20:35:00.633191] [INFO ] [sig       ] [3339/3412] Forecasting WRAP...
[2026-02-11T20:35:00.633222] [INFO ] [sig       ] Generating forecast for: WRAP
[2026-02-11T20:35:00.633252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2026-02-11T20:35:00.645188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2026-02-11T20:35:00.645550] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2026-02-11T20:35:00.646626] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2026-02-11T20:35:00.646869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:00.646902] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:00.646928] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:00.646985] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:00.710843] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:00.711737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:00.712032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:00.712066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:00.837558] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:00.837746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:00.837787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:00.837815] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:00.841248] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=16.68%)
[2026-02-11T20:35:00.841553] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2026-02-11T20:35:00.841715] [INFO ] [sig       ] WRAP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:00.983985] [INFO ] [LOCAL     ] Saved forecast: WRAP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WRAP.txt
[2026-02-11T20:35:00.984137] [INFO ] [sig       ] [3339/3412] Completed WRAP in 0.4s | 2.79 sym/s | Total: 19.9m | ETA: 26.2s
[2026-02-11T20:35:00.984176] [INFO ] [sig       ] [3340/3412] Forecasting WRB...
[2026-02-11T20:35:00.984207] [INFO ] [sig       ] Generating forecast for: WRB
[2026-02-11T20:35:00.984237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2026-02-11T20:35:00.994566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2026-02-11T20:35:00.994987] [INFO ] [FORECASTER] Starting predict_future for WRB
[2026-02-11T20:35:00.995876] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2026-02-11T20:35:00.995930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:00.995961] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:00.995987] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:00.996043] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:01.056093] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:01.056911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:01.056997] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:01.057032] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:01.175357] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:01.175519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:01.175562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:01.175665] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:01.179291] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=41.06%)
[2026-02-11T20:35:01.179627] [INFO ] [FORECASTER] Completed predict_future for WRB
[2026-02-11T20:35:01.179766] [INFO ] [sig       ] WRB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:01.361090] [INFO ] [LOCAL     ] Saved forecast: WRB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WRB.txt
[2026-02-11T20:35:01.361331] [INFO ] [sig       ] [3340/3412] Completed WRB in 0.4s | 2.79 sym/s | Total: 19.9m | ETA: 25.8s
[2026-02-11T20:35:01.361378] [INFO ] [sig       ] [3341/3412] Forecasting WRBY...
[2026-02-11T20:35:01.361407] [INFO ] [sig       ] Generating forecast for: WRBY
[2026-02-11T20:35:01.361437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2026-02-11T20:35:01.373430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2026-02-11T20:35:01.373851] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2026-02-11T20:35:01.374738] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2026-02-11T20:35:01.374797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:01.374830] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:01.374857] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:01.374921] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:01.437926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:01.438890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:01.438987] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:01.439023] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:01.570650] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:01.570838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:01.570897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:01.570944] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:01.575817] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: UP (p=78.14%)
[2026-02-11T20:35:01.576208] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2026-02-11T20:35:01.576397] [INFO ] [sig       ] WRBY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:01.762475] [INFO ] [LOCAL     ] Saved forecast: WRBY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WRBY.txt
[2026-02-11T20:35:01.762748] [INFO ] [sig       ] [3341/3412] Completed WRBY in 0.4s | 2.79 sym/s | Total: 20.0m | ETA: 25.4s
[2026-02-11T20:35:01.762806] [INFO ] [sig       ] [3342/3412] Forecasting WRLD...
[2026-02-11T20:35:01.762849] [INFO ] [sig       ] Generating forecast for: WRLD
[2026-02-11T20:35:01.762892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2026-02-11T20:35:01.778566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2026-02-11T20:35:01.779141] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2026-02-11T20:35:01.780657] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2026-02-11T20:35:01.780747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:01.780791] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:01.780828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:01.780911] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:01.865502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:01.866648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:01.866762] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:01.866979] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:01.997250] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:01.997419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:01.997464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:01.997496] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:02.001371] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2026-02-11T20:35:02.001837] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2026-02-11T20:35:02.002030] [INFO ] [sig       ] WRLD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:02.160823] [INFO ] [LOCAL     ] Saved forecast: WRLD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WRLD.txt
[2026-02-11T20:35:02.161008] [INFO ] [sig       ] [3342/3412] Completed WRLD in 0.4s | 2.79 sym/s | Total: 20.0m | ETA: 25.1s
[2026-02-11T20:35:02.161048] [INFO ] [sig       ] [3343/3412] Forecasting WSBC...
[2026-02-11T20:35:02.161079] [INFO ] [sig       ] Generating forecast for: WSBC
[2026-02-11T20:35:02.161110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2026-02-11T20:35:02.173209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2026-02-11T20:35:02.173703] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2026-02-11T20:35:02.174754] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2026-02-11T20:35:02.174845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:02.174880] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:02.174909] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:02.174968] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:02.234770] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:02.235721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:02.235814] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:02.235850] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:02.360435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:02.360631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:02.360679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:02.360709] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:02.364438] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=43.58%)
[2026-02-11T20:35:02.364791] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2026-02-11T20:35:02.364942] [INFO ] [sig       ] WSBC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:02.520903] [INFO ] [LOCAL     ] Saved forecast: WSBC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WSBC.txt
[2026-02-11T20:35:02.521064] [INFO ] [sig       ] [3343/3412] Completed WSBC in 0.4s | 2.79 sym/s | Total: 20.0m | ETA: 24.7s
[2026-02-11T20:35:02.521105] [INFO ] [sig       ] [3344/3412] Forecasting WSBF...
[2026-02-11T20:35:02.521136] [INFO ] [sig       ] Generating forecast for: WSBF
[2026-02-11T20:35:02.521168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2026-02-11T20:35:02.532427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2026-02-11T20:35:02.532886] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2026-02-11T20:35:02.533805] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2026-02-11T20:35:02.533861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:02.533897] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:02.533926] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:02.533987] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:02.594427] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:02.595387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:02.595479] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:02.595517] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:02.717237] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:02.717412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:02.717453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:02.717484] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:02.721332] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=47.90%)
[2026-02-11T20:35:02.721762] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2026-02-11T20:35:02.721919] [INFO ] [sig       ] WSBF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:02.880519] [INFO ] [LOCAL     ] Saved forecast: WSBF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WSBF.txt
[2026-02-11T20:35:02.880722] [INFO ] [sig       ] [3344/3412] Completed WSBF in 0.4s | 2.79 sym/s | Total: 20.0m | ETA: 24.4s
[2026-02-11T20:35:02.880777] [INFO ] [sig       ] [3345/3412] Forecasting WSC...
[2026-02-11T20:35:02.880809] [INFO ] [sig       ] Generating forecast for: WSC
[2026-02-11T20:35:02.880840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2026-02-11T20:35:02.892974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2026-02-11T20:35:02.893368] [INFO ] [FORECASTER] Starting predict_future for WSC
[2026-02-11T20:35:02.894255] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2026-02-11T20:35:02.894310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:02.894344] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:02.894373] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:02.894431] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:02.955276] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:02.956254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:02.956347] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:02.956382] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:03.084678] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:03.084846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:03.084891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:03.084924] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:03.088612] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=47.97%)
[2026-02-11T20:35:03.088932] [INFO ] [FORECASTER] Completed predict_future for WSC
[2026-02-11T20:35:03.089079] [INFO ] [sig       ] WSC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:03.247176] [INFO ] [LOCAL     ] Saved forecast: WSC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WSC.txt
[2026-02-11T20:35:03.247341] [INFO ] [sig       ] [3345/3412] Completed WSC in 0.4s | 2.79 sym/s | Total: 20.0m | ETA: 24.0s
[2026-02-11T20:35:03.247384] [INFO ] [sig       ] [3346/3412] Forecasting WSFS...
[2026-02-11T20:35:03.247413] [INFO ] [sig       ] Generating forecast for: WSFS
[2026-02-11T20:35:03.247443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2026-02-11T20:35:03.258470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2026-02-11T20:35:03.258849] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2026-02-11T20:35:03.259784] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2026-02-11T20:35:03.259839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:03.259873] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:03.259901] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:03.259961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:03.320184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:03.321199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:03.321287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:03.321322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:03.439444] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:03.439621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:03.439672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:03.439704] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:03.443112] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: UP (p=53.29%)
[2026-02-11T20:35:03.443391] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2026-02-11T20:35:03.443520] [INFO ] [sig       ] WSFS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:03.593687] [INFO ] [LOCAL     ] Saved forecast: WSFS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WSFS.txt
[2026-02-11T20:35:03.593824] [INFO ] [sig       ] [3346/3412] Completed WSFS in 0.3s | 2.79 sym/s | Total: 20.0m | ETA: 23.6s
[2026-02-11T20:35:03.593864] [INFO ] [sig       ] [3347/3412] Forecasting WSM...
[2026-02-11T20:35:03.593893] [INFO ] [sig       ] Generating forecast for: WSM
[2026-02-11T20:35:03.593923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2026-02-11T20:35:03.605338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2026-02-11T20:35:03.605696] [INFO ] [FORECASTER] Starting predict_future for WSM
[2026-02-11T20:35:03.606554] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2026-02-11T20:35:03.606640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:03.606679] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:03.606709] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:03.606770] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:03.669804] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:03.670880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:03.671001] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:03.671036] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:03.792221] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:03.792386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:03.792427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:03.792457] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:03.796149] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2026-02-11T20:35:03.796432] [INFO ] [FORECASTER] Completed predict_future for WSM
[2026-02-11T20:35:03.796563] [INFO ] [sig       ] WSM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:03.940219] [INFO ] [LOCAL     ] Saved forecast: WSM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WSM.txt
[2026-02-11T20:35:03.940348] [INFO ] [sig       ] [3347/3412] Completed WSM in 0.3s | 2.79 sym/s | Total: 20.0m | ETA: 23.3s
[2026-02-11T20:35:03.940387] [INFO ] [sig       ] [3348/3412] Forecasting WSO...
[2026-02-11T20:35:03.940417] [INFO ] [sig       ] Generating forecast for: WSO
[2026-02-11T20:35:03.940447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2026-02-11T20:35:03.951473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2026-02-11T20:35:03.951787] [INFO ] [FORECASTER] Starting predict_future for WSO
[2026-02-11T20:35:03.952609] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2026-02-11T20:35:03.952662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:03.952694] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:03.952721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:03.952778] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:04.013938] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:04.014923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:04.015031] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:04.015067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:04.139143] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:04.139299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:04.139342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:04.139371] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:04.142874] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=45.68%)
[2026-02-11T20:35:04.143171] [INFO ] [FORECASTER] Completed predict_future for WSO
[2026-02-11T20:35:04.143301] [INFO ] [sig       ] WSO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:04.289539] [INFO ] [LOCAL     ] Saved forecast: WSO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WSO.txt
[2026-02-11T20:35:04.289736] [INFO ] [sig       ] [3348/3412] Completed WSO in 0.3s | 2.79 sym/s | Total: 20.0m | ETA: 22.9s
[2026-02-11T20:35:04.289778] [INFO ] [sig       ] [3349/3412] Forecasting WTBA...
[2026-02-11T20:35:04.289807] [INFO ] [sig       ] Generating forecast for: WTBA
[2026-02-11T20:35:04.289837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2026-02-11T20:35:04.300908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2026-02-11T20:35:04.301181] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2026-02-11T20:35:04.302176] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2026-02-11T20:35:04.302229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:04.302261] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:04.302288] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:04.302345] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:04.360841] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:04.361605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:04.361693] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:04.361727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:04.485250] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:04.485429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:04.485473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:04.485503] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:04.489987] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: UP (p=91.32%)
[2026-02-11T20:35:04.490333] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2026-02-11T20:35:04.490492] [INFO ] [sig       ] WTBA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:04.639338] [INFO ] [LOCAL     ] Saved forecast: WTBA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WTBA.txt
[2026-02-11T20:35:04.639757] [INFO ] [sig       ] [3349/3412] Completed WTBA in 0.3s | 2.79 sym/s | Total: 20.0m | ETA: 22.6s
[2026-02-11T20:35:04.639813] [INFO ] [sig       ] [3350/3412] Forecasting WTFC...
[2026-02-11T20:35:04.639844] [INFO ] [sig       ] Generating forecast for: WTFC
[2026-02-11T20:35:04.639875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2026-02-11T20:35:04.652307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2026-02-11T20:35:04.652692] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2026-02-11T20:35:04.653766] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2026-02-11T20:35:04.653821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:04.653854] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:04.653882] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:04.653941] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:04.714440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:04.715247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:04.715335] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:04.715370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:04.841561] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:04.841740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:04.841798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:04.841829] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:04.845322] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=41.25%)
[2026-02-11T20:35:04.845635] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2026-02-11T20:35:04.845771] [INFO ] [sig       ] WTFC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:04.994047] [INFO ] [LOCAL     ] Saved forecast: WTFC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WTFC.txt
[2026-02-11T20:35:04.994233] [INFO ] [sig       ] [3350/3412] Completed WTFC in 0.4s | 2.79 sym/s | Total: 20.0m | ETA: 22.2s
[2026-02-11T20:35:04.994275] [INFO ] [sig       ] [3351/3412] Forecasting WTI...
[2026-02-11T20:35:04.994305] [INFO ] [sig       ] Generating forecast for: WTI
[2026-02-11T20:35:04.994335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2026-02-11T20:35:05.008471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2026-02-11T20:35:05.008907] [INFO ] [FORECASTER] Starting predict_future for WTI
[2026-02-11T20:35:05.009900] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2026-02-11T20:35:05.009961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:05.010006] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:05.010039] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:05.010099] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:05.074105] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:05.075075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:05.075168] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:05.075202] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:05.201604] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:05.201819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:05.201866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:05.201897] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:05.205531] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=33.56%)
[2026-02-11T20:35:05.205854] [INFO ] [FORECASTER] Completed predict_future for WTI
[2026-02-11T20:35:05.205989] [INFO ] [sig       ] WTI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:05.356596] [INFO ] [LOCAL     ] Saved forecast: WTI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WTI.txt
[2026-02-11T20:35:05.356764] [INFO ] [sig       ] [3351/3412] Completed WTI in 0.4s | 2.79 sym/s | Total: 20.0m | ETA: 21.9s
[2026-02-11T20:35:05.356808] [INFO ] [sig       ] [3352/3412] Forecasting WTRG...
[2026-02-11T20:35:05.356841] [INFO ] [sig       ] Generating forecast for: WTRG
[2026-02-11T20:35:05.356874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2026-02-11T20:35:05.370758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2026-02-11T20:35:05.371538] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2026-02-11T20:35:05.373084] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2026-02-11T20:35:05.373145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:05.373181] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:05.373211] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:05.373274] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:05.440565] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:05.441980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:05.442188] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:05.442232] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:05.585983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:05.586429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:05.586553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:05.586626] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:05.591185] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=80.04%)
[2026-02-11T20:35:05.591758] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2026-02-11T20:35:05.591967] [INFO ] [sig       ] WTRG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:05.756616] [INFO ] [LOCAL     ] Saved forecast: WTRG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WTRG.txt
[2026-02-11T20:35:05.756847] [INFO ] [sig       ] [3352/3412] Completed WTRG in 0.4s | 2.79 sym/s | Total: 20.0m | ETA: 21.5s
[2026-02-11T20:35:05.756895] [INFO ] [sig       ] [3353/3412] Forecasting WTS...
[2026-02-11T20:35:05.756930] [INFO ] [sig       ] Generating forecast for: WTS
[2026-02-11T20:35:05.756965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2026-02-11T20:35:05.774034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2026-02-11T20:35:05.774799] [INFO ] [FORECASTER] Starting predict_future for WTS
[2026-02-11T20:35:05.776526] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2026-02-11T20:35:05.776625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:05.776681] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:05.776724] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:05.776848] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:05.840836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:05.842077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:05.842186] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:05.842224] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:05.980370] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:05.980737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:05.980989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:05.981030] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:05.985913] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2026-02-11T20:35:05.986368] [INFO ] [FORECASTER] Completed predict_future for WTS
[2026-02-11T20:35:05.986564] [INFO ] [sig       ] WTS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:06.147787] [INFO ] [LOCAL     ] Saved forecast: WTS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WTS.txt
[2026-02-11T20:35:06.148204] [INFO ] [sig       ] [3353/3412] Completed WTS in 0.4s | 2.79 sym/s | Total: 20.0m | ETA: 21.1s
[2026-02-11T20:35:06.148252] [INFO ] [sig       ] [3354/3412] Forecasting WULF...
[2026-02-11T20:35:06.148282] [INFO ] [sig       ] Generating forecast for: WULF
[2026-02-11T20:35:06.148315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2026-02-11T20:35:06.165736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2026-02-11T20:35:06.166407] [INFO ] [FORECASTER] Starting predict_future for WULF
[2026-02-11T20:35:06.167434] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2026-02-11T20:35:06.167491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:06.167644] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:06.167686] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:06.167754] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:06.230775] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:06.232087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:06.232209] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:06.232245] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:06.364331] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:06.364604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:06.364658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:06.364690] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:06.368934] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2026-02-11T20:35:06.369321] [INFO ] [FORECASTER] Completed predict_future for WULF
[2026-02-11T20:35:06.369490] [INFO ] [sig       ] WULF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:06.517501] [INFO ] [LOCAL     ] Saved forecast: WULF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WULF.txt
[2026-02-11T20:35:06.517749] [INFO ] [sig       ] [3354/3412] Completed WULF in 0.4s | 2.79 sym/s | Total: 20.0m | ETA: 20.8s
[2026-02-11T20:35:06.517793] [INFO ] [sig       ] [3355/3412] Forecasting WVE...
[2026-02-11T20:35:06.517824] [INFO ] [sig       ] Generating forecast for: WVE
[2026-02-11T20:35:06.517857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2026-02-11T20:35:06.530398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2026-02-11T20:35:06.530872] [INFO ] [FORECASTER] Starting predict_future for WVE
[2026-02-11T20:35:06.531852] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2026-02-11T20:35:06.531905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:06.531939] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:06.531967] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:06.532026] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:06.593178] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:06.594356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:06.594465] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:06.594500] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:06.728930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:06.729047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:06.729091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:06.729122] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:06.732873] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2026-02-11T20:35:06.733197] [INFO ] [FORECASTER] Completed predict_future for WVE
[2026-02-11T20:35:06.733352] [INFO ] [sig       ] WVE: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:06.884238] [INFO ] [LOCAL     ] Saved forecast: WVE	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WVE.txt
[2026-02-11T20:35:06.884413] [INFO ] [sig       ] [3355/3412] Completed WVE in 0.4s | 2.79 sym/s | Total: 20.0m | ETA: 20.4s
[2026-02-11T20:35:06.884459] [INFO ] [sig       ] [3356/3412] Forecasting WWD...
[2026-02-11T20:35:06.884490] [INFO ] [sig       ] Generating forecast for: WWD
[2026-02-11T20:35:06.884521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2026-02-11T20:35:06.896297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2026-02-11T20:35:06.896749] [INFO ] [FORECASTER] Starting predict_future for WWD
[2026-02-11T20:35:06.897701] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2026-02-11T20:35:06.897754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:06.897789] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:06.897817] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:06.897875] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:06.959788] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:06.960744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:06.960838] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:06.960873] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:07.092013] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:07.092181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:07.092223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:07.092253] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:07.095887] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2026-02-11T20:35:07.096184] [INFO ] [FORECASTER] Completed predict_future for WWD
[2026-02-11T20:35:07.096321] [INFO ] [sig       ] WWD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:07.246566] [INFO ] [LOCAL     ] Saved forecast: WWD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WWD.txt
[2026-02-11T20:35:07.246767] [INFO ] [sig       ] [3356/3412] Completed WWD in 0.4s | 2.79 sym/s | Total: 20.0m | ETA: 20.1s
[2026-02-11T20:35:07.246810] [INFO ] [sig       ] [3357/3412] Forecasting WY...
[2026-02-11T20:35:07.246841] [INFO ] [sig       ] Generating forecast for: WY
[2026-02-11T20:35:07.246873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2026-02-11T20:35:07.258359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2026-02-11T20:35:07.258766] [INFO ] [FORECASTER] Starting predict_future for WY
[2026-02-11T20:35:07.259627] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2026-02-11T20:35:07.259686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:07.259719] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:07.259749] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:07.259808] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:07.319175] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:07.320350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:07.320445] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:07.320479] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:07.438739] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:07.438912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:07.438956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:07.438987] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:07.442722] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=57.14%)
[2026-02-11T20:35:07.443017] [INFO ] [FORECASTER] Completed predict_future for WY
[2026-02-11T20:35:07.443155] [INFO ] [sig       ] WY: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:07.603451] [INFO ] [LOCAL     ] Saved forecast: WY	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/WY.txt
[2026-02-11T20:35:07.603611] [INFO ] [sig       ] [3357/3412] Completed WY in 0.4s | 2.79 sym/s | Total: 20.0m | ETA: 19.7s
[2026-02-11T20:35:07.603655] [INFO ] [sig       ] [3358/3412] Forecasting WYNN...
[2026-02-11T20:35:07.603690] [INFO ] [sig       ] Generating forecast for: WYNN
[2026-02-11T20:35:07.603721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2026-02-11T20:35:07.616729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2026-02-11T20:35:07.617175] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2026-02-11T20:35:07.618313] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2026-02-11T20:35:07.618375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:07.618408] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:07.618436] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:07.618496] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:07.681586] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:07.682506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:07.682625] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:07.682680] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:07.804987] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:07.805149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:07.805195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:07.805224] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:07.808914] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=7.22%)
[2026-02-11T20:35:07.809226] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2026-02-11T20:35:07.809365] [INFO ] [sig       ] WYNN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:07.950524] [INFO ] [LOCAL     ] Saved forecast: WYNN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/WYNN.txt
[2026-02-11T20:35:07.950694] [INFO ] [sig       ] [3358/3412] Completed WYNN in 0.3s | 2.79 sym/s | Total: 20.1m | ETA: 19.3s
[2026-02-11T20:35:07.950736] [INFO ] [sig       ] [3359/3412] Forecasting XBIL...
[2026-02-11T20:35:07.950767] [INFO ] [sig       ] Generating forecast for: XBIL
[2026-02-11T20:35:07.950798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2026-02-11T20:35:07.961682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2026-02-11T20:35:07.961993] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2026-02-11T20:35:07.962824] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2026-02-11T20:35:07.962878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:07.962911] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:07.962940] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:07.963003] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:08.023501] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:08.024316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:08.024411] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:08.024461] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:08.119819] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:08.119986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:08.120034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:08.120064] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:08.123749] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2026-02-11T20:35:08.124045] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2026-02-11T20:35:08.124178] [INFO ] [sig       ] XBIL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:08.267116] [INFO ] [LOCAL     ] Saved forecast: XBIL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/XBIL.txt
[2026-02-11T20:35:08.267262] [INFO ] [sig       ] [3359/3412] Completed XBIL in 0.3s | 2.79 sym/s | Total: 20.1m | ETA: 19.0s
[2026-02-11T20:35:08.267304] [INFO ] [sig       ] [3360/3412] Forecasting XEL...
[2026-02-11T20:35:08.267334] [INFO ] [sig       ] Generating forecast for: XEL
[2026-02-11T20:35:08.267367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2026-02-11T20:35:08.280626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2026-02-11T20:35:08.281283] [INFO ] [FORECASTER] Starting predict_future for XEL
[2026-02-11T20:35:08.282401] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2026-02-11T20:35:08.282466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:08.282509] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:08.282552] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:08.282677] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:08.345753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:08.346651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:08.346743] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:08.346777] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:08.476643] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:08.476818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:08.476861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:08.476890] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:08.481535] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=35.19%)
[2026-02-11T20:35:08.481929] [INFO ] [FORECASTER] Completed predict_future for XEL
[2026-02-11T20:35:08.482079] [INFO ] [sig       ] XEL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:08.633654] [INFO ] [LOCAL     ] Saved forecast: XEL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/XEL.txt
[2026-02-11T20:35:08.633818] [INFO ] [sig       ] [3360/3412] Completed XEL in 0.4s | 2.79 sym/s | Total: 20.1m | ETA: 18.6s
[2026-02-11T20:35:08.633863] [INFO ] [sig       ] [3361/3412] Forecasting XENE...
[2026-02-11T20:35:08.633896] [INFO ] [sig       ] Generating forecast for: XENE
[2026-02-11T20:35:08.633928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2026-02-11T20:35:08.645736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2026-02-11T20:35:08.646156] [INFO ] [FORECASTER] Starting predict_future for XENE
[2026-02-11T20:35:08.647045] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2026-02-11T20:35:08.647101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:08.647134] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:08.647163] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:08.647224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:08.708706] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:08.709624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:08.709729] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:08.709770] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:08.831782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:08.831951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:08.831994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:08.832042] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:08.835814] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=13.72%)
[2026-02-11T20:35:08.836134] [INFO ] [FORECASTER] Completed predict_future for XENE
[2026-02-11T20:35:08.836274] [INFO ] [sig       ] XENE: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:08.989417] [INFO ] [LOCAL     ] Saved forecast: XENE	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/XENE.txt
[2026-02-11T20:35:08.989612] [INFO ] [sig       ] [3361/3412] Completed XENE in 0.4s | 2.79 sym/s | Total: 20.1m | ETA: 18.3s
[2026-02-11T20:35:08.989669] [INFO ] [sig       ] [3362/3412] Forecasting XERS...
[2026-02-11T20:35:08.989715] [INFO ] [sig       ] Generating forecast for: XERS
[2026-02-11T20:35:08.989750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2026-02-11T20:35:09.001270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2026-02-11T20:35:09.001698] [INFO ] [FORECASTER] Starting predict_future for XERS
[2026-02-11T20:35:09.002546] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2026-02-11T20:35:09.002620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:09.002655] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:09.002684] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:09.002743] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:09.064895] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:09.066044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:09.066166] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:09.066205] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:09.188328] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:09.188492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:09.188536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:09.188566] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:09.192102] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=70.51%)
[2026-02-11T20:35:09.192412] [INFO ] [FORECASTER] Completed predict_future for XERS
[2026-02-11T20:35:09.192548] [INFO ] [sig       ] XERS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:09.342393] [INFO ] [LOCAL     ] Saved forecast: XERS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/XERS.txt
[2026-02-11T20:35:09.342564] [INFO ] [sig       ] [3362/3412] Completed XERS in 0.4s | 2.79 sym/s | Total: 20.1m | ETA: 17.9s
[2026-02-11T20:35:09.342698] [INFO ] [sig       ] [3363/3412] Forecasting XGN...
[2026-02-11T20:35:09.342732] [INFO ] [sig       ] Generating forecast for: XGN
[2026-02-11T20:35:09.342764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2026-02-11T20:35:09.353507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2026-02-11T20:35:09.353904] [INFO ] [FORECASTER] Starting predict_future for XGN
[2026-02-11T20:35:09.354744] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2026-02-11T20:35:09.354797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:09.354828] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:09.354855] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:09.354912] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:09.413165] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:09.414071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:09.414161] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:09.414212] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:09.540500] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:09.540684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:09.540729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:09.540760] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:09.544531] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: UP (p=84.15%)
[2026-02-11T20:35:09.544902] [INFO ] [FORECASTER] Completed predict_future for XGN
[2026-02-11T20:35:09.545051] [INFO ] [sig       ] XGN: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:09.718959] [INFO ] [LOCAL     ] Saved forecast: XGN	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/XGN.txt
[2026-02-11T20:35:09.719125] [INFO ] [sig       ] [3363/3412] Completed XGN in 0.4s | 2.79 sym/s | Total: 20.1m | ETA: 17.6s
[2026-02-11T20:35:09.719166] [INFO ] [sig       ] [3364/3412] Forecasting XOM...
[2026-02-11T20:35:09.719197] [INFO ] [sig       ] Generating forecast for: XOM
[2026-02-11T20:35:09.719230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2026-02-11T20:35:09.734231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2026-02-11T20:35:09.734738] [INFO ] [FORECASTER] Starting predict_future for XOM
[2026-02-11T20:35:09.736050] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2026-02-11T20:35:09.736131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:09.736178] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:09.736220] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:09.736307] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:09.820117] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:09.821045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:09.821172] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:09.821216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:09.959987] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:09.960179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:09.960239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:09.960285] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:09.965745] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2026-02-11T20:35:09.966185] [INFO ] [FORECASTER] Completed predict_future for XOM
[2026-02-11T20:35:09.966376] [INFO ] [sig       ] XOM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:10.128753] [INFO ] [LOCAL     ] Saved forecast: XOM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/XOM.txt
[2026-02-11T20:35:10.128928] [INFO ] [sig       ] [3364/3412] Completed XOM in 0.4s | 2.79 sym/s | Total: 20.1m | ETA: 17.2s
[2026-02-11T20:35:10.128970] [INFO ] [sig       ] [3365/3412] Forecasting XOMA...
[2026-02-11T20:35:10.129001] [INFO ] [sig       ] Generating forecast for: XOMA
[2026-02-11T20:35:10.129031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2026-02-11T20:35:10.140029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2026-02-11T20:35:10.140449] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2026-02-11T20:35:10.141332] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2026-02-11T20:35:10.141390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:10.141424] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:10.141465] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:10.141525] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:10.201536] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:10.202446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:10.202537] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:10.202592] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:10.334696] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:10.334861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:10.334903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:10.334932] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:10.338466] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2026-02-11T20:35:10.338793] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2026-02-11T20:35:10.338932] [INFO ] [sig       ] XOMA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:10.480472] [INFO ] [LOCAL     ] Saved forecast: XOMA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/XOMA.txt
[2026-02-11T20:35:10.480657] [INFO ] [sig       ] [3365/3412] Completed XOMA in 0.4s | 2.79 sym/s | Total: 20.1m | ETA: 16.8s
[2026-02-11T20:35:10.480700] [INFO ] [sig       ] [3366/3412] Forecasting XOS...
[2026-02-11T20:35:10.480731] [INFO ] [sig       ] Generating forecast for: XOS
[2026-02-11T20:35:10.480761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2026-02-11T20:35:10.491269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2026-02-11T20:35:10.491641] [INFO ] [FORECASTER] Starting predict_future for XOS
[2026-02-11T20:35:10.492518] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2026-02-11T20:35:10.492592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:10.492628] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:10.492656] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:10.492714] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:10.550477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:10.551454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:10.551544] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:10.551600] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:10.668638] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:10.668812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:10.668862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:10.668891] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:10.672405] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2026-02-11T20:35:10.672733] [INFO ] [FORECASTER] Completed predict_future for XOS
[2026-02-11T20:35:10.672874] [INFO ] [sig       ] XOS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:10.816720] [INFO ] [LOCAL     ] Saved forecast: XOS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/XOS.txt
[2026-02-11T20:35:10.816887] [INFO ] [sig       ] [3366/3412] Completed XOS in 0.3s | 2.79 sym/s | Total: 20.1m | ETA: 16.5s
[2026-02-11T20:35:10.816927] [INFO ] [sig       ] [3367/3412] Forecasting XP...
[2026-02-11T20:35:10.816955] [INFO ] [sig       ] Generating forecast for: XP
[2026-02-11T20:35:10.816985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2026-02-11T20:35:10.828919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2026-02-11T20:35:10.829445] [INFO ] [FORECASTER] Starting predict_future for XP
[2026-02-11T20:35:10.830305] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2026-02-11T20:35:10.830358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:10.830389] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:10.830415] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:10.830471] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:10.888268] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:10.889109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:10.889196] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:10.889230] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:11.012411] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:11.012593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:11.012637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:11.012665] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:11.016116] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=7.01%)
[2026-02-11T20:35:11.016403] [INFO ] [FORECASTER] Completed predict_future for XP
[2026-02-11T20:35:11.016537] [INFO ] [sig       ] XP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:11.155111] [INFO ] [LOCAL     ] Saved forecast: XP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/XP.txt
[2026-02-11T20:35:11.155289] [INFO ] [sig       ] [3367/3412] Completed XP in 0.3s | 2.79 sym/s | Total: 20.1m | ETA: 16.1s
[2026-02-11T20:35:11.155331] [INFO ] [sig       ] [3368/3412] Forecasting XPEL...
[2026-02-11T20:35:11.155360] [INFO ] [sig       ] Generating forecast for: XPEL
[2026-02-11T20:35:11.155390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2026-02-11T20:35:11.166092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2026-02-11T20:35:11.166384] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2026-02-11T20:35:11.167204] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2026-02-11T20:35:11.167257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:11.167289] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:11.167315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:11.167372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:11.228795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:11.229724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:11.229823] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:11.229863] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:11.349988] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:11.350150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:11.350194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:11.350221] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:11.353662] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=29.42%)
[2026-02-11T20:35:11.353988] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2026-02-11T20:35:11.354123] [INFO ] [sig       ] XPEL: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:11.498954] [INFO ] [LOCAL     ] Saved forecast: XPEL	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/XPEL.txt
[2026-02-11T20:35:11.499118] [INFO ] [sig       ] [3368/3412] Completed XPEL in 0.3s | 2.79 sym/s | Total: 20.1m | ETA: 15.8s
[2026-02-11T20:35:11.499158] [INFO ] [sig       ] [3369/3412] Forecasting XPO...
[2026-02-11T20:35:11.499188] [INFO ] [sig       ] Generating forecast for: XPO
[2026-02-11T20:35:11.499239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2026-02-11T20:35:11.512186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2026-02-11T20:35:11.512610] [INFO ] [FORECASTER] Starting predict_future for XPO
[2026-02-11T20:35:11.513443] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2026-02-11T20:35:11.513496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:11.513528] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:11.513554] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:11.513634] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:11.571413] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:11.572317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:11.572404] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:11.572436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:11.698946] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:11.699123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:11.699164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:11.699192] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:11.702754] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2026-02-11T20:35:11.703082] [INFO ] [FORECASTER] Completed predict_future for XPO
[2026-02-11T20:35:11.703226] [INFO ] [sig       ] XPO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:11.857238] [INFO ] [LOCAL     ] Saved forecast: XPO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/XPO.txt
[2026-02-11T20:35:11.857408] [INFO ] [sig       ] [3369/3412] Completed XPO in 0.4s | 2.79 sym/s | Total: 20.1m | ETA: 15.4s
[2026-02-11T20:35:11.857448] [INFO ] [sig       ] [3370/3412] Forecasting XPOF...
[2026-02-11T20:35:11.857483] [INFO ] [sig       ] Generating forecast for: XPOF
[2026-02-11T20:35:11.857547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2026-02-11T20:35:11.869635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2026-02-11T20:35:11.870042] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2026-02-11T20:35:11.870903] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2026-02-11T20:35:11.870956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:11.870989] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:11.871016] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:11.871072] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:11.931005] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:11.931919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:11.932008] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:11.932041] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:12.054002] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:12.054163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:12.054203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:12.054231] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:12.057780] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=25.08%)
[2026-02-11T20:35:12.058061] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2026-02-11T20:35:12.058192] [INFO ] [sig       ] XPOF: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:12.197814] [INFO ] [LOCAL     ] Saved forecast: XPOF	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/XPOF.txt
[2026-02-11T20:35:12.197968] [INFO ] [sig       ] [3370/3412] Completed XPOF in 0.3s | 2.79 sym/s | Total: 20.1m | ETA: 15.0s
[2026-02-11T20:35:12.198007] [INFO ] [sig       ] [3371/3412] Forecasting XPRO...
[2026-02-11T20:35:12.198036] [INFO ] [sig       ] Generating forecast for: XPRO
[2026-02-11T20:35:12.198065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2026-02-11T20:35:12.225402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2026-02-11T20:35:12.225839] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2026-02-11T20:35:12.226696] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2026-02-11T20:35:12.226749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:12.226809] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:12.226837] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:12.226893] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:12.284345] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:12.285237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:12.285326] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:12.285360] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:12.409335] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:12.409502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:12.409545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:12.409594] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:12.413472] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=10.03%)
[2026-02-11T20:35:12.413780] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2026-02-11T20:35:12.413918] [INFO ] [sig       ] XPRO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:12.557910] [INFO ] [LOCAL     ] Saved forecast: XPRO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/XPRO.txt
[2026-02-11T20:35:12.558028] [INFO ] [sig       ] [3371/3412] Completed XPRO in 0.4s | 2.79 sym/s | Total: 20.1m | ETA: 14.7s
[2026-02-11T20:35:12.558067] [INFO ] [sig       ] [3372/3412] Forecasting XRAY...
[2026-02-11T20:35:12.558096] [INFO ] [sig       ] Generating forecast for: XRAY
[2026-02-11T20:35:12.558126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2026-02-11T20:35:12.571272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2026-02-11T20:35:12.571628] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2026-02-11T20:35:12.572435] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2026-02-11T20:35:12.572488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:12.572520] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:12.572547] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:12.572623] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:12.630835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:12.631735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:12.631823] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:12.631855] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:12.756607] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:12.756783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:12.756840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:12.756872] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:12.761356] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2026-02-11T20:35:12.761735] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2026-02-11T20:35:12.761934] [INFO ] [sig       ] XRAY: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:12.908822] [INFO ] [LOCAL     ] Saved forecast: XRAY	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/XRAY.txt
[2026-02-11T20:35:12.909015] [INFO ] [sig       ] [3372/3412] Completed XRAY in 0.4s | 2.79 sym/s | Total: 20.1m | ETA: 14.3s
[2026-02-11T20:35:12.909063] [INFO ] [sig       ] [3373/3412] Forecasting XRX...
[2026-02-11T20:35:12.909094] [INFO ] [sig       ] Generating forecast for: XRX
[2026-02-11T20:35:12.909134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2026-02-11T20:35:12.921060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2026-02-11T20:35:12.921441] [INFO ] [FORECASTER] Starting predict_future for XRX
[2026-02-11T20:35:12.922406] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2026-02-11T20:35:12.922460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:12.922493] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:12.922521] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:12.922610] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:12.981489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:12.982522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:12.982647] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:12.982685] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:13.102030] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:13.102147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:13.102195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:13.102225] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:13.105482] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2026-02-11T20:35:13.105786] [INFO ] [FORECASTER] Completed predict_future for XRX
[2026-02-11T20:35:13.105918] [INFO ] [sig       ] XRX: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:13.248633] [INFO ] [LOCAL     ] Saved forecast: XRX	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/XRX.txt
[2026-02-11T20:35:13.248769] [INFO ] [sig       ] [3373/3412] Completed XRX in 0.3s | 2.79 sym/s | Total: 20.1m | ETA: 14.0s
[2026-02-11T20:35:13.248825] [INFO ] [sig       ] [3374/3412] Forecasting XTIA...
[2026-02-11T20:35:13.248864] [INFO ] [sig       ] Generating forecast for: XTIA
[2026-02-11T20:35:13.248902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2026-02-11T20:35:13.261900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2026-02-11T20:35:13.262211] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2026-02-11T20:35:13.263060] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2026-02-11T20:35:13.263112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:13.263142] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:13.263167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:13.263223] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:13.319903] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:13.320534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:13.320633] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:13.320667] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:13.441138] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:13.441301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:13.441342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:13.441411] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:13.444955] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=30.32%)
[2026-02-11T20:35:13.445243] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2026-02-11T20:35:13.445376] [INFO ] [sig       ] XTIA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:13.585543] [INFO ] [LOCAL     ] Saved forecast: XTIA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/XTIA.txt
[2026-02-11T20:35:13.585681] [INFO ] [sig       ] [3374/3412] Completed XTIA in 0.3s | 2.79 sym/s | Total: 20.1m | ETA: 13.6s
[2026-02-11T20:35:13.585720] [INFO ] [sig       ] [3375/3412] Forecasting XYF...
[2026-02-11T20:35:13.585749] [INFO ] [sig       ] Generating forecast for: XYF
[2026-02-11T20:35:13.585780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2026-02-11T20:35:13.596168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2026-02-11T20:35:13.596467] [INFO ] [FORECASTER] Starting predict_future for XYF
[2026-02-11T20:35:13.597303] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2026-02-11T20:35:13.597356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:13.597388] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:13.597415] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:13.597472] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:13.654910] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:13.655590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:13.655676] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:13.655708] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:13.774566] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:13.774725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:13.774764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:13.774793] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:13.778294] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: UP (p=80.16%)
[2026-02-11T20:35:13.778601] [INFO ] [FORECASTER] Completed predict_future for XYF
[2026-02-11T20:35:13.778733] [INFO ] [sig       ] XYF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:13.918646] [INFO ] [LOCAL     ] Saved forecast: XYF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/XYF.txt
[2026-02-11T20:35:13.918776] [INFO ] [sig       ] [3375/3412] Completed XYF in 0.3s | 2.79 sym/s | Total: 20.2m | ETA: 13.3s
[2026-02-11T20:35:13.918824] [INFO ] [sig       ] [3376/3412] Forecasting XYL...
[2026-02-11T20:35:13.918855] [INFO ] [sig       ] Generating forecast for: XYL
[2026-02-11T20:35:13.918886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2026-02-11T20:35:13.930136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2026-02-11T20:35:13.930455] [INFO ] [FORECASTER] Starting predict_future for XYL
[2026-02-11T20:35:13.931274] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2026-02-11T20:35:13.931326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:13.931357] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:13.931383] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:13.931441] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:13.988872] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:13.989774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:13.989863] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:13.989895] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:14.110210] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:14.110374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:14.110414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:14.110444] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:14.113949] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=89.29%)
[2026-02-11T20:35:14.114265] [INFO ] [FORECASTER] Completed predict_future for XYL
[2026-02-11T20:35:14.114405] [INFO ] [sig       ] XYL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:14.253711] [INFO ] [LOCAL     ] Saved forecast: XYL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/XYL.txt
[2026-02-11T20:35:14.253854] [INFO ] [sig       ] [3376/3412] Completed XYL in 0.3s | 2.79 sym/s | Total: 20.2m | ETA: 12.9s
[2026-02-11T20:35:14.253893] [INFO ] [sig       ] [3377/3412] Forecasting YALA...
[2026-02-11T20:35:14.253921] [INFO ] [sig       ] Generating forecast for: YALA
[2026-02-11T20:35:14.253951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2026-02-11T20:35:14.268051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2026-02-11T20:35:14.268373] [INFO ] [FORECASTER] Starting predict_future for YALA
[2026-02-11T20:35:14.269223] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2026-02-11T20:35:14.269276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:14.269307] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:14.269333] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:14.269390] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:14.326170] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:14.326842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:14.326942] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:14.326977] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:14.443011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:14.443149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:14.443187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:14.443215] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:14.446595] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=84.53%)
[2026-02-11T20:35:14.446879] [INFO ] [FORECASTER] Completed predict_future for YALA
[2026-02-11T20:35:14.447005] [INFO ] [sig       ] YALA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:14.589748] [INFO ] [LOCAL     ] Saved forecast: YALA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/YALA.txt
[2026-02-11T20:35:14.589920] [INFO ] [sig       ] [3377/3412] Completed YALA in 0.3s | 2.79 sym/s | Total: 20.2m | ETA: 12.5s
[2026-02-11T20:35:14.589961] [INFO ] [sig       ] [3378/3412] Forecasting YELP...
[2026-02-11T20:35:14.590176] [INFO ] [sig       ] Generating forecast for: YELP
[2026-02-11T20:35:14.590206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2026-02-11T20:35:14.602224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2026-02-11T20:35:14.602551] [INFO ] [FORECASTER] Starting predict_future for YELP
[2026-02-11T20:35:14.603595] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2026-02-11T20:35:14.603659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:14.603692] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:14.603718] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:14.603775] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:14.661894] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:14.662702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:14.662789] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:14.662829] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:14.787291] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:14.787450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:14.787492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:14.787540] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:14.791442] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2026-02-11T20:35:14.791744] [INFO ] [FORECASTER] Completed predict_future for YELP
[2026-02-11T20:35:14.791881] [INFO ] [sig       ] YELP: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:14.934796] [INFO ] [LOCAL     ] Saved forecast: YELP	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/YELP.txt
[2026-02-11T20:35:14.934966] [INFO ] [sig       ] [3378/3412] Completed YELP in 0.3s | 2.79 sym/s | Total: 20.2m | ETA: 12.2s
[2026-02-11T20:35:14.935006] [INFO ] [sig       ] [3379/3412] Forecasting YETI...
[2026-02-11T20:35:14.935227] [INFO ] [sig       ] Generating forecast for: YETI
[2026-02-11T20:35:14.935257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2026-02-11T20:35:14.945549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2026-02-11T20:35:14.945920] [INFO ] [FORECASTER] Starting predict_future for YETI
[2026-02-11T20:35:14.946969] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2026-02-11T20:35:14.947022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:14.947053] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:14.947080] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:14.947137] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:15.005265] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:15.006230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:15.006322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:15.006355] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:15.129523] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:15.129706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:15.129749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:15.129777] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:15.133794] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=15.70%)
[2026-02-11T20:35:15.134083] [INFO ] [FORECASTER] Completed predict_future for YETI
[2026-02-11T20:35:15.134217] [INFO ] [sig       ] YETI: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:15.278221] [INFO ] [LOCAL     ] Saved forecast: YETI	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/YETI.txt
[2026-02-11T20:35:15.278361] [INFO ] [sig       ] [3379/3412] Completed YETI in 0.3s | 2.79 sym/s | Total: 20.2m | ETA: 11.8s
[2026-02-11T20:35:15.278400] [INFO ] [sig       ] [3380/3412] Forecasting YMM...
[2026-02-11T20:35:15.278428] [INFO ] [sig       ] Generating forecast for: YMM
[2026-02-11T20:35:15.278459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2026-02-11T20:35:15.290842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2026-02-11T20:35:15.291170] [INFO ] [FORECASTER] Starting predict_future for YMM
[2026-02-11T20:35:15.292002] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2026-02-11T20:35:15.292054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:15.292086] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:15.292112] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:15.292168] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:15.350673] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:15.351408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:15.351491] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:15.351524] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:15.470494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:15.470656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:15.470698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:15.470726] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:15.474179] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=65.32%)
[2026-02-11T20:35:15.474451] [INFO ] [FORECASTER] Completed predict_future for YMM
[2026-02-11T20:35:15.474596] [INFO ] [sig       ] YMM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:15.616346] [INFO ] [LOCAL     ] Saved forecast: YMM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/YMM.txt
[2026-02-11T20:35:15.616499] [INFO ] [sig       ] [3380/3412] Completed YMM in 0.3s | 2.79 sym/s | Total: 20.2m | ETA: 11.5s
[2026-02-11T20:35:15.616539] [INFO ] [sig       ] [3381/3412] Forecasting YPF...
[2026-02-11T20:35:15.616586] [INFO ] [sig       ] Generating forecast for: YPF
[2026-02-11T20:35:15.616620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2026-02-11T20:35:15.628962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2026-02-11T20:35:15.629492] [INFO ] [FORECASTER] Starting predict_future for YPF
[2026-02-11T20:35:15.630523] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2026-02-11T20:35:15.630591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:15.630626] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:15.630655] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:15.630711] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:15.688597] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:15.689476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:15.689612] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:15.689648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:15.822259] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:15.822369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:15.822412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:15.822454] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:15.826218] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=79.19%)
[2026-02-11T20:35:15.826546] [INFO ] [FORECASTER] Completed predict_future for YPF
[2026-02-11T20:35:15.826715] [INFO ] [sig       ] YPF: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:15.975669] [INFO ] [LOCAL     ] Saved forecast: YPF	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/YPF.txt
[2026-02-11T20:35:15.975850] [INFO ] [sig       ] [3381/3412] Completed YPF in 0.4s | 2.79 sym/s | Total: 20.2m | ETA: 11.1s
[2026-02-11T20:35:15.975898] [INFO ] [sig       ] [3382/3412] Forecasting YQQQ...
[2026-02-11T20:35:15.975932] [INFO ] [sig       ] Generating forecast for: YQQQ
[2026-02-11T20:35:15.975965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2026-02-11T20:35:15.988078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2026-02-11T20:35:15.988510] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2026-02-11T20:35:15.989681] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2026-02-11T20:35:15.989740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:15.989774] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:15.989802] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:15.989866] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:16.055548] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:16.056647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:16.056754] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:16.056802] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:16.186850] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:16.187020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:16.187062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:16.187091] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:16.190780] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: DOWN (p=36.60%)
[2026-02-11T20:35:16.191085] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2026-02-11T20:35:16.191223] [INFO ] [sig       ] YQQQ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:16.344602] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/YQQQ.txt
[2026-02-11T20:35:16.344759] [INFO ] [sig       ] [3382/3412] Completed YQQQ in 0.4s | 2.79 sym/s | Total: 20.2m | ETA: 10.7s
[2026-02-11T20:35:16.344800] [INFO ] [sig       ] [3383/3412] Forecasting YRD...
[2026-02-11T20:35:16.344829] [INFO ] [sig       ] Generating forecast for: YRD
[2026-02-11T20:35:16.344862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2026-02-11T20:35:16.355428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2026-02-11T20:35:16.355832] [INFO ] [FORECASTER] Starting predict_future for YRD
[2026-02-11T20:35:16.356763] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2026-02-11T20:35:16.356818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:16.356851] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:16.356878] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:16.356940] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:16.420323] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:16.421243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:16.421340] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:16.421384] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:16.549534] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:16.549723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:16.549767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:16.549798] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:16.553526] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=81.64%)
[2026-02-11T20:35:16.553918] [INFO ] [FORECASTER] Completed predict_future for YRD
[2026-02-11T20:35:16.554115] [INFO ] [sig       ] YRD: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:16.708075] [INFO ] [LOCAL     ] Saved forecast: YRD	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/YRD.txt
[2026-02-11T20:35:16.708238] [INFO ] [sig       ] [3383/3412] Completed YRD in 0.4s | 2.79 sym/s | Total: 20.2m | ETA: 10.4s
[2026-02-11T20:35:16.708280] [INFO ] [sig       ] [3384/3412] Forecasting YSG...
[2026-02-11T20:35:16.708312] [INFO ] [sig       ] Generating forecast for: YSG
[2026-02-11T20:35:16.708345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2026-02-11T20:35:16.718713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2026-02-11T20:35:16.719036] [INFO ] [FORECASTER] Starting predict_future for YSG
[2026-02-11T20:35:16.719897] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2026-02-11T20:35:16.719952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:16.719984] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:16.720013] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:16.720238] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:16.782987] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:16.784447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:16.784549] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:16.784614] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:16.912143] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:16.912310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:16.912351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:16.912379] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:16.915930] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=55.80%)
[2026-02-11T20:35:16.916263] [INFO ] [FORECASTER] Completed predict_future for YSG
[2026-02-11T20:35:16.916406] [INFO ] [sig       ] YSG: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:17.059116] [INFO ] [LOCAL     ] Saved forecast: YSG	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/YSG.txt
[2026-02-11T20:35:17.059305] [INFO ] [sig       ] [3384/3412] Completed YSG in 0.4s | 2.79 sym/s | Total: 20.2m | ETA: 10.0s
[2026-02-11T20:35:17.059346] [INFO ] [sig       ] [3385/3412] Forecasting YTRA...
[2026-02-11T20:35:17.059376] [INFO ] [sig       ] Generating forecast for: YTRA
[2026-02-11T20:35:17.059407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2026-02-11T20:35:17.072404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2026-02-11T20:35:17.072861] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2026-02-11T20:35:17.073827] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2026-02-11T20:35:17.073897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:17.073937] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:17.073970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:17.074036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:17.136025] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:17.136981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:17.137072] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:17.137107] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:17.257874] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:17.258032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:17.258090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:17.258121] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:17.261741] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=29.76%)
[2026-02-11T20:35:17.262030] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2026-02-11T20:35:17.262162] [INFO ] [sig       ] YTRA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:17.415596] [INFO ] [LOCAL     ] Saved forecast: YTRA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/YTRA.txt
[2026-02-11T20:35:17.415759] [INFO ] [sig       ] [3385/3412] Completed YTRA in 0.4s | 2.79 sym/s | Total: 20.2m | ETA: 9.7s
[2026-02-11T20:35:17.415800] [INFO ] [sig       ] [3386/3412] Forecasting YUM...
[2026-02-11T20:35:17.415830] [INFO ] [sig       ] Generating forecast for: YUM
[2026-02-11T20:35:17.415867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2026-02-11T20:35:17.427596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2026-02-11T20:35:17.427955] [INFO ] [FORECASTER] Starting predict_future for YUM
[2026-02-11T20:35:17.428809] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2026-02-11T20:35:17.428872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:17.428914] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:17.428949] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:17.429020] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:17.489065] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:17.489955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:17.490062] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:17.490099] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:17.607622] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:17.607771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:17.607814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:17.607845] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:17.611342] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2026-02-11T20:35:17.611644] [INFO ] [FORECASTER] Completed predict_future for YUM
[2026-02-11T20:35:17.611780] [INFO ] [sig       ] YUM: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:17.756013] [INFO ] [LOCAL     ] Saved forecast: YUM	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/YUM.txt
[2026-02-11T20:35:17.756144] [INFO ] [sig       ] [3386/3412] Completed YUM in 0.3s | 2.79 sym/s | Total: 20.2m | ETA: 9.3s
[2026-02-11T20:35:17.756182] [INFO ] [sig       ] [3387/3412] Forecasting YUMC...
[2026-02-11T20:35:17.756213] [INFO ] [sig       ] Generating forecast for: YUMC
[2026-02-11T20:35:17.756243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2026-02-11T20:35:17.766534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2026-02-11T20:35:17.766839] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2026-02-11T20:35:17.767741] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2026-02-11T20:35:17.767797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:17.767830] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:17.767858] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:17.767917] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:17.827739] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:17.828424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:17.828520] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:17.828554] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:17.948763] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:17.948938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:17.948982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:17.949011] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:17.952629] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=37.00%)
[2026-02-11T20:35:17.952923] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2026-02-11T20:35:17.953065] [INFO ] [sig       ] YUMC: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:18.107116] [INFO ] [LOCAL     ] Saved forecast: YUMC	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/YUMC.txt
[2026-02-11T20:35:18.107287] [INFO ] [sig       ] [3387/3412] Completed YUMC in 0.4s | 2.79 sym/s | Total: 20.2m | ETA: 9.0s
[2026-02-11T20:35:18.107330] [INFO ] [sig       ] [3388/3412] Forecasting Z...
[2026-02-11T20:35:18.107362] [INFO ] [sig       ] Generating forecast for: Z
[2026-02-11T20:35:18.107392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2026-02-11T20:35:18.119409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2026-02-11T20:35:18.119791] [INFO ] [FORECASTER] Starting predict_future for Z
[2026-02-11T20:35:18.120636] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2026-02-11T20:35:18.120690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:18.120752] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:18.120783] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:18.120842] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:18.179887] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:18.180782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:18.180870] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:18.180904] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:18.304562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:18.304741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:18.304783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:18.304811] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:18.308756] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=22.72%)
[2026-02-11T20:35:18.309053] [INFO ] [FORECASTER] Completed predict_future for Z
[2026-02-11T20:35:18.309353] [INFO ] [sig       ] Z: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:18.454246] [INFO ] [LOCAL     ] Saved forecast: Z	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/Z.txt
[2026-02-11T20:35:18.454382] [INFO ] [sig       ] [3388/3412] Completed Z in 0.3s | 2.79 sym/s | Total: 20.2m | ETA: 8.6s
[2026-02-11T20:35:18.454420] [INFO ] [sig       ] [3389/3412] Forecasting ZBH...
[2026-02-11T20:35:18.454450] [INFO ] [sig       ] Generating forecast for: ZBH
[2026-02-11T20:35:18.454479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2026-02-11T20:35:18.465692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2026-02-11T20:35:18.466066] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2026-02-11T20:35:18.466922] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2026-02-11T20:35:18.466987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:18.467039] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:18.467069] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:18.467128] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:18.527550] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:18.528322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:18.528410] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:18.528445] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:18.650666] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:18.650834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:18.650877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:18.650908] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:18.654434] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=50.75%)
[2026-02-11T20:35:18.654736] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2026-02-11T20:35:18.654868] [INFO ] [sig       ] ZBH: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:18.803739] [INFO ] [LOCAL     ] Saved forecast: ZBH	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ZBH.txt
[2026-02-11T20:35:18.803905] [INFO ] [sig       ] [3389/3412] Completed ZBH in 0.3s | 2.79 sym/s | Total: 20.2m | ETA: 8.2s
[2026-02-11T20:35:18.803951] [INFO ] [sig       ] [3390/3412] Forecasting ZBIO...
[2026-02-11T20:35:18.803982] [INFO ] [sig       ] Generating forecast for: ZBIO
[2026-02-11T20:35:18.804012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2026-02-11T20:35:18.815491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2026-02-11T20:35:18.815812] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2026-02-11T20:35:18.816672] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2026-02-11T20:35:18.816724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:18.816756] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:18.816782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:18.816838] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:18.876590] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:18.877443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:18.877567] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:18.877621] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:18.997059] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:18.997220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:18.997261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:18.997291] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:19.001409] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: DOWN (p=38.27%)
[2026-02-11T20:35:19.001735] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2026-02-11T20:35:19.001876] [INFO ] [sig       ] ZBIO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:19.146882] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ZBIO.txt
[2026-02-11T20:35:19.147042] [INFO ] [sig       ] [3390/3412] Completed ZBIO in 0.3s | 2.79 sym/s | Total: 20.2m | ETA: 7.9s
[2026-02-11T20:35:19.147083] [INFO ] [sig       ] [3391/3412] Forecasting ZBRA...
[2026-02-11T20:35:19.147113] [INFO ] [sig       ] Generating forecast for: ZBRA
[2026-02-11T20:35:19.147145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2026-02-11T20:35:19.158386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2026-02-11T20:35:19.158782] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2026-02-11T20:35:19.159611] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2026-02-11T20:35:19.159664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:19.159696] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:19.159722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:19.159779] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:19.217709] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:19.218606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:19.218695] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:19.218727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:19.334989] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:19.335127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:19.335168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:19.335229] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:19.338705] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=96.24%)
[2026-02-11T20:35:19.339011] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2026-02-11T20:35:19.339150] [INFO ] [sig       ] ZBRA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:19.501762] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ZBRA.txt
[2026-02-11T20:35:19.501936] [INFO ] [sig       ] [3391/3412] Completed ZBRA in 0.4s | 2.79 sym/s | Total: 20.2m | ETA: 7.5s
[2026-02-11T20:35:19.501977] [INFO ] [sig       ] [3392/3412] Forecasting ZD...
[2026-02-11T20:35:19.502009] [INFO ] [sig       ] Generating forecast for: ZD
[2026-02-11T20:35:19.502042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2026-02-11T20:35:19.512642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2026-02-11T20:35:19.512921] [INFO ] [FORECASTER] Starting predict_future for ZD
[2026-02-11T20:35:19.513771] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2026-02-11T20:35:19.513824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:19.513857] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:19.513884] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:19.513940] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:19.571951] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:19.572641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:19.572727] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:19.572762] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:19.690738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:19.690857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:19.690895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:19.690924] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:19.694223] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2026-02-11T20:35:19.694498] [INFO ] [FORECASTER] Completed predict_future for ZD
[2026-02-11T20:35:19.694646] [INFO ] [sig       ] ZD: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:19.844207] [INFO ] [LOCAL     ] Saved forecast: ZD	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ZD.txt
[2026-02-11T20:35:19.844344] [INFO ] [sig       ] [3392/3412] Completed ZD in 0.3s | 2.79 sym/s | Total: 20.3m | ETA: 7.2s
[2026-02-11T20:35:19.844384] [INFO ] [sig       ] [3393/3412] Forecasting ZEPP...
[2026-02-11T20:35:19.844415] [INFO ] [sig       ] Generating forecast for: ZEPP
[2026-02-11T20:35:19.844473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2026-02-11T20:35:19.856357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2026-02-11T20:35:19.856682] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2026-02-11T20:35:19.857524] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2026-02-11T20:35:19.857599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:19.857635] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:19.857663] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:19.857725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:19.925452] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:19.926563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:19.926683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:19.926719] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:20.043716] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:20.043858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:20.043899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:20.043927] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:20.047694] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: UP (p=56.30%)
[2026-02-11T20:35:20.047970] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2026-02-11T20:35:20.048099] [INFO ] [sig       ] ZEPP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:20.196036] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ZEPP.txt
[2026-02-11T20:35:20.196190] [INFO ] [sig       ] [3393/3412] Completed ZEPP in 0.4s | 2.79 sym/s | Total: 20.3m | ETA: 6.8s
[2026-02-11T20:35:20.196231] [INFO ] [sig       ] [3394/3412] Forecasting ZETA...
[2026-02-11T20:35:20.196260] [INFO ] [sig       ] Generating forecast for: ZETA
[2026-02-11T20:35:20.196292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2026-02-11T20:35:20.208462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2026-02-11T20:35:20.208877] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2026-02-11T20:35:20.209740] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2026-02-11T20:35:20.209794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:20.209826] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:20.209852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:20.209909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:20.268084] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:20.269017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:20.269107] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:20.269142] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:20.390748] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:20.390911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:20.390953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:20.390981] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:20.394388] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2026-02-11T20:35:20.394684] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2026-02-11T20:35:20.394817] [INFO ] [sig       ] ZETA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:20.544342] [INFO ] [LOCAL     ] Saved forecast: ZETA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ZETA.txt
[2026-02-11T20:35:20.544515] [INFO ] [sig       ] [3394/3412] Completed ZETA in 0.3s | 2.79 sym/s | Total: 20.3m | ETA: 6.4s
[2026-02-11T20:35:20.544557] [INFO ] [sig       ] [3395/3412] Forecasting ZEUS...
[2026-02-11T20:35:20.544604] [INFO ] [sig       ] Generating forecast for: ZEUS
[2026-02-11T20:35:20.544638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2026-02-11T20:35:20.557932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2026-02-11T20:35:20.558243] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2026-02-11T20:35:20.559075] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2026-02-11T20:35:20.559129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:20.559161] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:20.559188] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:20.559245] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:20.618051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:20.618948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:20.619055] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:20.619091] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:20.747978] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:20.748161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:20.748205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:20.748235] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:20.752165] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=39.74%)
[2026-02-11T20:35:20.752471] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2026-02-11T20:35:20.752631] [INFO ] [sig       ] ZEUS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:20.901325] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ZEUS.txt
[2026-02-11T20:35:20.901485] [INFO ] [sig       ] [3395/3412] Completed ZEUS in 0.4s | 2.79 sym/s | Total: 20.3m | ETA: 6.1s
[2026-02-11T20:35:20.901527] [INFO ] [sig       ] [3396/3412] Forecasting ZGN...
[2026-02-11T20:35:20.901556] [INFO ] [sig       ] Generating forecast for: ZGN
[2026-02-11T20:35:20.901607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2026-02-11T20:35:20.912190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2026-02-11T20:35:20.912562] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2026-02-11T20:35:20.913406] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2026-02-11T20:35:20.913459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:20.913491] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:20.913518] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:20.913592] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:20.972871] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:20.973706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:20.973797] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:20.973831] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:21.105601] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:21.105771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:21.105813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:21.105863] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:21.109595] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2026-02-11T20:35:21.109937] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2026-02-11T20:35:21.110115] [INFO ] [sig       ] ZGN: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:21.259125] [INFO ] [LOCAL     ] Saved forecast: ZGN	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ZGN.txt
[2026-02-11T20:35:21.259290] [INFO ] [sig       ] [3396/3412] Completed ZGN in 0.4s | 2.79 sym/s | Total: 20.3m | ETA: 5.7s
[2026-02-11T20:35:21.259331] [INFO ] [sig       ] [3397/3412] Forecasting ZH...
[2026-02-11T20:35:21.259361] [INFO ] [sig       ] Generating forecast for: ZH
[2026-02-11T20:35:21.259390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2026-02-11T20:35:21.271697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2026-02-11T20:35:21.272092] [INFO ] [FORECASTER] Starting predict_future for ZH
[2026-02-11T20:35:21.272954] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2026-02-11T20:35:21.273020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:21.273060] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:21.273094] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:21.273166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:21.340943] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:21.341901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:21.342036] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:21.342074] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:21.470664] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:21.470826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:21.470869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:21.470899] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:21.474823] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=9.83%)
[2026-02-11T20:35:21.475140] [INFO ] [FORECASTER] Completed predict_future for ZH
[2026-02-11T20:35:21.475310] [INFO ] [sig       ] ZH: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:21.643505] [INFO ] [LOCAL     ] Saved forecast: ZH	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ZH.txt
[2026-02-11T20:35:21.643743] [INFO ] [sig       ] [3397/3412] Completed ZH in 0.4s | 2.79 sym/s | Total: 20.3m | ETA: 5.4s
[2026-02-11T20:35:21.643796] [INFO ] [sig       ] [3398/3412] Forecasting ZIM...
[2026-02-11T20:35:21.643830] [INFO ] [sig       ] Generating forecast for: ZIM
[2026-02-11T20:35:21.643865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2026-02-11T20:35:21.658738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2026-02-11T20:35:21.659246] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2026-02-11T20:35:21.660337] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2026-02-11T20:35:21.660399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:21.660436] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:21.660468] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:21.660543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:21.727376] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:21.728661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:21.728836] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:21.728891] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:21.862743] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:21.862913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:21.862955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:21.862984] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:21.866636] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2026-02-11T20:35:21.866969] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2026-02-11T20:35:21.867110] [INFO ] [sig       ] ZIM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:22.014983] [INFO ] [LOCAL     ] Saved forecast: ZIM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ZIM.txt
[2026-02-11T20:35:22.015137] [INFO ] [sig       ] [3398/3412] Completed ZIM in 0.4s | 2.79 sym/s | Total: 20.3m | ETA: 5.0s
[2026-02-11T20:35:22.015178] [INFO ] [sig       ] [3399/3412] Forecasting ZION...
[2026-02-11T20:35:22.015208] [INFO ] [sig       ] Generating forecast for: ZION
[2026-02-11T20:35:22.015239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2026-02-11T20:35:22.025757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2026-02-11T20:35:22.026033] [INFO ] [FORECASTER] Starting predict_future for ZION
[2026-02-11T20:35:22.026845] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2026-02-11T20:35:22.026898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:22.026930] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:22.026957] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:22.027014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:22.084289] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:22.085148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:22.085237] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:22.085270] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:22.212232] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:22.212395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:22.212437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:22.212465] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:22.215957] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: UP (p=51.89%)
[2026-02-11T20:35:22.216251] [INFO ] [FORECASTER] Completed predict_future for ZION
[2026-02-11T20:35:22.216381] [INFO ] [sig       ] ZION: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:22.356940] [INFO ] [LOCAL     ] Saved forecast: ZION	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ZION.txt
[2026-02-11T20:35:22.357100] [INFO ] [sig       ] [3399/3412] Completed ZION in 0.3s | 2.79 sym/s | Total: 20.3m | ETA: 4.7s
[2026-02-11T20:35:22.357140] [INFO ] [sig       ] [3400/3412] Forecasting ZIP...
[2026-02-11T20:35:22.357171] [INFO ] [sig       ] Generating forecast for: ZIP
[2026-02-11T20:35:22.357202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2026-02-11T20:35:22.367555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2026-02-11T20:35:22.367938] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2026-02-11T20:35:22.368787] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2026-02-11T20:35:22.368840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:22.368872] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:22.368899] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:22.368956] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:22.425794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:22.426738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:22.426831] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:22.426864] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:22.551930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:22.552132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:22.552176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:22.552205] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:22.555659] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: UP (p=63.67%)
[2026-02-11T20:35:22.555943] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2026-02-11T20:35:22.556074] [INFO ] [sig       ] ZIP: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:22.696534] [INFO ] [LOCAL     ] Saved forecast: ZIP	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ZIP.txt
[2026-02-11T20:35:22.696717] [INFO ] [sig       ] [3400/3412] Completed ZIP in 0.3s | 2.79 sym/s | Total: 20.3m | ETA: 4.3s
[2026-02-11T20:35:22.696757] [INFO ] [sig       ] [3401/3412] Forecasting ZLAB...
[2026-02-11T20:35:22.696788] [INFO ] [sig       ] Generating forecast for: ZLAB
[2026-02-11T20:35:22.696817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2026-02-11T20:35:22.707801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2026-02-11T20:35:22.708076] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2026-02-11T20:35:22.708895] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2026-02-11T20:35:22.708947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:22.708979] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:22.709006] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:22.709063] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:22.769989] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:22.770704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:22.770785] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:22.770818] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:22.894969] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:22.895140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:22.895183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:22.895212] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:22.898698] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2026-02-11T20:35:22.898977] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2026-02-11T20:35:22.899103] [INFO ] [sig       ] ZLAB: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:23.041001] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ZLAB.txt
[2026-02-11T20:35:23.041147] [INFO ] [sig       ] [3401/3412] Completed ZLAB in 0.3s | 2.79 sym/s | Total: 20.3m | ETA: 3.9s
[2026-02-11T20:35:23.041186] [INFO ] [sig       ] [3402/3412] Forecasting ZM...
[2026-02-11T20:35:23.041215] [INFO ] [sig       ] Generating forecast for: ZM
[2026-02-11T20:35:23.041245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2026-02-11T20:35:23.052819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2026-02-11T20:35:23.053075] [INFO ] [FORECASTER] Starting predict_future for ZM
[2026-02-11T20:35:23.053888] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2026-02-11T20:35:23.053949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:23.053983] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:23.054010] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:23.054066] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:23.113463] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:23.114104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:23.114188] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:23.114221] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:23.237812] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:23.237984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:23.238026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:23.238054] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:23.241590] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: UP (p=67.35%)
[2026-02-11T20:35:23.241927] [INFO ] [FORECASTER] Completed predict_future for ZM
[2026-02-11T20:35:23.242095] [INFO ] [sig       ] ZM: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:23.385951] [INFO ] [LOCAL     ] Saved forecast: ZM	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ZM.txt
[2026-02-11T20:35:23.386101] [INFO ] [sig       ] [3402/3412] Completed ZM in 0.3s | 2.79 sym/s | Total: 20.3m | ETA: 3.6s
[2026-02-11T20:35:23.386149] [INFO ] [sig       ] [3403/3412] Forecasting ZNTL...
[2026-02-11T20:35:23.386180] [INFO ] [sig       ] Generating forecast for: ZNTL
[2026-02-11T20:35:23.386210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2026-02-11T20:35:23.398092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2026-02-11T20:35:23.398421] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2026-02-11T20:35:23.399262] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2026-02-11T20:35:23.399315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:23.399346] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:23.399373] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:23.399430] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:23.456449] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:23.457092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:23.457189] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:23.457223] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:23.577301] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:23.577476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:23.577537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:23.577567] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:23.581048] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=57.34%)
[2026-02-11T20:35:23.581343] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2026-02-11T20:35:23.581471] [INFO ] [sig       ] ZNTL: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:23.729721] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ZNTL.txt
[2026-02-11T20:35:23.729885] [INFO ] [sig       ] [3403/3412] Completed ZNTL in 0.3s | 2.79 sym/s | Total: 20.3m | ETA: 3.2s
[2026-02-11T20:35:23.729927] [INFO ] [sig       ] [3404/3412] Forecasting ZS...
[2026-02-11T20:35:23.729957] [INFO ] [sig       ] Generating forecast for: ZS
[2026-02-11T20:35:23.729987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2026-02-11T20:35:23.741983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2026-02-11T20:35:23.742401] [INFO ] [FORECASTER] Starting predict_future for ZS
[2026-02-11T20:35:23.743227] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2026-02-11T20:35:23.743280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:23.743313] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:23.743340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:23.743397] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:23.803209] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:23.804148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:23.804238] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:23.804271] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:23.927277] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:23.927441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:23.927482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:23.927539] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:23.931020] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=30.55%)
[2026-02-11T20:35:23.931304] [INFO ] [FORECASTER] Completed predict_future for ZS
[2026-02-11T20:35:23.931432] [INFO ] [sig       ] ZS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:24.073026] [INFO ] [LOCAL     ] Saved forecast: ZS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ZS.txt
[2026-02-11T20:35:24.073173] [INFO ] [sig       ] [3404/3412] Completed ZS in 0.3s | 2.79 sym/s | Total: 20.3m | ETA: 2.9s
[2026-02-11T20:35:24.073211] [INFO ] [sig       ] [3405/3412] Forecasting ZTO...
[2026-02-11T20:35:24.073242] [INFO ] [sig       ] Generating forecast for: ZTO
[2026-02-11T20:35:24.073271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2026-02-11T20:35:24.084939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2026-02-11T20:35:24.085297] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2026-02-11T20:35:24.086132] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2026-02-11T20:35:24.086184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:24.086241] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:24.086269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:24.086326] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:24.143457] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:24.144306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:24.144395] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:24.144428] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:24.267928] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:24.268116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:24.268159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:24.268190] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:24.271786] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=29.43%)
[2026-02-11T20:35:24.272078] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2026-02-11T20:35:24.272225] [INFO ] [sig       ] ZTO: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:24.488751] [INFO ] [LOCAL     ] Saved forecast: ZTO	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ZTO.txt
[2026-02-11T20:35:24.488925] [INFO ] [sig       ] [3405/3412] Completed ZTO in 0.4s | 2.79 sym/s | Total: 20.3m | ETA: 2.5s
[2026-02-11T20:35:24.488972] [INFO ] [sig       ] [3406/3412] Forecasting ZTS...
[2026-02-11T20:35:24.489005] [INFO ] [sig       ] Generating forecast for: ZTS
[2026-02-11T20:35:24.489038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2026-02-11T20:35:24.501002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2026-02-11T20:35:24.501423] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2026-02-11T20:35:24.502261] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2026-02-11T20:35:24.502314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:24.502345] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:24.502371] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:24.502426] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:24.560538] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:24.561442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:24.561529] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:24.561561] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:24.686193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:24.686556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:24.686621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:24.686651] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:24.690469] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=70.02%)
[2026-02-11T20:35:24.690793] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2026-02-11T20:35:24.690933] [INFO ] [sig       ] ZTS: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:24.838062] [INFO ] [LOCAL     ] Saved forecast: ZTS	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ZTS.txt
[2026-02-11T20:35:24.838250] [INFO ] [sig       ] [3406/3412] Completed ZTS in 0.3s | 2.79 sym/s | Total: 20.3m | ETA: 2.1s
[2026-02-11T20:35:24.838295] [INFO ] [sig       ] [3407/3412] Forecasting ZUMZ...
[2026-02-11T20:35:24.838329] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2026-02-11T20:35:24.838360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2026-02-11T20:35:24.851606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2026-02-11T20:35:24.852035] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2026-02-11T20:35:24.852930] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2026-02-11T20:35:24.852984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:24.853017] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:24.853043] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:24.853100] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:24.922802] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:24.923942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:24.924035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:24.924069] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:25.063175] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:25.063361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:25.063426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:25.063464] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:25.067974] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2026-02-11T20:35:25.068410] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2026-02-11T20:35:25.068642] [INFO ] [sig       ] ZUMZ: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:25.248629] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ZUMZ.txt
[2026-02-11T20:35:25.248805] [INFO ] [sig       ] [3407/3412] Completed ZUMZ in 0.4s | 2.79 sym/s | Total: 20.3m | ETA: 1.8s
[2026-02-11T20:35:25.248849] [INFO ] [sig       ] [3408/3412] Forecasting ZURA...
[2026-02-11T20:35:25.248879] [INFO ] [sig       ] Generating forecast for: ZURA
[2026-02-11T20:35:25.248910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2026-02-11T20:35:25.261091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2026-02-11T20:35:25.261541] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2026-02-11T20:35:25.262706] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2026-02-11T20:35:25.262769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:25.262814] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:25.262853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:25.262934] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:25.340837] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:25.342187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:25.342306] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:25.342359] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:25.474208] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:25.474372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:25.474416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:25.474480] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:25.477966] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: DOWN (p=44.78%)
[2026-02-11T20:35:25.478305] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2026-02-11T20:35:25.478440] [INFO ] [sig       ] ZURA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:25.618439] [INFO ] [LOCAL     ] Saved forecast: ZURA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ZURA.txt
[2026-02-11T20:35:25.618615] [INFO ] [sig       ] [3408/3412] Completed ZURA in 0.4s | 2.79 sym/s | Total: 20.3m | ETA: 1.4s
[2026-02-11T20:35:25.618659] [INFO ] [sig       ] [3409/3412] Forecasting ZVIA...
[2026-02-11T20:35:25.618689] [INFO ] [sig       ] Generating forecast for: ZVIA
[2026-02-11T20:35:25.618719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2026-02-11T20:35:25.630022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2026-02-11T20:35:25.630454] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2026-02-11T20:35:25.631336] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2026-02-11T20:35:25.631392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:25.631424] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:25.631451] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:25.631507] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:25.695348] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:25.696498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:25.696603] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:25.696640] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:25.827125] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:25.827295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:25.827354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:25.827384] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:25.831031] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=25.73%)
[2026-02-11T20:35:25.831589] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2026-02-11T20:35:25.831746] [INFO ] [sig       ] ZVIA: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:25.979407] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ZVIA.txt
[2026-02-11T20:35:25.979587] [INFO ] [sig       ] [3409/3412] Completed ZVIA in 0.4s | 2.79 sym/s | Total: 20.4m | ETA: 1.1s
[2026-02-11T20:35:25.979636] [INFO ] [sig       ] [3410/3412] Forecasting ZVRA...
[2026-02-11T20:35:25.979665] [INFO ] [sig       ] Generating forecast for: ZVRA
[2026-02-11T20:35:25.979695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2026-02-11T20:35:25.991158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2026-02-11T20:35:25.991566] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2026-02-11T20:35:25.992403] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2026-02-11T20:35:25.992455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:25.992487] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:25.992513] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:25.992590] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:26.054198] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:26.055091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:26.055176] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:26.055210] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:26.169593] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:26.169753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:26.169793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:26.169822] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:26.173326] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=99.75%)
[2026-02-11T20:35:26.173630] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2026-02-11T20:35:26.173762] [INFO ] [sig       ] ZVRA: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:26.318865] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ZVRA.txt
[2026-02-11T20:35:26.319014] [INFO ] [sig       ] [3410/3412] Completed ZVRA in 0.3s | 2.79 sym/s | Total: 20.4m | ETA: 0.7s
[2026-02-11T20:35:26.319056] [INFO ] [sig       ] [3411/3412] Forecasting ZWS...
[2026-02-11T20:35:26.319086] [INFO ] [sig       ] Generating forecast for: ZWS
[2026-02-11T20:35:26.319121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2026-02-11T20:35:26.330389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2026-02-11T20:35:26.330757] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2026-02-11T20:35:26.331609] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2026-02-11T20:35:26.331664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:26.331697] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:26.331725] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:26.331784] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:26.389535] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:26.390252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:26.390337] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:26.390370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:26.519025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:26.519211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:26.519264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:26.519295] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:26.522995] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2026-02-11T20:35:26.523315] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2026-02-11T20:35:26.523455] [INFO ] [sig       ] ZWS: Forecast for 2026-02-11: DOWN (sign=0.00)
[2026-02-11T20:35:26.699038] [INFO ] [LOCAL     ] Saved forecast: ZWS	2026-02-12	0 -> ./output/forecasts/individual/2026-02-12/ZWS.txt
[2026-02-11T20:35:26.699267] [INFO ] [sig       ] [3411/3412] Completed ZWS in 0.4s | 2.79 sym/s | Total: 20.4m | ETA: 0.4s
[2026-02-11T20:35:26.699325] [INFO ] [sig       ] [3412/3412] Forecasting ZYME...
[2026-02-11T20:35:26.699366] [INFO ] [sig       ] Generating forecast for: ZYME
[2026-02-11T20:35:26.699410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2026-02-11T20:35:26.714979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2026-02-11T20:35:26.715484] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2026-02-11T20:35:26.716651] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2026-02-11T20:35:26.716719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-11T20:35:26.716763] [DEBUG] [FORECASTER] Starting train method
[2026-02-11T20:35:26.716800] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-11T20:35:26.716882] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-11T20:35:26.791135] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-11T20:35:26.792111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-11T20:35:26.792222] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-11T20:35:26.792256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-11T20:35:26.921605] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-11T20:35:26.921767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-11T20:35:26.921812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-11T20:35:26.921841] [INFO ] [FORECASTER] Training complete
[2026-02-11T20:35:26.925545] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: UP (p=80.04%)
[2026-02-11T20:35:26.925894] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2026-02-11T20:35:26.926040] [INFO ] [sig       ] ZYME: Forecast for 2026-02-11: UP (sign=1.00)
[2026-02-11T20:35:27.078804] [INFO ] [LOCAL     ] Saved forecast: ZYME	2026-02-12	1 -> ./output/forecasts/individual/2026-02-12/ZYME.txt
[2026-02-11T20:35:27.078951] [INFO ] [sig       ] [3412/3412] Completed ZYME in 0.4s | 2.79 sym/s | Total: 20.4m | ETA: 0.0s
[2026-02-11T20:35:27.078991] [INFO ] [sig       ] ==================================================
[2026-02-11T20:35:27.079021] [INFO ] [sig       ] Forecasts complete: 3412/3412 symbols succeeded
[2026-02-11T20:35:27.079050] [INFO ] [sig       ] Automatically generating consolidated reports...
[2026-02-11T20:35:27.079076] [INFO ] [sig       ] Generating consolidated forecast reports
[2026-02-11T20:35:27.080126] [INFO ] [sig       ] Found 84 forecast dates to process
[2026-02-11T20:35:27.080172] [INFO ] [sig       ] [1/84] Processing report for 2025-10-10...
[2026-02-11T20:35:27.080209] [INFO ] [sig       ] [1/84] Report for 2025-10-10 already exists, skipping...
[2026-02-11T20:35:27.080238] [INFO ] [sig       ] [2/84] Processing report for 2025-10-13...
[2026-02-11T20:35:27.080279] [INFO ] [sig       ] [2/84] Report for 2025-10-13 already exists, skipping...
[2026-02-11T20:35:27.080307] [INFO ] [sig       ] [3/84] Processing report for 2025-10-14...
[2026-02-11T20:35:27.080339] [INFO ] [sig       ] [3/84] Report for 2025-10-14 already exists, skipping...
[2026-02-11T20:35:27.080365] [INFO ] [sig       ] [4/84] Processing report for 2025-10-15...
[2026-02-11T20:35:27.080396] [INFO ] [sig       ] [4/84] Report for 2025-10-15 already exists, skipping...
[2026-02-11T20:35:27.080421] [INFO ] [sig       ] [5/84] Processing report for 2025-10-16...
[2026-02-11T20:35:27.080451] [INFO ] [sig       ] [5/84] Report for 2025-10-16 already exists, skipping...
[2026-02-11T20:35:27.080476] [INFO ] [sig       ] [6/84] Processing report for 2025-10-17...
[2026-02-11T20:35:27.080505] [INFO ] [sig       ] [6/84] Report for 2025-10-17 already exists, skipping...
[2026-02-11T20:35:27.080530] [INFO ] [sig       ] [7/84] Processing report for 2025-10-20...
[2026-02-11T20:35:27.080559] [INFO ] [sig       ] [7/84] Report for 2025-10-20 already exists, skipping...
[2026-02-11T20:35:27.080603] [INFO ] [sig       ] [8/84] Processing report for 2025-10-21...
[2026-02-11T20:35:27.080641] [INFO ] [sig       ] [8/84] Report for 2025-10-21 already exists, skipping...
[2026-02-11T20:35:27.080668] [INFO ] [sig       ] [9/84] Processing report for 2025-10-22...
[2026-02-11T20:35:27.080697] [INFO ] [sig       ] [9/84] Report for 2025-10-22 already exists, skipping...
[2026-02-11T20:35:27.080722] [INFO ] [sig       ] [10/84] Processing report for 2025-10-23...
[2026-02-11T20:35:27.080751] [INFO ] [sig       ] [10/84] Report for 2025-10-23 already exists, skipping...
[2026-02-11T20:35:27.080775] [INFO ] [sig       ] [11/84] Processing report for 2025-10-24...
[2026-02-11T20:35:27.080805] [INFO ] [sig       ] [11/84] Report for 2025-10-24 already exists, skipping...
[2026-02-11T20:35:27.080830] [INFO ] [sig       ] [12/84] Processing report for 2025-10-27...
[2026-02-11T20:35:27.080866] [INFO ] [sig       ] [12/84] Report for 2025-10-27 already exists, skipping...
[2026-02-11T20:35:27.080893] [INFO ] [sig       ] [13/84] Processing report for 2025-10-28...
[2026-02-11T20:35:27.080930] [INFO ] [sig       ] [13/84] Report for 2025-10-28 already exists, skipping...
[2026-02-11T20:35:27.080956] [INFO ] [sig       ] [14/84] Processing report for 2025-10-30...
[2026-02-11T20:35:27.080986] [INFO ] [sig       ] [14/84] Report for 2025-10-30 already exists, skipping...
[2026-02-11T20:35:27.081011] [INFO ] [sig       ] [15/84] Processing report for 2025-10-31...
[2026-02-11T20:35:27.081040] [INFO ] [sig       ] [15/84] Report for 2025-10-31 already exists, skipping...
[2026-02-11T20:35:27.081065] [INFO ] [sig       ] [16/84] Processing report for 2025-11-03...
[2026-02-11T20:35:27.081096] [INFO ] [sig       ] [16/84] Report for 2025-11-03 already exists, skipping...
[2026-02-11T20:35:27.081126] [INFO ] [sig       ] [17/84] Processing report for 2025-11-04...
[2026-02-11T20:35:27.081161] [INFO ] [sig       ] [17/84] Report for 2025-11-04 already exists, skipping...
[2026-02-11T20:35:27.081191] [INFO ] [sig       ] [18/84] Processing report for 2025-11-05...
[2026-02-11T20:35:27.081226] [INFO ] [sig       ] [18/84] Report for 2025-11-05 already exists, skipping...
[2026-02-11T20:35:27.081256] [INFO ] [sig       ] [19/84] Processing report for 2025-11-06...
[2026-02-11T20:35:27.081290] [INFO ] [sig       ] [19/84] Report for 2025-11-06 already exists, skipping...
[2026-02-11T20:35:27.081314] [INFO ] [sig       ] [20/84] Processing report for 2025-11-07...
[2026-02-11T20:35:27.081344] [INFO ] [sig       ] [20/84] Report for 2025-11-07 already exists, skipping...
[2026-02-11T20:35:27.081368] [INFO ] [sig       ] [21/84] Processing report for 2025-11-10...
[2026-02-11T20:35:27.081398] [INFO ] [sig       ] [21/84] Report for 2025-11-10 already exists, skipping...
[2026-02-11T20:35:27.081422] [INFO ] [sig       ] [22/84] Processing report for 2025-11-11...
[2026-02-11T20:35:27.081451] [INFO ] [sig       ] [22/84] Report for 2025-11-11 already exists, skipping...
[2026-02-11T20:35:27.081481] [INFO ] [sig       ] [23/84] Processing report for 2025-11-12...
[2026-02-11T20:35:27.081512] [INFO ] [sig       ] [23/84] Report for 2025-11-12 already exists, skipping...
[2026-02-11T20:35:27.081537] [INFO ] [sig       ] [24/84] Processing report for 2025-11-13...
[2026-02-11T20:35:27.081566] [INFO ] [sig       ] [24/84] Report for 2025-11-13 already exists, skipping...
[2026-02-11T20:35:27.081619] [INFO ] [sig       ] [25/84] Processing report for 2025-11-17...
[2026-02-11T20:35:27.081651] [INFO ] [sig       ] [25/84] Report for 2025-11-17 already exists, skipping...
[2026-02-11T20:35:27.081676] [INFO ] [sig       ] [26/84] Processing report for 2025-11-18...
[2026-02-11T20:35:27.081705] [INFO ] [sig       ] [26/84] Report for 2025-11-18 already exists, skipping...
[2026-02-11T20:35:27.081755] [INFO ] [sig       ] [27/84] Processing report for 2025-11-19...
[2026-02-11T20:35:27.081787] [INFO ] [sig       ] [27/84] Report for 2025-11-19 already exists, skipping...
[2026-02-11T20:35:27.081812] [INFO ] [sig       ] [28/84] Processing report for 2025-11-20...
[2026-02-11T20:35:27.081842] [INFO ] [sig       ] [28/84] Report for 2025-11-20 already exists, skipping...
[2026-02-11T20:35:27.081867] [INFO ] [sig       ] [29/84] Processing report for 2025-11-21...
[2026-02-11T20:35:27.081896] [INFO ] [sig       ] [29/84] Report for 2025-11-21 already exists, skipping...
[2026-02-11T20:35:27.081921] [INFO ] [sig       ] [30/84] Processing report for 2025-11-24...
[2026-02-11T20:35:27.081950] [INFO ] [sig       ] [30/84] Report for 2025-11-24 already exists, skipping...
[2026-02-11T20:35:27.081974] [INFO ] [sig       ] [31/84] Processing report for 2025-11-25...
[2026-02-11T20:35:27.082003] [INFO ] [sig       ] [31/84] Report for 2025-11-25 already exists, skipping...
[2026-02-11T20:35:27.082027] [INFO ] [sig       ] [32/84] Processing report for 2025-11-26...
[2026-02-11T20:35:27.082056] [INFO ] [sig       ] [32/84] Report for 2025-11-26 already exists, skipping...
[2026-02-11T20:35:27.082081] [INFO ] [sig       ] [33/84] Processing report for 2025-11-28...
[2026-02-11T20:35:27.082111] [INFO ] [sig       ] [33/84] Report for 2025-11-28 already exists, skipping...
[2026-02-11T20:35:27.082135] [INFO ] [sig       ] [34/84] Processing report for 2025-12-01...
[2026-02-11T20:35:27.082171] [INFO ] [sig       ] [34/84] Report for 2025-12-01 already exists, skipping...
[2026-02-11T20:35:27.082198] [INFO ] [sig       ] [35/84] Processing report for 2025-12-02...
[2026-02-11T20:35:27.082228] [INFO ] [sig       ] [35/84] Report for 2025-12-02 already exists, skipping...
[2026-02-11T20:35:27.082258] [INFO ] [sig       ] [36/84] Processing report for 2025-12-03...
[2026-02-11T20:35:27.082288] [INFO ] [sig       ] [36/84] Report for 2025-12-03 already exists, skipping...
[2026-02-11T20:35:27.082312] [INFO ] [sig       ] [37/84] Processing report for 2025-12-04...
[2026-02-11T20:35:27.082351] [INFO ] [sig       ] [37/84] Report for 2025-12-04 already exists, skipping...
[2026-02-11T20:35:27.082377] [INFO ] [sig       ] [38/84] Processing report for 2025-12-05...
[2026-02-11T20:35:27.082412] [INFO ] [sig       ] [38/84] Report for 2025-12-05 already exists, skipping...
[2026-02-11T20:35:27.082438] [INFO ] [sig       ] [39/84] Processing report for 2025-12-08...
[2026-02-11T20:35:27.082466] [INFO ] [sig       ] [39/84] Report for 2025-12-08 already exists, skipping...
[2026-02-11T20:35:27.082491] [INFO ] [sig       ] [40/84] Processing report for 2025-12-09...
[2026-02-11T20:35:27.082520] [INFO ] [sig       ] [40/84] Report for 2025-12-09 already exists, skipping...
[2026-02-11T20:35:27.082544] [INFO ] [sig       ] [41/84] Processing report for 2025-12-10...
[2026-02-11T20:35:27.082596] [INFO ] [sig       ] [41/84] Report for 2025-12-10 already exists, skipping...
[2026-02-11T20:35:27.082626] [INFO ] [sig       ] [42/84] Processing report for 2025-12-11...
[2026-02-11T20:35:27.082667] [INFO ] [sig       ] [42/84] Report for 2025-12-11 already exists, skipping...
[2026-02-11T20:35:27.082707] [INFO ] [sig       ] [43/84] Processing report for 2025-12-12...
[2026-02-11T20:35:27.082752] [INFO ] [sig       ] [43/84] Report for 2025-12-12 already exists, skipping...
[2026-02-11T20:35:27.082784] [INFO ] [sig       ] [44/84] Processing report for 2025-12-15...
[2026-02-11T20:35:27.082821] [INFO ] [sig       ] [44/84] Report for 2025-12-15 already exists, skipping...
[2026-02-11T20:35:27.082848] [INFO ] [sig       ] [45/84] Processing report for 2025-12-16...
[2026-02-11T20:35:27.082877] [INFO ] [sig       ] [45/84] Report for 2025-12-16 already exists, skipping...
[2026-02-11T20:35:27.082903] [INFO ] [sig       ] [46/84] Processing report for 2025-12-17...
[2026-02-11T20:35:27.082933] [INFO ] [sig       ] [46/84] Report for 2025-12-17 already exists, skipping...
[2026-02-11T20:35:27.082957] [INFO ] [sig       ] [47/84] Processing report for 2025-12-18...
[2026-02-11T20:35:27.082994] [INFO ] [sig       ] [47/84] Report for 2025-12-18 already exists, skipping...
[2026-02-11T20:35:27.083020] [INFO ] [sig       ] [48/84] Processing report for 2025-12-19...
[2026-02-11T20:35:27.083049] [INFO ] [sig       ] [48/84] Report for 2025-12-19 already exists, skipping...
[2026-02-11T20:35:27.083074] [INFO ] [sig       ] [49/84] Processing report for 2025-12-22...
[2026-02-11T20:35:27.083278] [INFO ] [sig       ] [49/84] Report for 2025-12-22 already exists, skipping...
[2026-02-11T20:35:27.083306] [INFO ] [sig       ] [50/84] Processing report for 2025-12-23...
[2026-02-11T20:35:27.083347] [INFO ] [sig       ] [50/84] Report for 2025-12-23 already exists, skipping...
[2026-02-11T20:35:27.083375] [INFO ] [sig       ] [51/84] Processing report for 2025-12-24...
[2026-02-11T20:35:27.083411] [INFO ] [sig       ] [51/84] Report for 2025-12-24 already exists, skipping...
[2026-02-11T20:35:27.083438] [INFO ] [sig       ] [52/84] Processing report for 2025-12-26...
[2026-02-11T20:35:27.083468] [INFO ] [sig       ] [52/84] Report for 2025-12-26 already exists, skipping...
[2026-02-11T20:35:27.083492] [INFO ] [sig       ] [53/84] Processing report for 2025-12-29...
[2026-02-11T20:35:27.083529] [INFO ] [sig       ] [53/84] Report for 2025-12-29 already exists, skipping...
[2026-02-11T20:35:27.083555] [INFO ] [sig       ] [54/84] Processing report for 2025-12-30...
[2026-02-11T20:35:27.083604] [INFO ] [sig       ] [54/84] Report for 2025-12-30 already exists, skipping...
[2026-02-11T20:35:27.083631] [INFO ] [sig       ] [55/84] Processing report for 2025-12-31...
[2026-02-11T20:35:27.083669] [INFO ] [sig       ] [55/84] Report for 2025-12-31 already exists, skipping...
[2026-02-11T20:35:27.083696] [INFO ] [sig       ] [56/84] Processing report for 2026-01-02...
[2026-02-11T20:35:27.083739] [INFO ] [sig       ] [56/84] Report for 2026-01-02 already exists, skipping...
[2026-02-11T20:35:27.083766] [INFO ] [sig       ] [57/84] Processing report for 2026-01-05...
[2026-02-11T20:35:27.083797] [INFO ] [sig       ] [57/84] Report for 2026-01-05 already exists, skipping...
[2026-02-11T20:35:27.083822] [INFO ] [sig       ] [58/84] Processing report for 2026-01-06...
[2026-02-11T20:35:27.083852] [INFO ] [sig       ] [58/84] Report for 2026-01-06 already exists, skipping...
[2026-02-11T20:35:27.083878] [INFO ] [sig       ] [59/84] Processing report for 2026-01-07...
[2026-02-11T20:35:27.083915] [INFO ] [sig       ] [59/84] Report for 2026-01-07 already exists, skipping...
[2026-02-11T20:35:27.083943] [INFO ] [sig       ] [60/84] Processing report for 2026-01-08...
[2026-02-11T20:35:27.083980] [INFO ] [sig       ] [60/84] Report for 2026-01-08 already exists, skipping...
[2026-02-11T20:35:27.084007] [INFO ] [sig       ] [61/84] Processing report for 2026-01-09...
[2026-02-11T20:35:27.084048] [INFO ] [sig       ] [61/84] Report for 2026-01-09 already exists, skipping...
[2026-02-11T20:35:27.084075] [INFO ] [sig       ] [62/84] Processing report for 2026-01-12...
[2026-02-11T20:35:27.084106] [INFO ] [sig       ] [62/84] Report for 2026-01-12 already exists, skipping...
[2026-02-11T20:35:27.084131] [INFO ] [sig       ] [63/84] Processing report for 2026-01-13...
[2026-02-11T20:35:27.084179] [INFO ] [sig       ] [63/84] Report for 2026-01-13 already exists, skipping...
[2026-02-11T20:35:27.084209] [INFO ] [sig       ] [64/84] Processing report for 2026-01-14...
[2026-02-11T20:35:27.084262] [INFO ] [sig       ] [64/84] Report for 2026-01-14 already exists, skipping...
[2026-02-11T20:35:27.084291] [INFO ] [sig       ] [65/84] Processing report for 2026-01-15...
[2026-02-11T20:35:27.084321] [INFO ] [sig       ] [65/84] Report for 2026-01-15 already exists, skipping...
[2026-02-11T20:35:27.084347] [INFO ] [sig       ] [66/84] Processing report for 2026-01-16...
[2026-02-11T20:35:27.084378] [INFO ] [sig       ] [66/84] Report for 2026-01-16 already exists, skipping...
[2026-02-11T20:35:27.084402] [INFO ] [sig       ] [67/84] Processing report for 2026-01-20...
[2026-02-11T20:35:27.084433] [INFO ] [sig       ] [67/84] Report for 2026-01-20 already exists, skipping...
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[2026-02-11T20:35:27.235841] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.236244] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.236591] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.236882] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.237193] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.237529] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2026-02-11T20:35:27.237814] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.238056] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.238308] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.238544] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.238881] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.239133] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.239385] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.239624] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.239878] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.240172] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.240285] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.240564] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.240868] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.241182] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.241419] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.241699] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.241949] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.242207] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.242520] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.242790] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.243030] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.243263] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.243517] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.243789] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.244095] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.244362] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.244691] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.244956] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.245251] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.245566] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.245864] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.246155] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.246440] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.246744] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.247676] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.248023] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.248329] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.248611] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.248857] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.249113] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.249421] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.249686] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.249919] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.250154] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.250402] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.250631] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.250865] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.251161] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.251405] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.251639] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.251880] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.252144] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.252415] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.252675] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.252909] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.253223] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.253514] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.253815] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.254065] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.254354] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.254651] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2026-02-11T20:35:27.254968] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.255245] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.255535] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.255822] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.256107] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.256363] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.256598] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.256838] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.257137] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.257405] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.257743] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.257985] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.258235] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.258641] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.258905] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.259194] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.259501] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.259629] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.259940] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.260237] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.260494] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.260757] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.261073] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2026-02-11T20:35:27.261336] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.261604] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.261875] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.262187] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.262473] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.262767] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.263028] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.263343] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.263606] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.263869] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.264127] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.264409] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.264652] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.264893] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.265150] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.265233] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.266209] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.266505] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.266805] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.267080] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.267392] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.267649] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.267899] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.268173] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.268455] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.268690] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.268922] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.269219] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.269486] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.269874] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.270846] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.271106] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.271366] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.271756] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2026-02-11T20:35:27.272215] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.272490] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.272754] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.273020] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.273275] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.273592] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.273830] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.274063] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.274310] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.274614] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.274954] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2026-02-11T20:35:27.275400] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.275691] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.275940] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.276175] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.276408] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.276653] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.276904] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.277139] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.277368] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.277701] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.277995] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.278256] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.278594] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.278869] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.279155] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.279445] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.279737] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.280066] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.280375] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.280654] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.281635] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.281916] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.282211] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.282489] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.282740] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.283010] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.283282] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.283536] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.283831] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.284701] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.284948] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.285244] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.285495] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.285821] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.286072] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.286367] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.286617] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2026-02-11T20:35:27.286857] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.287810] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.288073] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.288351] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.288600] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.288870] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.289124] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.289367] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.289675] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.289758] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.289997] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.290253] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.290508] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.290831] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.291091] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.291348] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.291655] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.291911] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.291995] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.292244] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2026-02-11T20:35:27.292484] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.292721] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.293549] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.293823] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.294068] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.294321] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.294565] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.294905] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.295148] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.295385] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.295683] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.295984] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.296256] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.296625] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.296879] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.297177] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.297252] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.297523] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.297805] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.298075] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.298342] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.298602] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.298844] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.299102] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.299389] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.299700] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.300115] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.300202] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.300444] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.300749] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.301007] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.301271] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.301540] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.301829] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.302084] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.302348] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.302650] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.302901] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.303161] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.303427] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.303693] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.303985] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.304291] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.304537] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.304801] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.305038] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.305363] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.306113] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.306374] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.306632] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.306872] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.307132] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.308170] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.308892] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.309267] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.309620] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.309908] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.310216] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.310465] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.310706] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.310949] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.311218] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.311474] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.311732] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.311983] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.312231] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.312603] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.312912] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.313196] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.313436] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.313728] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.313976] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.314223] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.314477] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2026-02-11T20:35:27.315523] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.315798] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.316118] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.316365] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.316746] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.317151] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.317429] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.317754] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.318005] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.318252] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.318717] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.318972] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.319254] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.319521] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.319845] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.320093] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.320366] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.320658] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.320904] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.321156] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.321433] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.321670] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.321903] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.322171] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.322422] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.322683] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2026-02-11T20:35:27.322927] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.323161] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.323410] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.323660] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.323731] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.324006] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.324237] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.324512] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.324839] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.325128] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.325408] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.325692] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.325975] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.326209] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.326461] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.326709] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.326945] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.327197] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.327434] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.327763] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.328051] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.328308] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.328597] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.328838] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.329134] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.329473] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.329544] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.329821] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.330059] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.330313] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.330612] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.330849] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.331087] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.331322] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.331587] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.331833] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.332086] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.332336] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.332634] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.332926] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.333003] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.333231] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.333610] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.333852] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.334097] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.335081] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.335369] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.335630] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.335918] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2026-02-11T20:35:27.336306] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.336588] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.336855] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.337147] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.338121] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.338434] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.338683] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.339085] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.339396] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.339645] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.339933] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.340181] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.340427] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.340670] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.340908] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.341158] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.341470] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.341734] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.342026] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.342267] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.342508] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.342827] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.343086] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.343374] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.345184] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.345464] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.345744] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.346040] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.346297] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.346549] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.346867] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.347107] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.347347] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.347619] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2026-02-11T20:35:27.347952] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.348209] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.348451] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.348697] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.348961] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.349213] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.350009] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.350090] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.351085] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.351364] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.351618] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.351878] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.352125] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.352448] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.352703] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.352982] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.353327] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.353599] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.353881] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.354157] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.354446] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.354689] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.354938] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.355220] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.355455] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.355687] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.355949] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.356186] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.356419] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.356655] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.356886] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.357118] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.357370] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.357679] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.357983] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.358220] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.358451] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.358698] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.358924] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.359156] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.359435] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.359717] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.359978] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.360230] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.360461] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.360744] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.361026] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.361259] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.361492] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.361603] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2026-02-11T20:35:27.361957] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.362249] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.362615] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.362904] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.363156] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.363410] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.363650] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.363895] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.364128] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.364545] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.364828] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.365094] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.365386] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.365623] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.365860] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.366090] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2026-02-11T20:35:27.366350] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.366599] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.366846] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.367136] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.367372] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.367664] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.367905] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.368140] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.368510] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.368802] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.369056] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.369300] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.369542] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.369806] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.370099] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.370332] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.370561] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.370816] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.371129] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.371380] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.371612] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.371845] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.372080] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.372333] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.372606] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.372902] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.373185] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.373500] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.373773] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.374023] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.374275] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.374343] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.374602] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.374834] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.375929] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.376187] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2026-02-11T20:35:27.376488] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.376747] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.376995] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.377286] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.377539] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.377857] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.378094] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.378338] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.378587] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.378832] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.379058] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.379462] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.379753] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.380045] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.380285] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.380540] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.380840] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.381623] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.381912] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.382169] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.382428] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.382718] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.382993] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.383258] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.383584] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.383853] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2026-02-11T20:35:27.384113] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.384368] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.384623] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2026-02-11T20:35:27.385122] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.385385] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.385624] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.385928] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.386198] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.386488] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.386737] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.386809] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.387037] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2026-02-11T20:35:27.387433] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.387719] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.387968] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.388228] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.388471] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.388713] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.388997] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.389292] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.389539] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.389812] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.390081] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.390340] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.390593] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.390827] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.391078] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.391589] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.391844] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.392171] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.392473] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.392790] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.393059] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.393349] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.393606] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.393843] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.394771] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.395053] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2026-02-11T20:35:27.395771] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.396082] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.396336] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.396643] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.396966] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.397242] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.397560] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.397828] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.398841] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.399151] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.399478] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.399730] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.400028] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.400276] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.400522] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.400626] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.400886] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.401232] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.401492] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.401793] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.402043] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.402309] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.402605] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.402861] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.403102] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.403337] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.403694] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.403959] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.404220] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.404486] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.404738] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.405044] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.405289] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.405519] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.405793] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.406029] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.406273] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.406507] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.406793] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.407100] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.407405] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.407674] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.407919] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.408163] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.408407] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.408644] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2026-02-11T20:35:27.408923] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.409175] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.409408] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.409691] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.409926] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.410172] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.410407] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.410643] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.410879] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.411111] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.411346] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.411596] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.411894] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.412140] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.412413] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.412704] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.412939] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.413221] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.413522] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.413859] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.414159] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2026-02-11T20:35:27.414428] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.414671] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.415116] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.415408] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.415675] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.416009] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.416280] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.416608] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.416902] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.417189] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.417529] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.417867] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.418118] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.418363] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.418625] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.418887] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.419186] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.419494] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.419753] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.420036] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2026-02-11T20:35:27.420309] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.420564] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.420828] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.421086] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.421390] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.421639] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.421899] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.422177] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.422425] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.422666] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.422908] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.424709] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.426401] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.426682] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.426939] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.427235] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.427484] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.427813] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.428113] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.428369] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.428633] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.428958] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.429234] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.429489] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.429791] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2026-02-11T20:35:27.430059] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.431028] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.431343] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.431607] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.431927] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.432235] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.432517] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.432801] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.433038] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.433270] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.433539] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.433837] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.434134] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.434379] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.434627] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.434923] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.435191] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.435450] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.435723] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.436017] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.436283] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.436527] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.436931] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2026-02-11T20:35:27.437249] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.437525] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.437831] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.438124] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.438384] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.438463] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.438699] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.438930] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.439243] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.439550] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.439972] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.440240] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.440507] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2026-02-11T20:35:27.440823] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.441119] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.441429] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.441669] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.441924] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.442217] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.442529] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.442847] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.443118] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.443413] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.443760] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.444074] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.444388] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.444675] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.444976] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.445278] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.445555] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.445817] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.446054] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.446343] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.446634] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2026-02-11T20:35:27.446878] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.447163] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.447397] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.447691] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.447934] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.448212] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.448469] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.448767] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2026-02-11T20:35:27.449027] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.449282] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.449549] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.449651] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.450348] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.450646] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.450910] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.451188] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.451472] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.451785] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2026-02-11T20:35:27.452024] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.452260] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.452499] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.452737] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.453041] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.453326] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.453814] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.454094] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.454488] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.454823] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.455091] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.455373] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.455625] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2026-02-11T20:35:27.455899] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.457660] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.458002] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2026-02-11T20:35:27.458284] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.458563] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.458896] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.459165] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.459453] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.459724] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.459993] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.460240] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.460486] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.460769] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.461010] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.461316] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.461567] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.461880] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.462126] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.462378] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.462631] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.462897] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.463151] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.463463] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.463995] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.464293] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.464624] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.465108] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.466136] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.466881] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.467146] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.467428] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.467705] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.467981] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.468928] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.469223] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.469529] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.469812] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.470080] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2026-02-11T20:35:27.470384] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.470648] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.470924] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.471184] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.471471] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.472433] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.472731] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.472988] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.473310] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.473606] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.473936] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.474212] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.474538] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.474855] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.475160] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.475426] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.475706] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.475972] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.476222] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.476523] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.476798] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.477040] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.477294] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.477553] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.477883] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.478169] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.478432] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.478710] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.479010] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.479283] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.479602] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.479974] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.480287] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.480590] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.480861] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.481900] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.481980] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.482266] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.482560] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.482883] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.483184] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.483451] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.483700] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2026-02-11T20:35:27.483954] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.484259] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.484559] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.484882] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.485173] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.485468] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.485786] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.486092] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.486339] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.486607] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.486954] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.487256] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.487560] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.487826] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.488102] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.488389] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.488658] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.488941] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.489194] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.489449] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.489687] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.489924] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.490185] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.490450] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.490728] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.490973] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.491263] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.491550] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.491822] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.492065] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.492338] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.492589] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.492833] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.493141] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.493449] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.493714] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.493972] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.494723] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.495000] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.495259] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.495554] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.495834] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.496137] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.496371] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.496618] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.496918] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.497163] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.497423] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.497744] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.498011] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.498290] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.498542] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.498826] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2026-02-11T20:35:27.499070] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.499329] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.499624] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.499890] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.500126] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.500363] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.500613] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.500856] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.501089] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.501367] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.501646] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.501892] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.502149] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.502405] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.502662] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.502928] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.503168] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.503460] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.503696] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.503940] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.504185] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.504465] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.504720] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.505062] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.505399] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.505709] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2026-02-11T20:35:27.505984] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.506250] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2026-02-11T20:35:27.506517] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.506840] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.507110] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.507421] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.507717] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.507979] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.508231] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.508488] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.508740] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.509007] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.509281] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.509549] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.509877] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.510139] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.510405] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.510682] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.510958] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.511273] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.511527] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.511813] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.512076] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.512342] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.512603] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.512876] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.513182] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.513438] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.514450] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.514732] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.515018] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.515333] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2026-02-11T20:35:27.515598] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.515938] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.516200] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.516470] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.516777] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.517081] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.517355] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.517613] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.517931] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.518190] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.518501] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.518802] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.519078] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2026-02-11T20:35:27.519151] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.519417] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.519726] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.519798] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.520049] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.520296] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.520545] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.521270] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.521530] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.521830] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.523095] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.523369] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.523643] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.523940] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.524264] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.524543] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.524844] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2026-02-11T20:35:27.525099] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.525361] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.525634] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.525907] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.526218] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.526485] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.526735] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.526982] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.527243] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.527604] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.527936] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.528216] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.528547] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.528844] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.529145] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.529427] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.529699] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.530014] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.530286] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.530538] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.530841] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.531121] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.531453] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.531727] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.531973] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.532259] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.532547] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.532829] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.533084] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.533342] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.533625] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.533904] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.534208] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.534462] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.534784] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.535094] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.535362] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.535646] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.535931] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.536206] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.536515] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.536790] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.537049] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.537312] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.537628] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.537912] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.538192] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.538499] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.538800] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.539125] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.539411] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.539721] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.539983] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.540296] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.540561] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.540843] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.541099] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.541375] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.541628] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.541908] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.542310] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.542595] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.542857] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.543141] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.543445] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.543743] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.544012] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.544313] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.544673] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.545010] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.545306] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.545597] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.545854] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.546112] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.546366] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.546623] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.546880] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.547135] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.547458] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.547765] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.548025] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.548283] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.548585] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.548899] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.549171] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.549497] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.549813] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.550071] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.550321] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.550601] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.550917] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.551174] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.551427] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.551755] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2026-02-11T20:35:27.552030] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.552338] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.552615] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.552894] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.553150] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.553594] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.553913] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.554180] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.554496] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.554853] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.555129] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.555405] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2026-02-11T20:35:27.555715] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.555987] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.556254] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.556515] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2026-02-11T20:35:27.556786] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.557045] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.557291] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.557586] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.557851] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.558106] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.558607] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.558876] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.559144] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.559416] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.559694] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.559971] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.560277] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.560562] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.560871] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.561134] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.561412] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.561663] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.561917] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.562184] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.562442] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.562703] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.563013] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.563283] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.563603] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.563892] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2026-02-11T20:35:27.564153] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.564429] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.564514] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.564799] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.565118] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.565599] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.566477] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.566902] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.567178] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.568220] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.568496] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.568791] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.569065] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.569341] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.569611] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.570721] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.571056] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2026-02-11T20:35:27.571340] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.571616] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.571893] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2026-02-11T20:35:27.572171] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.572444] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.572709] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.572994] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.573270] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.573591] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.573872] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.574136] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.574392] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.574669] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2026-02-11T20:35:27.574947] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.575220] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.575474] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.575749] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.576039] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.576310] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.576602] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.576853] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.577134] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.577445] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.578072] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.578366] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.578702] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.579031] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.579352] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.579690] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.579949] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.580262] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.580523] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.580808] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.581131] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.581405] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.581704] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.582020] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.582345] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.582730] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.582992] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.583275] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.583547] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2026-02-11T20:35:27.583891] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.584176] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.584493] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.584791] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.585057] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.585329] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.585645] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.585927] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.586182] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.586483] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.586754] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.587043] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.587298] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.587609] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.587892] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.588166] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.588503] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.588797] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.589063] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.589390] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.590401] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.591176] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.591449] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.591729] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.592040] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.592314] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.592599] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.592858] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.593149] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2026-02-11T20:35:27.593409] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.593684] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.593994] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.594984] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.595314] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.595630] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2026-02-11T20:35:27.595948] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.596217] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.596489] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.596756] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.597022] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.597274] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.597542] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.597841] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.598108] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.598365] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.598608] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.598850] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.599091] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.600155] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.600423] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.600683] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.600946] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.601195] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.601514] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.601788] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.602041] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.602309] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2026-02-11T20:35:27.602544] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.602824] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.603085] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.603337] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.603631] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.603881] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.604163] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.604410] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.604652] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.604894] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.605151] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.605429] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.605674] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.605935] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.606901] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.607179] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.607279] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.607565] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.607849] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.608120] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.608437] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.608708] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.608973] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.609271] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.609521] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.609868] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.610160] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.610455] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.610721] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.611018] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.611099] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.611378] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.611674] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.611933] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.612844] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.613108] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.613384] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.613723] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.614008] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.614337] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.614612] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.614896] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.615173] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.616217] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.616512] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.616832] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.617111] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.617397] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.617716] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.617997] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2026-02-11T20:35:27.618280] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.618600] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.618885] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.619146] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.619413] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.619655] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.620685] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.621031] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.621393] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.621517] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.621949] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.622279] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2026-02-11T20:35:27.622603] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.622912] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.623037] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.623412] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.623754] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.624077] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.624367] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.624674] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.624952] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.625223] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.625489] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.625800] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.626063] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.626355] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.626634] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.626926] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.627240] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.627567] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.627939] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.628237] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.628541] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.628878] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.629179] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.629549] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.629851] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.630108] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.630361] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.630630] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.630952] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.631206] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.631461] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.631717] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.631972] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.632223] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.632558] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.632841] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.633095] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.633357] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.633623] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.633904] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.634169] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.634441] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.634721] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.635021] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.635278] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2026-02-11T20:35:27.635553] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.635881] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.636138] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.636413] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.636680] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.636937] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.637189] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.637479] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.637792] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.638085] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.638366] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.638673] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.638951] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.639208] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.639461] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.639746] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.640003] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.640276] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.640596] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.640875] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.641139] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.641444] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.641704] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.641962] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.642213] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.642486] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.642746] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.643046] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.643116] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.643370] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.643644] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.643906] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.644161] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.644435] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.644744] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.645021] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.645342] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.645610] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.645898] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.646191] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.646446] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.646714] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.647032] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.647342] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.647624] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.647926] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.648213] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.648506] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.648792] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.649062] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.649318] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.650292] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.650622] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.650877] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.651130] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.651383] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.651682] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.651921] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2026-02-11T20:35:27.652836] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.653089] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.653432] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.653707] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.653952] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.654199] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.654456] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.654697] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.654930] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.655172] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.655406] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.655661] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.655916] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.656158] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.656412] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.656721] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.656965] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.657211] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.657447] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.657747] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.658002] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.658251] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.658504] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.658773] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.659015] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.659332] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.659629] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.659906] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.660152] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.660398] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.660665] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.660936] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.661294] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.661641] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.661912] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.662180] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.662482] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.662760] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.663044] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.663313] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.663827] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.664084] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.664336] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.664588] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.665018] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.665273] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.665514] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.665991] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.666265] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.666983] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.667262] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.667546] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.667833] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.668111] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.668379] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.668621] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.668878] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.669186] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.669614] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.669880] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.670188] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.670487] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.670769] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.671040] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.671318] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.671598] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.671865] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.672185] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2026-02-11T20:35:27.672599] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.672875] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.673183] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.673444] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.673730] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.674005] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.674250] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.674560] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.674828] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.674912] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.675140] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.675410] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.675673] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.675940] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.676250] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.676486] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.676784] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.677015] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.677296] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.677598] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.677839] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.678093] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.678344] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.678601] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.678854] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.679109] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.679379] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.679624] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.679877] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.680110] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.680345] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.680610] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.680876] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.681109] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.681335] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.681591] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.681825] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.682058] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.682320] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.682552] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.682812] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.683043] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.683281] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.683565] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.683824] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.684109] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.684359] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.684603] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.684857] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.685088] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.685355] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.685607] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.685837] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.686115] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.686360] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.686599] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.686886] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.687166] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.687395] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.687651] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.687891] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.688133] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.688386] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.688620] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.688901] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.689207] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.689448] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.689691] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.689952] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.690034] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.690286] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.690533] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.690784] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.691028] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.691306] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.691536] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.691808] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.692053] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.692313] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.692742] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.693003] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.693313] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.693604] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.693849] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.694091] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.694347] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.694595] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.694854] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.695110] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.695355] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.695604] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.695896] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.696154] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.696416] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.696713] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2026-02-11T20:35:27.696794] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.697025] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.697324] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.697607] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.697885] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.698149] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.698392] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.698643] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.698903] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.699223] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.699528] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.699795] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.700089] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.700403] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.700665] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.700927] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.701197] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.701436] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.701696] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.701945] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.702192] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.702432] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.702662] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.702899] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.703133] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.703415] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.703684] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.703962] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.704259] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.704509] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.704770] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.705113] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.705367] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.705670] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.705922] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.706190] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.706512] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.706782] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.707033] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.707276] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.707529] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.707845] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.708115] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.708362] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.708607] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.708860] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.709092] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.709381] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.709612] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.709841] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.710071] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.710317] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.710584] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.710854] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.711096] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.711325] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.711590] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.711825] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.712057] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.712305] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.712602] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.712831] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.713096] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.713335] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.713599] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.713867] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.714169] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.714401] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.715342] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.715613] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.715864] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.716179] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2026-02-11T20:35:27.716440] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.716687] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.716924] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.717167] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.717397] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.717639] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.717873] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.718129] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.718428] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.718771] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.719019] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.719263] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2026-02-11T20:35:27.719508] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.719789] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.720050] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.720284] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.720517] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.720768] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.721028] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.721286] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.721548] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.721811] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.722059] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.722303] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.722397] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.722633] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.722877] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.723109] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.723342] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.723630] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.723870] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.724151] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.724400] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.724630] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.724882] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.725112] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.725392] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.726469] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.726726] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.726966] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.727219] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.727451] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.727717] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.727969] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.728210] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.728464] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.728709] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.729629] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2026-02-11T20:35:27.729931] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.730236] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.730483] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.730804] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.731116] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2026-02-11T20:35:27.731355] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.731600] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.731892] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.732159] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.732400] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.732656] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.732941] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.733203] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.733274] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.733554] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.733808] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.734039] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.734326] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.734562] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.734817] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.735105] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2026-02-11T20:35:27.735392] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.735648] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.735897] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.736180] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.736505] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.736801] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.737041] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.737334] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.737624] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.737875] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.738122] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.738598] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.738861] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.739110] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.739394] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.739641] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.739938] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.740174] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.740425] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.740658] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.740893] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.741128] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.741418] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2026-02-11T20:35:27.741652] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.741887] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.742146] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.742394] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.743124] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2026-02-11T20:35:27.743437] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.743688] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.743933] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.744195] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.744435] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.744700] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.745046] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.746678] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.746977] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.747262] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.747546] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.747825] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.748089] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.748339] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.748587] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.748881] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.749144] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.749384] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.749617] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.749867] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.750124] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.750408] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.750653] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.750910] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.751192] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.751444] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.751695] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.751980] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.752048] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.752291] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.752539] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.752843] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.753071] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.753355] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.753598] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.753831] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.754075] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.754305] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.754538] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.754829] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.755062] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.755310] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.755597] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.755883] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.756131] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.756409] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.756649] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.756944] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.757225] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.757476] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.757768] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.758007] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.758283] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.758517] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.758769] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.759001] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.759286] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.759516] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2026-02-11T20:35:27.759767] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2026-02-11T20:35:27.760019] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.760248] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.760556] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.760829] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.761080] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.761362] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2026-02-11T20:35:27.761645] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.761884] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.762119] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.762404] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.762644] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.762939] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.763168] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.763397] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.763673] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.763905] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.764138] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.764393] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.764632] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.764861] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.765092] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.765316] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.765543] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.765846] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2026-02-11T20:35:27.766075] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.766326] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.766594] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.766897] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.767147] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.767376] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2026-02-11T20:35:27.767664] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.767960] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2026-02-11T20:35:27.768229] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.768472] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.768758] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.768995] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.769239] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.769499] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.769754] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2026-02-11T20:35:27.769980] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.770261] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.770488] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.770729] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.771012] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.771239] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.771465] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.771694] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.772047] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.772280] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.772538] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.772842] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.773081] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.773319] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.773550] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.773799] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.774091] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.774369] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.774618] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.774919] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.775151] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.775399] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.775716] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.776016] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.776255] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.776487] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.776786] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.777042] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.777338] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.797739] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.798141] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.798399] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.798685] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.799024] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.800011] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.800292] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.800562] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.801494] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.801784] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.802195] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.802488] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.802595] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.803096] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.803566] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.804029] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.804480] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.804766] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.805214] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.805493] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.805835] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.806269] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.806536] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.807090] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.807605] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.807918] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.808297] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.808589] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.808911] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2026-02-11T20:35:27.809430] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.809746] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.810161] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.810768] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.811333] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.812094] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.812417] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.812856] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.813229] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.813823] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.814179] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.814883] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.815251] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.815958] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.816395] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.816981] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.817492] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.817896] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.818563] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.818914] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.819437] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.819713] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.820034] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.820343] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.820659] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.821040] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.821646] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.822028] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.822621] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.823174] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.823515] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.824403] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.824886] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.825304] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.825914] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.826271] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.826978] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.827301] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.828060] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.828661] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.829238] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.829848] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.830372] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.830739] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.831117] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.831486] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.832120] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.832611] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.832955] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.833510] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.834358] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.837623] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.840069] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.840933] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.841517] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.841671] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.841961] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.842285] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.842596] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.842894] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.843244] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2026-02-11T20:35:27.843772] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.844389] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.844867] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.845513] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.845836] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.846128] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.846427] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.846736] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.847229] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.847897] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.848278] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.848601] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.848880] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.849177] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.849450] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.849752] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.850250] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.851100] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.852096] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.853563] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.853909] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.854343] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.854610] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.855037] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.855123] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.855397] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.855669] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.856172] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.856874] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.857167] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.857472] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.857839] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.858119] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.858426] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.858682] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.858997] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.859237] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.859529] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.859836] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.860174] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.860457] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.860739] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.861008] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.861271] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.861600] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.862439] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.862718] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.863094] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.863411] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.863690] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.863998] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.864362] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.864644] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.864903] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.865154] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.865456] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.865758] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.866068] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.866152] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.866397] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.866759] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.867016] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.867299] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.867603] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.867889] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.868177] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.868490] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.868792] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.869094] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.869372] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.869664] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.869980] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.870261] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.870596] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.870858] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.871177] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.871431] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.871806] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.872230] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.872513] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.872801] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.873097] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.873343] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.873600] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.873849] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.873933] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.874285] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.874557] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.874843] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.875256] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.875591] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.875874] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.876184] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.876484] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.876801] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.877111] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.877439] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.878257] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.878531] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.878844] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.879222] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.879507] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.879882] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.880172] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.880480] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.880783] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.881161] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.881410] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.881661] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.881929] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.882202] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.882597] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.882856] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.883171] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.883445] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.883711] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.883984] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.884304] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.884550] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.884827] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.885126] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.885377] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.885640] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.885885] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.886120] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.886417] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.886674] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.886910] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.887165] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.887403] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.887722] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.888053] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.888377] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.888765] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.889012] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.889309] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.889562] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.889846] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.890106] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.890379] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.890652] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.890907] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.891159] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.891397] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.891635] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.891896] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.892205] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.892465] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.892720] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.892995] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.893270] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.893532] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.893633] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.893871] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.894159] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.894460] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2026-02-11T20:35:27.894710] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.894959] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.895257] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.895529] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.895816] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.896079] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.896323] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.896772] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.897280] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.897625] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.897953] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.898248] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2026-02-11T20:35:27.898519] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.898910] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.899260] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.899641] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.900001] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.900340] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.900723] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.900993] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.901336] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2026-02-11T20:35:27.901774] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.902084] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.902480] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.902777] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.903164] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.903437] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.903702] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.903984] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.904239] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.904492] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.904814] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.905063] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.905410] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.905656] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.905914] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.906157] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.906398] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.906656] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.906892] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.907186] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.907625] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.907945] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.908253] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.908635] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.908889] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.909190] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.909462] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.909719] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.909994] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.910256] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.910560] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.910840] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.911147] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.911534] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.911810] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.912126] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.912393] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.912669] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.912933] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.913231] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.913529] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.913783] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.914026] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.914323] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.914627] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.914878] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.914965] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.915239] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.915506] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.915888] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.915998] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.916262] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.916562] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.916833] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.917087] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.917335] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.917446] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.917740] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.918129] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2026-02-11T20:35:27.918410] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.918760] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.919026] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.919292] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.919600] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.919864] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.920235] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.920620] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.920923] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.921205] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.921487] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.921875] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.922136] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.922411] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.922666] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.922913] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.923230] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.923528] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.923801] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.924097] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.924331] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.924587] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.924838] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.925095] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.925337] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.925602] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.925855] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.926097] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.926382] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2026-02-11T20:35:27.926672] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.926930] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.927165] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.927428] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.927713] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.928104] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.928395] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.928655] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.928926] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.929185] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.929430] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.930236] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.930498] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.930767] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.931034] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.931301] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.931671] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.931969] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.932219] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.932516] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.932893] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.933157] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.933421] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.933665] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.933913] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.934195] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.934473] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.934722] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.935106] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.935380] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.935694] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.936230] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.936497] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.936768] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2026-02-11T20:35:27.937032] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.937289] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.937604] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.937875] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.938130] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.938376] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.938642] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.938885] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.939130] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.939392] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.939635] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.939873] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.940146] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.940389] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.940696] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.941056] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.941340] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.941642] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.941887] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.942139] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.942404] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.942639] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.942877] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.943134] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.943380] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.943622] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.943933] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.944191] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.944488] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.944784] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.945029] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.945269] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.945564] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.945877] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.946145] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.946399] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.946634] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.946889] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.947146] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2026-02-11T20:35:27.947541] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.947822] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.948074] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.948339] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.948609] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.948857] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.949097] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.949363] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.949743] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.950119] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.950428] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2026-02-11T20:35:27.950679] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2026-02-11T20:35:27.950929] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.951185] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.951487] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.951829] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.952147] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.952424] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.952684] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.953050] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.953295] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.953645] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.954012] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.954258] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.954520] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.954787] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.955037] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.955307] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.955680] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.955956] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.956212] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.956517] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.956850] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.957130] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.957394] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.957476] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.957737] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.957993] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.958291] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.958553] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.958883] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.959177] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.959431] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.959680] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.959933] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.960185] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.960565] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.960837] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.961080] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.961343] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.961638] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.962037] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.962291] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.962538] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2026-02-11T20:35:27.962821] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.963188] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.963452] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.963717] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.964037] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.964301] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.964546] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.964829] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.965096] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.965366] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.965623] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.965893] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.966204] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.966503] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.967485] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.967800] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.968081] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.968348] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2026-02-11T20:35:27.968624] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.968888] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.969214] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2026-02-11T20:35:27.969466] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.969708] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.969943] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2026-02-11T20:35:27.970199] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.970548] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.971629] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.971893] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.972338] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.972602] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.972980] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.973277] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2026-02-11T20:35:27.973537] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2026-02-11T20:35:27.973823] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.974096] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.974422] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.974664] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.974914] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.975200] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.975461] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.975725] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2026-02-11T20:35:27.976007] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.976254] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.976493] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.976774] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.977030] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.977394] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.977687] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.977972] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.978222] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.978475] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.978778] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.979093] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.979402] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.979705] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.980018] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.980263] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.980508] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.980783] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.981047] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2026-02-11T20:35:27.981281] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.981533] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.981830] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.982070] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2026-02-11T20:35:27.982357] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.982609] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.982864] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.983126] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.983499] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.983825] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.984085] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.984470] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2026-02-11T20:35:27.984850] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.985107] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.985509] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.985914] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.986238] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.986492] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.986840] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2026-02-11T20:35:27.987089] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2026-02-11T20:35:27.987340] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.987714] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.987988] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.988240] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2026-02-11T20:35:27.988501] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.988800] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2026-02-11T20:35:27.989064] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.989376] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.989617] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.989980] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.990224] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2026-02-11T20:35:27.990528] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.990814] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2026-02-11T20:35:27.991130] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2026-02-11T20:35:27.991456] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2026-02-11T20:35:27.991767] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.992031] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.992351] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2026-02-11T20:35:27.992738] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.992987] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.993253] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2026-02-11T20:35:27.993523] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.993854] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.994234] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.994671] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.994925] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.995300] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.995647] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2026-02-11T20:35:27.995893] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2026-02-11T20:35:27.996193] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.996458] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2026-02-11T20:35:27.996703] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.996963] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2026-02-11T20:35:27.997351] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.997627] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2026-02-11T20:35:27.997890] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2026-02-11T20:35:27.998186] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2026-02-11T20:35:27.998486] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2026-02-11T20:35:27.998750] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2026-02-11T20:35:27.999013] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2026-02-11T20:35:27.999295] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2026-02-11T20:35:27.999788] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2026-02-11T20:35:28.000093] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.000550] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2026-02-11T20:35:28.000831] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.001105] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.001204] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.001668] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.002056] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2026-02-11T20:35:28.002425] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.002746] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.003008] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.003276] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.003522] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.003788] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.004096] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.004350] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.004655] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.004893] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.005244] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.005691] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.005958] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.006275] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.006723] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2026-02-11T20:35:28.006974] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.007232] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.007488] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.007811] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.008067] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.008392] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2026-02-11T20:35:28.008863] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.009165] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.009614] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.010594] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.010874] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.011286] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.011613] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.011914] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2026-02-11T20:35:28.012222] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.012495] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.012766] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.013022] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.013277] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.013730] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.013995] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.014238] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.014644] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.014946] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.015189] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.015554] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.015831] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.016105] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.016587] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.016895] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.017169] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.017592] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.017858] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.018190] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.018631] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.019073] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.019538] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.019884] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.020209] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.020641] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.020890] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2026-02-11T20:35:28.021170] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.021408] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.021650] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.021889] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.022131] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2026-02-11T20:35:28.022402] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2026-02-11T20:35:28.022657] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.022962] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.023208] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.023456] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.023713] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.023956] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.024239] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2026-02-11T20:35:28.024490] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.024797] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.025041] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.025281] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.025528] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.025859] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.026104] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.026473] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.026732] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.026988] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.027273] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.027553] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.027837] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.028200] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.028458] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.028818] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.029091] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.029396] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.029676] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2026-02-11T20:35:28.030047] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.030356] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.030675] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.030949] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2026-02-11T20:35:28.031253] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.031553] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.032063] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2026-02-11T20:35:28.032347] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.032610] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.032856] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.033163] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.033533] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.033811] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.034064] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2026-02-11T20:35:28.034347] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.034635] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.034909] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.035208] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.035518] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.035784] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2026-02-11T20:35:28.036030] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.036276] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2026-02-11T20:35:28.036587] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2026-02-11T20:35:28.036842] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.037102] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.037340] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2026-02-11T20:35:28.037606] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2026-02-11T20:35:28.037911] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.038175] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.038429] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2026-02-11T20:35:28.038668] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.038901] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.039300] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.039541] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.039845] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.040109] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.040374] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.040621] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.040987] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.041237] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.041498] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.041884] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.042149] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2026-02-11T20:35:28.042412] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.042674] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.042918] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.043172] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.043410] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.043669] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.043945] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.044036] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.044298] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.044677] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.044960] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.045204] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.045452] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.045696] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.045951] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.046211] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.046473] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.046824] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.047189] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.047489] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.047839] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.048134] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.048450] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.048718] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.048983] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.049284] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.049548] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.049852] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.049941] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.050241] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.050557] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.050835] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.051169] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.051508] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.051835] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.052110] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.052385] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.052647] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.053089] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.053487] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.053781] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.054115] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.054453] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.054767] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.055068] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.055329] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.055607] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.055874] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2026-02-11T20:35:28.056176] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.056459] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.056892] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.057177] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.057472] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.057856] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2026-02-11T20:35:28.058137] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.058247] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.058539] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2026-02-11T20:35:28.058851] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.059128] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2026-02-11T20:35:28.059432] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.059715] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2026-02-11T20:35:28.059838] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.060159] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.060436] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.060767] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.061097] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.061368] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.061790] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2026-02-11T20:35:28.062266] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.062713] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.063034] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.063364] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.063786] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.064141] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2026-02-11T20:35:28.064469] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.064727] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.064972] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.065211] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.065594] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.065930] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.066192] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.066464] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.066731] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2026-02-11T20:35:28.067147] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.067434] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.067764] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.068038] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.068316] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2026-02-11T20:35:28.068610] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.068871] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.069184] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.069503] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.069775] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2026-02-11T20:35:28.070051] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.070320] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.070614] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.070866] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.071193] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.071478] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.071720] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.072107] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.072429] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.072522] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.072782] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2026-02-11T20:35:28.073201] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.073453] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.073742] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.074005] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.074277] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.074556] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.074899] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.075256] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.075541] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.075883] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.076221] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.076515] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.076797] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.077045] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.077332] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.077609] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.077878] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.078147] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.078463] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.078767] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2026-02-11T20:35:28.078853] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.079167] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2026-02-11T20:35:28.079414] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.079796] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.080058] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.080320] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.080605] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.080848] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.081092] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.081165] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2026-02-11T20:35:28.081404] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.081684] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.081950] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.082188] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2026-02-11T20:35:28.082451] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.082707] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.082952] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.083205] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.083548] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.083862] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.084236] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.084482] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.084840] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.085098] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.085393] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.085686] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.086057] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.086327] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.086693] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.086765] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.087044] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.087279] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.087532] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.087822] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.088085] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.088349] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.088601] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.088847] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.089091] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.089360] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.089653] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.089900] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2026-02-11T20:35:28.090144] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.090390] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.090781] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.091043] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.091334] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2026-02-11T20:35:28.091632] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.091875] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.092253] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.092497] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2026-02-11T20:35:28.092819] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.093111] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.093347] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.093639] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.093872] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2026-02-11T20:35:28.094350] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.094611] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.094895] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.095141] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.095391] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.095645] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.095915] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.096204] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.096510] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.096775] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.097006] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.097273] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.097604] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.097852] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.098091] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.098374] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2026-02-11T20:35:28.098649] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.098895] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.099153] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.100252] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.100548] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.100864] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.101165] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.101405] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2026-02-11T20:35:28.101649] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.101901] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.102149] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.102453] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.102690] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.102992] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.103263] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.103507] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.103779] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.104095] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.104347] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.104598] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.104912] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.105209] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.105494] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.105776] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2026-02-11T20:35:28.106052] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.106380] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.106685] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.107096] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.107401] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.107652] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.107953] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.108219] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.108612] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.108876] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.109123] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.109496] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.109798] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2026-02-11T20:35:28.110046] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.110380] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.110638] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.111013] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.111262] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.111542] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.111895] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.112157] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.112426] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.112692] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.112933] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.113180] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.113438] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.113747] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.113817] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.114056] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.114403] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.114768] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.115116] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.115366] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2026-02-11T20:35:28.115634] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.115873] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.116136] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.116429] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.116658] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.116894] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.117130] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.117422] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.120645] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.120985] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.121363] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.121645] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2026-02-11T20:35:28.121972] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2026-02-11T20:35:28.122237] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.122497] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2026-02-11T20:35:28.122773] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.123015] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.123273] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.123637] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.123948] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.124205] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2026-02-11T20:35:28.124612] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2026-02-11T20:35:28.124917] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.125183] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.125471] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.125740] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2026-02-11T20:35:28.126089] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.126339] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2026-02-11T20:35:28.126598] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.126965] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2026-02-11T20:35:28.127328] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.127609] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.128459] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.128716] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.129082] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.129343] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.129607] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.129896] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.130280] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.130615] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.130896] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.131157] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.131412] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.131766] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2026-02-11T20:35:28.132076] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2026-02-11T20:35:28.132344] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.132598] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.132869] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2026-02-11T20:35:28.133227] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.133533] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2026-02-11T20:35:28.133806] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.134071] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.134364] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.134625] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.134871] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.135098] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2026-02-11T20:35:28.135393] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.135639] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.135891] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.136180] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2026-02-11T20:35:28.136431] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.136679] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.136926] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.137155] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.137427] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.137703] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.138048] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2026-02-11T20:35:28.138317] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2026-02-11T20:35:28.138588] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2026-02-11T20:35:28.138836] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.139086] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2026-02-11T20:35:28.139467] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.139823] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.140093] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.140370] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.140635] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.140913] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.141284] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.141536] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.141850] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.142199] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.142503] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2026-02-11T20:35:28.142822] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.143085] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.143345] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.143621] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.143870] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.144130] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2026-02-11T20:35:28.144366] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.144656] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.145036] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.145329] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.145636] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.145904] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.146180] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.146496] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.146767] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2026-02-11T20:35:28.147119] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.147373] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2026-02-11T20:35:28.147760] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.148057] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.148320] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.148564] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.148840] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.149132] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2026-02-11T20:35:28.149375] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.149621] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.149857] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.150221] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.150518] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.151807] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.152173] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.152523] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.152869] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2026-02-11T20:35:28.153183] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.153549] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.153885] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.153959] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.154244] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.154493] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.154740] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.155005] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.155262] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.155499] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.155737] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2026-02-11T20:35:28.156051] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.156438] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.156702] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.157003] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.157248] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2026-02-11T20:35:28.157492] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.157882] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2026-02-11T20:35:28.158148] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2026-02-11T20:35:28.158412] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.158681] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.158949] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.159270] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.159513] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.159777] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2026-02-11T20:35:28.160046] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.160354] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.160640] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.160877] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.161114] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.161349] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.161602] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.161852] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.162110] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.162346] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.162608] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.162863] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.163227] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.163470] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.163743] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.164010] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.164263] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.164544] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.164851] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.165167] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.165431] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.165788] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2026-02-11T20:35:28.166086] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2026-02-11T20:35:28.166341] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.166609] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.166854] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.167108] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.167474] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.167782] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.168066] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.168362] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.168635] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.168907] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2026-02-11T20:35:28.169191] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.169634] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2026-02-11T20:35:28.169937] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.170178] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.170480] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.170851] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.171112] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.171479] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.171836] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.172269] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.172521] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.172797] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.173042] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2026-02-11T20:35:28.173345] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.173617] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.173871] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.174172] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.174411] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.174700] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.174942] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.175182] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.175261] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.175491] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.175823] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.176142] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.176513] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.176789] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.177033] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.177326] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.177627] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2026-02-11T20:35:28.177934] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2026-02-11T20:35:28.178223] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.178602] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.178872] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.179167] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.179531] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2026-02-11T20:35:28.179801] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.180085] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2026-02-11T20:35:28.180360] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2026-02-11T20:35:28.180693] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2026-02-11T20:35:28.180957] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.181201] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.181446] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.181736] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.182038] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.182281] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.182519] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.182888] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.183150] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.183390] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.183629] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.183946] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.184261] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.184555] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.184862] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.185142] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.185425] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2026-02-11T20:35:28.185725] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.186007] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.186296] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2026-02-11T20:35:28.186654] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.186943] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.187213] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.187612] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.187921] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.188240] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.188498] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.188812] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.189125] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.189413] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.189709] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.190023] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.190333] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.190689] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.190771] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.191010] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.191277] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2026-02-11T20:35:28.191601] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2026-02-11T20:35:28.191874] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.192139] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.192438] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.192873] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.193147] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.193457] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.193833] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.194091] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.194356] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.194693] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.194981] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.195267] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.195550] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.195881] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.196166] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.196459] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.196879] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.197159] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.197443] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.197771] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.198176] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.198252] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.198611] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.198959] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2026-02-11T20:35:28.199203] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.199447] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.199695] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.199943] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.200238] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2026-02-11T20:35:28.200531] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2026-02-11T20:35:28.200865] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.201142] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.201432] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2026-02-11T20:35:28.201759] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.202064] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.202443] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.202768] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.203037] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.203336] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.203628] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.203895] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.204269] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.204596] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.204927] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.205250] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.205599] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.205888] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.206157] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.206478] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.206822] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.207245] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.207658] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.207933] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.208196] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.208490] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.208838] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.209105] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.209345] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.209669] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.209954] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.210230] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.210490] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.210786] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.211087] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.211344] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.211631] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.211890] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.212275] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.212599] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.212883] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.213153] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.213424] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2026-02-11T20:35:28.213819] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.214164] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.214449] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.214737] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.215010] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.215252] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2026-02-11T20:35:28.215509] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.215773] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2026-02-11T20:35:28.216026] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.216273] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.216536] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.216870] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2026-02-11T20:35:28.217115] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.217407] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.217676] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.217930] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2026-02-11T20:35:28.218200] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2026-02-11T20:35:28.218596] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.218872] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.219121] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.219390] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2026-02-11T20:35:28.219656] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.220041] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.220412] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.220676] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.220919] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.221284] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.221525] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.221812] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.222063] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.222326] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.222588] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.222896] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.223140] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.223511] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.223789] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.224039] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.224302] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.224545] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.224816] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.225199] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.225481] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2026-02-11T20:35:28.225757] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.226063] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.226321] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.226603] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2026-02-11T20:35:28.226854] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.227098] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.227425] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.227707] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.227955] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2026-02-11T20:35:28.228231] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2026-02-11T20:35:28.228513] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2026-02-11T20:35:28.228817] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.229072] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2026-02-11T20:35:28.229335] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.229589] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.229832] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.230071] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.230311] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.230545] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.230806] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.231060] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.231323] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.231586] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.231833] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.232147] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.232408] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.232655] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.232931] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.233245] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2026-02-11T20:35:28.233545] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.233849] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.234100] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2026-02-11T20:35:28.234356] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.234645] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.234879] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.235171] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2026-02-11T20:35:28.235542] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.235815] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.236077] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.236425] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.236667] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.236909] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.237150] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.237442] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.237733] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.238123] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.238407] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.238672] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.238912] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2026-02-11T20:35:28.239149] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.239412] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.239910] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2026-02-11T20:35:28.240475] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.240763] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.241053] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.241478] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.241808] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.242133] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.242396] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.242673] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.242931] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.243239] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.243492] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2026-02-11T20:35:28.243759] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.244083] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.244334] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.244633] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.244899] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.245180] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.245440] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.245799] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.246193] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.246457] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2026-02-11T20:35:28.246724] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.246815] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.247060] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.247314] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.247636] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.247963] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.248268] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.248596] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.248899] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.249213] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.249506] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.249950] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2026-02-11T20:35:28.250250] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.250550] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.250848] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.251141] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.251451] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2026-02-11T20:35:28.251860] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.251950] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.252208] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2026-02-11T20:35:28.252490] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.252763] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.253047] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.253408] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.253701] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.254006] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.254341] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.254746] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.255095] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.255367] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.255652] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.255966] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.256262] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.256532] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.256809] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.257124] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.257384] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.257658] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.257966] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.258296] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.258551] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.258834] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.259254] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.259549] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.259876] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.260245] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.260519] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.260621] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.260890] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2026-02-11T20:35:28.261135] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.261523] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.261874] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.262201] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.262514] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.262840] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.263201] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.263512] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.263801] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.264146] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.264558] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.264850] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2026-02-11T20:35:28.265210] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.265492] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2026-02-11T20:35:28.265782] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.266077] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.266368] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.266686] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.267051] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2026-02-11T20:35:28.267378] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.267654] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.267933] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.268201] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.268525] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2026-02-11T20:35:28.268803] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.269184] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2026-02-11T20:35:28.269442] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.269804] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.270121] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.270392] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.270770] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2026-02-11T20:35:28.271020] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.271271] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.271560] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2026-02-11T20:35:28.271964] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2026-02-11T20:35:28.272266] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.272531] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.272803] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.273111] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.273372] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.273631] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.273895] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2026-02-11T20:35:28.274139] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.274418] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2026-02-11T20:35:28.274681] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.275040] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.275353] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.275616] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2026-02-11T20:35:28.275869] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.276246] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.276555] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.276893] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.277205] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2026-02-11T20:35:28.277542] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.277989] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.278288] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2026-02-11T20:35:28.278618] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.278894] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.279175] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2026-02-11T20:35:28.279495] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.279764] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2026-02-11T20:35:28.280027] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.280288] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.280531] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.280855] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.281116] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2026-02-11T20:35:28.281378] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.281692] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2026-02-11T20:35:28.282007] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2026-02-11T20:35:28.282320] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2026-02-11T20:35:28.282707] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.282963] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.283292] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2026-02-11T20:35:28.283613] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.284060] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2026-02-11T20:35:28.284374] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.284681] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.284977] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2026-02-11T20:35:28.285364] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.285687] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2026-02-11T20:35:28.286099] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2026-02-11T20:35:28.286478] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2026-02-11T20:35:28.286815] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.287132] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2026-02-11T20:35:28.287701] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2026-02-11T20:35:28.288032] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2026-02-11T20:35:28.288336] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.288688] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2026-02-11T20:35:28.289141] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2026-02-11T20:35:28.289528] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2026-02-11T20:35:28.290005] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2026-02-11T20:35:28.290425] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2026-02-11T20:35:28.292110] [INFO ] [LOCAL     ] Saved consolidated report: 3412 forecasts -> ./output/forecasts/full/2026-02-12.txt
[2026-02-11T20:35:28.292167] [INFO ] [sig       ] [84/84] Successfully generated report for 2026-02-12: 3412 entries
[2026-02-11T20:35:28.292201] [INFO ] [sig       ] ==================================================
[2026-02-11T20:35:28.292229] [INFO ] [sig       ] Report generation complete: 84/84 reports succeeded
[2026-02-11T20:35:29.401859] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2026-02-11T20:35:29.402050] [INFO ] [sig       ] Email notification sent
[2026-02-11T20:35:29.402614] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2026-02-11T20:35:29.402796] [INFO ] [STATE     ] Last completion updated: 2026-02-11T20:35:29.402689